SESeeking Edge
Industrial research · edition of 28 August 2026 · scoring data as of 8 August 2026 · status layer 21 September 2026

The AI Supply Chain Atlas

Upstream to downstream, from platinum-group by-products to agent identity — 131 scored chokepoints, where supply is rigid and demand is compounding, where the binding constraint goes next, and how this whole thesis dies. Built from fifteen primary-research dossiers. Written to be argued with.

131
chokepoints scored across 12 tiers
192k
words of primary research, 15 dossiers
~256%
cumulative DRAM contract-price rise since Q4'25 — TrendForce contract index; issuer-realised prices run lower and are a different series (Part XVII)
>95%
Ajinomoto share of ABF film — trade-press figure, carried as directional only; the company-disclosed >50% segment margin is the evidence (Part XII)
~6:1
median announced-to-energized GW ratio (range 1.6-28:1)
3-4×/yr
real compute demand growth (not 10×)
55/31/20%
RL-environment skill retention at 1/2/3 hops out of distribution
9-10 Nov
2026 — the densest policy risk window

What this is. A scored map of 131 physical and institutional chokepoints in the AI value chain, built to be argued with. It answers where is supply rigid while demand compounds, and how long does that last. It does not answer what should I own, and Part XVI is a record of five attempts to make that conversion, all of which came back no.

Published by. Seeking Edge, independent research

Draft completed 24 August 2026; this edition 28 August 2026. Layer vintages differ and are itemised in the footer (the thesis status board, the start-here case and the anchor reconciliation are a status layer dated 21 September 2026 and change no score); the scoring data is as of 8 August 2026 and the market comparisons in Part XVI are as of 21–22 August 2026.

How much weight it bears. Of 1,050 distinct source URLs, roughly 21% are primary and ~58% are relay (trade press, channel research, aggregators) — full breakdown and an explicit correction to a harsher earlier estimate in Appendix A. 98 claims carry a verbatim anchor across 35 nodes, of which 57 are machine-verified against the live document and 48 carry a resolved content hash (Part XVII); 16 of the 25 V=6 nodes carry no anchor at all (Part XV). 86 of 131 nodes are self-graded ‘high confidence’, which is an author’s prior and not an external referent.

Known-wrong rows. Four nodes carry an ruling open flag — the author believes the score is wrong and the change has not been signed off. The original score is what is shown, everywhere.

Not investment advice. Nothing here is a recommendation to buy or sell any security. Named companies appear as evidence of where scarcity sits. Figures are point-in-time and several are explicitly single-source. Reproduction of the scoring is possible from data/ and scoring_v2.py; the underlying dossiers are the author’s and are not published in full.

Start here

A 90-second research case: the substrate node

One node, read the way the whole atlas is meant to be read: question, judgment, evidence by source class, what would change the call, and the corrections that touched it. Then the scores.

The question

Where in the AI hardware stack is supply rigid while demand compounds — and, separately, can a shareholder collect the rent from that scarcity? Rent capture (V) is scored apart from how binding a constraint is (BIND), and the ranking is gated on it (Scoring v2).

The node

High-layer FC-BGA substrate (tier T6, node #54; RCI rank 7 of 105 eligible) and its single-source input, ABF build-up film (tier T1, node #12; RCI rank 4). In the Part III search box, FC-BGA returns 2 of 131 and Ajinomoto returns the film row.

The judgment

Every architectural escape from the CoWoS interposer bottleneck pushes difficulty down into the organic substrate (thesis 02). Substrate capacity responses are all dated 2027 or later (Ibiden from FY2027, Unimicron H2 2027, Shinko Malaysia late 2027); the film input adds no plant before 2028, operating in 2032. Direction: tightening. Phase: now.

The evidence, by source class

  • Company-disclosed (carries the claim). Ajinomoto electronic-materials operating margin above 50% (OP ¥54.6bn on ¥100.7bn of sales, FY Mar-26). Ibiden FY2026 guidance: operating profit +104.7% on sales +32.1%; customer advances up ¥73.6bn in one quarter (Part XVII).
  • Trade-press tier (points, does not carry). The ~30% ABF price notification effective Q3-26, carried as [M]; Intel’s CEO asking customers to prepay for substrate capacity (Part XII).
  • Not carried as a number. Ajinomoto’s “>95% share” (trade-press only, demoted to directional); a “30% China supply cut” claim, rejected as a likely mutation of the price story.

What the case tests changed

Tested against price (Part XVI), the node failed as already capitalised: about 47× EV to business profit for the film once Ajinomoto’s food business is taken at 18×; Ibiden at 41.0× EV/OP with ¥50–86bn of incremental annual depreciation peaking FY2028–29. Three rules followed: a named holder is a lead, never a position; V should be scored per holder; and customer advances rising as a share of revenue is a candidate screen. None is a scored field yet.

What would change the judgment

The pre-committed kill criteria in Part IX: Ajinomoto’s electronic-materials operating margin below 40%; a customer publicly qualifying a second ABF source; or Ibiden/Unimicron pulling their 2027 mass-production dates forward by more than two quarters. A second-source qualification is the only real kill signal.

Corrections that touched this node

The +30% price claim was struck as aggregator-sourced, then upgraded to [M] on 15 August 2026 when trade-press carriage was found; the “>95%” share was demoted; the China-supply-cut claim was rejected. None changed a score: they changed the evidence class, not the observation. Where a correction does contradict a score, the thesis status board states the current judgment and the score stays visible until adjudicated.

How to read the scores

C (concentration), S (non-substitutability), R (expansion rigidity), G (geographic exposure), B (AI demand beta) and V (rent capture) are 0–10 judgments on a written rubric (Scoring v2). BIND is a composite; RCI is a percentile-rank geometric mean used for ordering; “Confidence H/M/L” is a self-grade. None is a calibrated probability of return, and a high score is not an investment conclusion.

NodeCSRGBVRCIConf
#12 ABF build-up film10101069982.5H
#54 High-layer FC-BGA substrate891069979.7H
Part I

Twelve theses

Each is a falsifiable claim with the evidence attached and, in Part IX, a pre-committed kill criterion. Where I disagree with consensus I say so explicitly rather than hedging — that is the point of the exercise.

Status of the twelve theses, as of 21 September 2026

The theses are shown as written. Part XII (15 August) applied a primary-disclosure rule and Part XVII (23–24 August) put ten nodes through primary-source triage, but the 28 August edition never stated what those findings did to the theses. This board, added 21 September 2026, does. Where a supporting leg did not survive, the status is stated here and next to the thesis, and the score is left unchanged until the adjudication is signed off. “Standing” means not contradicted, not verified: batch 1 of about nine triage batches is done, so roughly eight remain.

  • 01 — CONTESTED. Three supporting legs are contradicted or unsupported by primary sources. (a) “CoWoS gap narrowing to ~10% by end-2026”: TSMC’s CEO said on 16 July 2026 that packaging capacity is so tight it limits customers’ growth and that the gap is very big, with no closure date. (b) “DRAM contract prices +93–98% QoQ in Q1’26” is a TrendForce contract index; Micron’s realised price rose a mid-60% range in the overlapping quarter. These are different series (industry contract index versus one issuer’s ASP) and must be reconciled by definition before either is used to refute the other; neither has been. (c) “Lithography is loosening” has no primary basis. The Intel prepayment leg is trade-press tier. What survives: memory tightness is anchored to issuer margins (SK hynix 76%, Samsung DS 70%, Micron 85% gross) and to take-or-pay contracts. The “market has not repriced” leg was tested against price in Part XVI on the memory (SK hynix) and substrate (Ajinomoto, Ibiden) holders and came back the other way: the scarcity is already capitalised. Scores unchanged; adjudication open.
  • 02 — STANDING, qualified. The “>95%” Ajinomoto share is demoted to directional; the company-disclosed >50% segment margin carries the concentration argument. Capacity dates unchanged.
  • 03, 04 — STANDING. Rest on regulator filings and BLS series; not yet re-run through the triage.
  • 05 — STANDING, qualified. Lumentum’s “InP tightness exceeds DRAM and NAND” is management commentary and is tagged as such. The Coherent composition argument in Part XVI was withdrawn in Part XVII: no primary source establishes EML market share. Beijing Tongmei is qualified at datacom volume (Part XIV), which corrects the earlier “no qualified Chinese supplier” claim inside the optics chain.
  • 06–12 — STANDING, not yet triaged. Batch 1 of the primary-source triage covered ten nodes; these theses have not been put through it.
01
CONTESTED · status 21 Sep 2026 · The binding constraint has moved off packaging and onto memory and substrates — and the market has not repriced.
TSMC's CoWoS supply-demand gap is narrowing from ~20% to ~10% by end-2026, N3 hit 180K wpm two to three months ahead of plan, and N2 tracks to ~100K wpm by year-end. Lithography and packaging are loosening. Meanwhile DRAM contract prices are up roughly 215% cumulatively from Q4 2025 through Q2 2026 — +93-98% QoQ in Q1'26, the largest quarter ever recorded — reaching ~256% if TrendForce's Q3'26 estimate of +13-18% is included, and NVIDIA is evaluating downgrading Rubin Ultra from 12-Hi HBM4E to 8-Hi HBM4. When the most valuable silicon programme on earth reduces memory content per GPU to fit supply, memory is the chokepoint. Simultaneously Intel's CEO is publicly asking customers to prepay for substrate capacity. Prepayment is what a real shortage looks like; a narrowing gap is what relief looks like.
Status, 21 Sep 2026: contested — the CoWoS-gap, DRAM-index and lithography legs are contradicted or unsupported by primary sources; scores unchanged pending adjudication. See the status board and Part XVII.
02
Every architectural escape from the interposer bottleneck converts it into a substrate bottleneck.
CoWoS-L's LSI bridges, Intel's EMIB, Powertech's PiFO, CoWoP and panel-level packaging all work by the same mechanism: pushing difficulty down into the organic substrate. Packaging responses take 12-18 months. Substrate responses are all dated 2027+ — Ibiden's ¥500bn programme stages mass production from FY2027, Unimicron H2 2027, Shinko Malaysia late 2027 — and the most concentrated input in the entire AI hardware stack, Ajinomoto's ABF film at >95% share and >50% operating margin, does not add a plant until it breaks ground in 2028 and operates in 2032.
Status, 21 Sep 2026: standing, qualified — the >95% share is trade-press and carried as directional only; the disclosed margin carries the claim (Part XII).
03
Power is not the number-one constraint. That belief is consensus and it is over-priced.
If power were binding we would see energized capacity pressed against physical supply limits. Instead the announced-to-real ratio ranges from 1.6:1 to 28:1 with a median near 6:1 — and it is widest precisely where a take-or-pay tariff has not yet been imposed. Wherever a price was imposed the queue evaporated: AEP Ohio's 85% take-or-pay tariff cut its pipeline 30GW → 13GW, with only 5.2GW (18%) reaching cluster studies; PG&E has 12.7GW of pipeline against 490MW of signed construction agreements. The EIA's AEO 2026 still models US electricity growth at 0.9-1.6% CAGR to 2050. A 253GW pipeline and a 1% CAGR cannot both be true. The correct restatement: power is not scarce; firm, fast, permitted power is scarce — a governance and long-lead-iron problem, not an electron problem. AI compute monetizes at ~$1.76bn per GW-month versus $175m for traditional colo, so developers are calendar-constrained, not price-constrained.
04
Within power, transformers are the most over-rated node and switchgear the most under-rated.
BLS transformer PPI read 457.057 in both May and June 2026 — literally unchanged, +0.25% over five months, after +78.9% since January 2020. Annual increments stepped down +36% → +15% → +4.4% → +1.1% → +5.2%. Switchgear PPI rose +4.8% in the same five months, nineteen times faster. GE Vernova's revealed preference confirms it: its new $138m Pennsylvania investment went into HV breakers, switchgear and instrument transformers, not transformer tanks. Powell Industries' backlog is $2.4bn, +69% YoY, at a 3.0x book-to-bill. Lead times remain long for transformers; the rent has gone.
05
Optics, not switching silicon, is the interconnect constraint — and it runs down to indium phosphide.
Four vendors now ship 102.4T switch ASICs and none is scarce. What is scarce sits at the base of the pyramid: AXT plus Sumitomo hold ~80% of InP substrates, 6-inch InP wafers reached ~$5,000 (+250%) after China's February 2025 controls, and Lumentum's CEO states that InP tightness exceeds DRAM and NAND — a supplier talking its own book, and by my own evidence hierarchy below only management commentary. The market prices it precisely: a 1.6T DR8 module lists at $12,600 against $900 for 800G DR8 — fourteen times the price for twice the bits at identical lane count. That delta is the laser, not the DSP. And silicon photonics does not escape InP; it reduces InP per bit, which makes Lumentum's >400mW CW line strategically more valuable than its EML line.
Status, 21 Sep 2026: standing, qualified — the Lumentum quote is management commentary; the Coherent composition argument was withdrawn (Part XVII); Tongmei is qualified at datacom volume (Part XIV).
06
NVIDIA's moat migrated from CUDA kernels to the fleet control plane, and that is a harder target.
Kernel-level lock-in is genuinely eroding: hipBLASLt now matches cuBLASLt behaviour, Helion on TPU beat torch.compile/XLA by 4.48x, and all three portable-kernel projects live under the PyTorch Foundation. Nobody will own kernel authoring again. But NVIDIA spent 2025-26 buying the layer above: SchedMD/Slurm (which has served ~60% of the Top500 for a decade), Run:ai, Groq's LPU IP, Dynamo, and CMX context-memory storage. It deliberately commoditized its own runtime — Dynamo lists vLLM and SGLang as first-class backends — in order to own the scheduler. Meanwhile frontier training above 10,000 GPUs remains effectively closed: no non-NVIDIA vendor has published an MLPerf Training result above 512 GPUs. You cannot debug 10,000-GPU collectives on a cluster you do not have. Hence 14GW of AMD "frameworks" with no booked revenue — buyers are extracting price concessions, not porting.
07
Compute demand compounds at 3-4x per year, not 10x. Efficiency eats two-thirds of token growth.
The demand function decomposes cleanly: tokens ~10x/yr ÷ efficiency ~3x/yr ≈ physical compute ~3.3x/yr, while tokens ~10x/yr × price ~¼x/yr ≈ revenue ~2.5x/yr. Three independent measurements converge on that 3.3x — though two of the three are both Epoch AI series, so treat it as two-and-a-half. Anyone underwriting capex off token-volume growth is overstating by about 3x. Jevons held through mid-2026 — DeepSeek's own pricing page now warns of a "significant" price increase after cutting prices >50% on sparse attention, which is Jevons in its purest observable form — but it is bounded above by value concavity (the heaviest-token engineers are 2x more productive on 10x the tokens, so value ∝ tokens^~0.3) and bounded below by supply. Uber exhausted its entire 2026 AI coding budget by April; Microsoft told developers on 5 August to default to cheaper models.
08
The financing regime flipped in 2026, and it is now visible in cash-flow statements rather than commentary.
Alphabet printed its first negative free-cash-flow quarter ever in Q2 2026 (−$5.855bn) while issuing $21.07bn of net long-term debt. Amazon's H1 2026 FCF was −$27.0bn. Oracle's FY2026 FCF was −$23.7bn with total debt going $105.4bn → $156.2bn, i.e. ~76% of FY26 capex debt-financed. Total identified hyperscaler bond issuance over six quarters: ~$235bn, from roughly zero in 2023-24. Epoch AI puts the aggregate crossover — capex above operating cash flow across all five — at Q3 2026. Underneath sits a single-name concentration problem: OpenAI's $1.4tn of stated commitments against a ~$13-20bn revenue run-rate, and OpenAI is ~$300bn of Oracle's $455bn RPO — 66% single-counterparty concentration.
09
The GPU depreciation bear case is empirically falsified through mid-2026 — but for a reason that means the bears may still win later.
H100 median on-demand rental rose ~12% YoY ($3.00 → $3.37/hr). The A100 — a six-year-old part — rose ~10%. The market's own forward curve prices roughly 40% six-year decay, not 90%: GB300 at $6.75/hr year-one against ~$4.00/hr on a six-year fixed contract. A ~6-year straight-line to a 25-35% residual is defensible. But the real threat is perf-per-watt, not age. Vera Rubin delivers ~10x tokens per watt versus GB200 NVL72. Once power rather than capital is the binding input, older fleets become uneconomic to run regardless of book value — and that is 2027-29, underpriced precisely because it is not 2026. Microsoft extending datacenter useful lives from 15 to 25 years effective FY27 runs directly into that discontinuity.
10
The new chokepoint being created right now is verification, not compute.
Where an oracle exists — a compiler, a proof checker, a physics engine — synthetic data is effectively free and does not collapse. Where one does not, the only substitute is a licensed professional writing a rubric, and there are low tens of thousands of them globally with $300-800/hr day jobs against Handshake's published $125/hr ceiling. HackDetect audited 2,385 traces and found evidence of exposures and reward hacking in 67.0% of Frontier Science traces and 66.7% of AutoLab tasks — two named benchmarks, not all fifteen. Surge's own published data shows environment-trained skill decaying with distance from the training distribution: +17.3pp in-distribution, retaining 55% one hop out (+9.6pp on Toolathlon), 31% at two hops (+5.3pp on τ²-Bench) and 20% at three (+3.5pp on BFCL-V4) — one experiment, one vendor, published by an interested party, so treat it as an upper bound. And the regime has inverted the classic substitution: under pretraining, more compute absorbed more cheap web tokens; under RL, compute and human data are complements. Compute abundance now increases the value of expert data.
11
Terminal value dies years before revenue does. Screening for revenue decline misses the entire short side.
Getty: TTM revenue +4.5%, market cap $183m, share price $0.44. Forrester −10.3% YoY at 0.25x revenue. Gartner −0.6% with 2026 guidance below 2025 and the stock −71%, having gone from 7x ARR to 1.8x revenue. Concentrix: revenue +1.9% and a $1,479m loss quarter. Salesforce revenue accelerating 7.6% → 13.3% with the stock −33%; ServiceNow +24.0% with the stock −45%. What happened is a duration re-rating: buyers refuse multi-year deals, so visible revenue duration shortened, so terminal multiples collapsed. Short duration and multiples, not revenue. Screen for impairments, guidance withdrawal and multiple collapse — not for shrinking top lines.
12
The largest measurable AI-driven casualty in 2026 is not labour. It is the low-end consumer device.
Memory prices have more than quadrupled in twelve months as DRAM and NAND capacity was reallocated to AI servers. Notebook prices are +11.4% YoY and desktops +10.5%; laptop units −3%, desktops −7%; Gartner sees PC shipments −10%+ in 2026; AMD guided H2 gaming revenue −20%+. Samsung's Q2 operating profit rose nineteen-fold and it warns the crunch runs through 2028, "even more severe in 2027." Phone replacement cycles have stretched to 4.2 years. The sub-$500 PC and the sub-$200 phone are becoming economically unviable — quantified, multi-sourced, present-tense, and almost absent from the discourse. By contrast the labour effect is real but narrow: Stanford's own June 2026 update shows the most AI-exposed occupations still growing at +1.1%/yr, with damage concentrated in 22-25 year-olds in automation-exposed roles at −3.8%/yr against a +2.0% baseline — a 5.8pp differential. Applied to the ~2.8% of employment in that intersection, the implied aggregate drag is roughly 0.16pp/yr ≈ 263,000 jobs — about one month of normal payroll growth.
Part II

The stack, upstream to downstream

Twelve tiers. The useful observation is not that the chain is long — everyone knows that — but that severity is not monotonic in position. On tier means it peaks at T2 (75.1) and T5 (73.5) and troughs at T10 (53.2) — design and foundry sit mid-pack because they are toll roads, extremely profitable but not physically binding. On tier peaks the picture is flatter, and the two highest single nodes (94.8) sit at opposite ends of the chain, in T0 and T11. What changes across T8-T11 is not the level but the character, where the constraints stop being physical and become institutional: permits, apprenticeships, qualification lists, balance sheets, insurance capacity, and un-gameable graders.

Where severity concentrates in the chain
Peak and mean Chokepoint Severity by tier. Hollow marker = tier mean, solid = tier peak.
Peak severity in tier Tier mean
Hover any row for the node count and the highest-rent node in that tier. Severity is 0.28·concentration + 0.28·non-substitutability + 0.24·expansion rigidity + 0.20·geographic exposure, scaled to 100 — it measures how hard a node is to relieve, deliberately not whether the rent is capturable. That is a separate axis, and the next chart plots both.
T0
Earth — ores, gases, minerals, land
12 nodes mapped. Peak severity 95. Highest-rent nodes: Single-crystal turbine blade investment casting, Indium / InP feedstock, Ruthenium (advanced interconnect).
T1
Materials & process chemicals
10 nodes mapped. Peak severity 92. Highest-rent nodes: ABF build-up film, Low-loss copper-clad laminate (M8/M9), Low-Dk/Df glass cloth.
T2
Capital equipment & metrology
15 nodes mapped. Peak severity 90. Highest-rent nodes: ASML EUV lithography systems, Carl Zeiss SMT EUV optical columns, Temporary wafer bonders (HBM thinning).
T3
Design — EDA, IP, engineers
5 nodes mapped. Peak severity 80. Highest-rent nodes: Custom XPU co-design capacity, Silicon-proven HBM4 PHY / 224G SerDes IP, Foundry-mandated signoff tools.
T4
Fabrication — foundry
5 nodes mapped. Peak severity 83. Highest-rent nodes: TSMC N3/N2 leading-edge capacity, Silicon interposer / 40-90nm conversion, Host CPU capacity for AI head nodes.
T5
Memory & storage
8 nodes mapped. Peak severity 83. Highest-rent nodes: HBM (High Bandwidth Memory), Conventional DRAM, Custom HBM base die on logic nodes.
T6
Advanced packaging, substrates, test
8 nodes mapped. Peak severity 84. Highest-rent nodes: High-layer FC-BGA substrate, SoIC / logic hybrid bonding capacity, Burn-in boards, sockets and load boards.
T7
Interconnect & optics
13 nodes mapped. Peak severity 90. Highest-rent nodes: 200G/400G-per-lane EML die, High-power CW lasers for CPO, InP substrates.
T8
Power — generation & grid
10 nodes mapped. Peak severity 84. Highest-rent nodes: MV switchgear and HV breakers, Heavy-duty gas turbine slots 2029-31, Rack power conversion and rectifier capacity.
T9
Thermal & physical build
8 nodes mapped. Peak severity 76. Highest-rent nodes: Blind-mate quick disconnects (UQD), NVIDIA component qualification (RVL / DSX validation), Applied HVAC / large chillers.
T10
Compute service & capital
8 nodes mapped. Peak severity 72. Highest-rent nodes: Permitted shell with firm power (colo), NVIDIA vendor financing / rental backstop, Compute price discovery.
T11
Models, data, software, apps, governance
29 nodes mapped. Peak severity 95. Highest-rent nodes: Frontier training at 10k+ GPU scale, NVIDIA fleet control plane, Un-gameable verifiers for non-formal domains.
A note on what is missing by construction: the most severe nodes in this atlas are disproportionately unlisted or buried inside a segment — Carl Zeiss SMT, Trumpf, IMS Nanofabrication, Stäubli, Shinko (delisted June 2025, taking ~15-20% of world FC-BGA off the public record), Surge. Illiquidity is not incidental to the rent; it is part of why the rent persists.
Part III

The chokepoint atlas

131 nodes, each scored on six dimensions and carrying its evidence, its relief clock and its tripwire. Thirteen entries are marked DEBUNKED — they exist because a framework that cannot say no is a narrative generator, not an analytical tool.

What the scoring says that I did not set out to argue

Run the severity index over all 131 nodes and the top three are all the same thing: heavy rare earths (94.8), rare-earth magnets for robotics and drones (94.8), and the Chinese extraterritorial licensing rule that governs both (92.4). The single most severe chokepoint in the AI supply chain is not a semiconductor, a laser or a turbine. It is a Chinese administrative decision with a days-long fuse, an expiry date of 10 November 2026, and no substitute at any price inside a decade.

And heavy rare earths' Investable Rent Index is 11.4, ranked 100th of 131 — the licensing rule scores 12.9 and the magnets 22.8. That gap between severity and investability is the most important structural feature of this whole map: the hardest constraints in the chain are largely un-ownable, either because they are policy rather than property, or because they sit inside private German and Japanese firms. Anyone whose AI-supply-chain exposure feels comfortably liquid is, almost by construction, not holding the real chokepoints.

The three-construct map: bindingness against monetizability
Colour is direction of travel. Hollow marks are the systemic-risk register — severe, but not rankable.
TighteningAt or near peakLoosening / debunkedHollow = systemic-risk register (MON ≤ 3, unranked)
The 12 highest-RCI nodes are labelled directly; hover any point for the rest. The bottom band of hollow marks is the register: 26 nodes that are genuinely hard to relieve but where the rent cannot be captured — heavy rare earths (BIND 100, MON 3), the Chinese extraterritorial rule (96.6, MON 2), helium, water permits, OpenAI counterparty concentration. In v1 these competed for rank against ownable nodes; in v2 they are removed from the ranking by construction and listed separately in Part XI.
TierNode / holdersBIND DEM / MONRCIBinds DirectionConf
Click any row to expand evidence, relief mechanism, tripwire and the underlying six scores. Click a column header to sort. IRI = Severity × (AI demand beta/10) × (rent capture/10) — multiplicative, so a severe node with no AI exposure or no pricing power scores near zero. That is intentional.
Part IV

Where demand is compounding and where it is dying

The two-sided map. Growth alone is not interesting — growth against rigid supply is. And the decay side is where most AI research is weakest, because it is long-biased and because the strongest decay signal is not falling revenue.

Demand growth against supply elasticity
53 nodes. Colour is a diverging encoding on the growth/decay axis.
Growing Flat / repricing Decaying
Nodes at the extremes are labelled; hover for the rest and the supporting evidence. Bottom-right is where price goes vertical: ruthenium at elasticity 0, ABF film and FC-BGA at 1, nearline HDD at 1, skilled trades at 1, permitted shell with firm power at 1.

The strongest confirmed decay, ranked by evidence quality

Five things widely believed to be dying that are not

The most actionable screening insight in this atlas

Terminal value dies years before revenue. Getty: TTM revenue +4.5%, market cap $183m, share $0.44. Gartner: revenue −0.6%, stock −71%, 7× ARR → 1.8× revenue. Concentrix: revenue +1.9% and a $1,479m loss quarter. TaskUs: revenue +11.4%, market cap −55.8%. Screening for revenue decline misses the trade entirely. Screen for impairments, guidance withdrawal and multiple collapse.

Part V

Migration of the binding constraint, 2021→2029

The single most useful thing in this document. The market reliably over-attends the previous bottleneck and under-attends the next one, and the next one is usually derivable from the arithmetic of the tier above rather than from any new information.

2021-22
Mature-node wafer capacity
Post-COVID demand snapback plus auto restocking. Nothing to do with AI.
Relief: Capacity added into a demand air pocket; became the 2023-25 glut.
2023
Leading-edge logic wafers (TSMC N4/N5)
H100 ramp against a single supplier at a single node.
Relief: TSMC added capacity faster than consensus expected.
2023-25
CoWoS advanced packaging
2.5D interposer capacity was a rounding error relative to accelerator demand.
Relief: LARGELY RESOLVED. Gap narrowing 20%->10% by end-2026; 115-140K -> ~170K wpm plus 50-60K at OSATs. This is now the most over-attended constraint in the market.
2025-26
Grid interconnection and firm power
Announced GW ran 20-28x ahead of energized GW; PJM's first RTO-wide capacity shortfall.
Relief: PARTIALLY MIS-DIAGNOSED. Where a price was imposed the queue evaporated (AEP Ohio 30GW->13GW->5.2GW real). The scarce good is FIRM, FAST, PERMITTED power — a governance and long-lead-iron problem, not an electron problem.
2026 (NOW)
Memory — HBM and conventional DRAM
HBM takes 22% of DRAM wafer input for 9% of bits, rising to 30% for 13% in 2027 — a 2.44x trade ratio in 2026 easing to 2.31x in 2027 on TrendForce's own split (secondary estimates run 3-4x), against total wafer starts growing only 6-8%. Contract prices +256% cumulative since Q4'25.
Relief: NOT BEFORE 2H 2027. Greenfield (SK hynix M15X, Samsung P4/P5, Micron ID1/ID2) lands 2028. THE CONFIRMING SIGNAL: NVIDIA evaluating a downgrade of Rubin Ultra from 12-Hi HBM4E to 8-Hi HBM4.
2026-27
Organic substrate (FC-BGA) and low-loss laminate
Every architectural escape from the silicon interposer — CoWoS-L bridges, EMIB, PiFO, CoWoP, panel-level — works by pushing difficulty DOWN INTO THE ORGANIC SUBSTRATE. Intel's CEO is asking customers to prepay.
Relief: NO. All responses dated 2027-28, and ABF's next plant operates 2032. THE INDUSTRY IS NOT ESCAPING THE INTERPOSER BOTTLENECK; IT IS CONVERTING IT INTO A SUBSTRATE BOTTLENECK.
2026-28
Optics — indium phosphide, EML die, fiber attach
Four vendors ship 102.4T switch ASICs and none is scarce. The scarcity is 200G/400G-per-lane laser die and fiber-to-PIC attach. 1.6T DR8 at $12,600 vs 800G at $900 is the market's own measurement.
Relief: 2028 at the earliest. Lumentum's Greensboro fab is immaterial until early 2028; Veeco epitaxy deliveries peak 2027 so wafers arrive 2027-28. Four fiber-attach acquisitions in nine months is the revealed-preference signal.
2027-29
Skilled trades, prefab factory throughput, and 1 Jun 2027 PJM curtailment priority
349,000 additional construction workers needed in 2026 against 4-5 year apprenticeships and BLS openings driven by retirement. Prefab relocated the bottleneck into the factory (Munters: order intake +137%, DC revenue FELL). From 1 Jun 2027 PJM loads without their own generation are curtailed first.
Relief: Structurally unfixable this decade. Wage inflation and schedule slip are the clearing mechanism, not capacity.
2027-30
Perf-per-watt obsolescence of the installed base
Vera Rubin delivers ~10x tokens/watt vs GB200 NVL72. Once power rather than capital is the binding input, older fleets become uneconomic TO RUN regardless of book value.
Relief: This is the mechanism by which the depreciation debate actually resolves — not through age, and not in 2026. Microsoft extending datacenter useful lives 15->25 years effective FY27 runs directly into it.
2028-31
Verification — un-gameable graders for non-formal domains
Where an oracle exists (compiler, proof checker, physics engine) synthetic data is free. Where it does not, the only substitute is a licensed professional writing a rubric. Reward hacking already measured at 67.0% prevalence in Frontier Science traces and 66.7% in AutoLab tasks; environment-trained skill retains 55% one hop out of distribution, 31% at two hops and 20% at three.
Relief: Open. This is the constraint most likely to gate AI's move from software into regulated, accountability-bearing sectors — and it consumes exactly the professionals AI is displacing.
2029+
Zeiss optical column capacity and High-NA economics
ASML's 2029 EUV supply curve is explicitly 'under investigation'. Optical columns are built at two sites; a High-NA mirror takes ~1 year. TSMC has deferred High-NA to A13 (~2029).
Relief: Watch ASML committing to the 2028 +30% step as the leading indicator.
Part VI

The next moves of AI development

Ten technical directions, each with what is actually measured rather than claimed, and what each implies for the supply chain. I have separated high-confidence from "watch it, do not underwrite it" — the difference matters more than the list.

Inference-time compute becomes a level shift, not a second exponential

Where it actually stands: Opus 5 pays 2.2x tokens for +3.3pp; Opus 4.7 paid 4.8x for +16.5pp one quarter earlier. The curve is concave AND getting worse as base models improve.

Supply-chain consequence: Bandwidth- and capacity-bound hardware, not FLOP-bound. HBM capacity, KV-cache tiering, prefill/decode disaggregation, prefill-optimised silicon (Rubin CPX: 128GB GDDR7 at >50% lower cost/GB).

Chokepoints pulled: HBM, DRAM, KV-cache storage tier, DPU  ·  Confidence: High

RL and environments replace pretraining as the marginal compute buyer

Where it actually stands: RL went from ~3-10% of pretraining compute (early 2025) to ~100% (Grok 4) to ~570% (Cursor Composer 2.5). Max documented 2026H1 run was 3.87e25 FLOP, 85% of it post-training.

Supply-chain consequence: A different hardware profile: inference-shaped, heterogeneous, with large CPU fleets running environments. Also a wholly new mid-scale compute buyer — application companies doing their own RL on open Chinese base checkpoints.

Chokepoints pulled: Un-gameable verifiers, expert trajectories, sandbox infrastructure, CPU capacity  ·  Confidence: High

Agentic workloads make context, not generation, the dominant cost

Where it actually stands: One instrumented coding agent (Claude Code, one week) ran 98.16% KV-cache reads and 0.30% output tokens, and ~80% of its spend was input/context. Claude Fable 5 on CursorBench: $18.02/task, 76 steps.

Supply-chain consequence: Inverts the 'decode is bandwidth-bound, buy HBM' heuristic for the fastest-growing workload class. Creates a priced storage tier inside inference and makes the DPU a chokepoint.

Chokepoints pulled: Flash/NAND for cache, DPU, network storage  ·  Confidence: High

Scale-across: multi-datacenter training becomes standard

Where it actually stands: Spectrum-XGS, Google's OCS fabrics, Microsoft's 120,000+ fiber miles, coherent ZR/ZR+ pluggables. Anthropic's 1M+ TPU commitment rides Google's MEMS OCS.

Supply-chain consequence: The gating input is civil engineering: fiber draw 18-24 months, duct/trench 18-36 months. Also raises the value of optical circuit switching and long-haul coherent optics.

Chokepoints pulled: Fiber, trench/permits, coherent DSP, OCS  ·  Confidence: High

Continual / online learning

Where it actually stands: Not shipped at frontier. The strongest evidence remains negative: PostTrainBench SOTA is 0.4%; frontier agents given six days on two unpublished NeurIPS submissions were unambiguously rejected by the authors.

Supply-chain consequence: If it lands, it collapses the train/serve distinction and makes fleet-wide weight updating an infrastructure problem — checkpointing, versioning, rollback, and eval-on-every-update.

Chokepoints pulled: Eval capacity, checkpoint storage, orchestration  ·  Confidence: Low — do not underwrite

World models and simulation as the robotics data substitute

Where it actually stands: ~500,000 hours of high-quality real robot interaction data exist globally against 1-10 BILLION hours needed for baseline generalisation — a 2,000-20,000x gap. Figure's System 0 trains entirely in simulation across >200,000 parallel environments.

Supply-chain consequence: Simulation compute becomes a first-class demand category. But note the scale reality: global humanoid shipments in 2025 were 13,317 units — roughly $0.67bn at a $50k ASP, and even Morgan Stanley's doubled 2026 China forecast of ~50,000 units is only ~$2.5bn. BOTH ARE SMALLER THAN AI CODING.

Chokepoints pulled: Force/torque sensors, roller screws, rare-earth magnets, simulation compute  ·  Confidence: Medium

AI for science — narrow, validated, and recursive where an oracle exists

Where it actually stands: Weather is the cleanest win (GraphCast/GenCast lineage now operational). Formal math is real (Lean/AlphaProof). Drug discovery is not delivering: Recursion revenue -60.1% as platform deals fail to renew.

Supply-chain consequence: The recursive case that matters for this atlas is AI designing its own supply chain — materials for magnets, superalloys, dielectrics. AlphaEvolve's best real contribution to date: 1% off a training run, 0.7% of a fleet.

Chokepoints pulled: Self-driving lab hardware, characterisation instruments  ·  Confidence: Medium

Novel compute substrates

Where it actually stands: Photonic/analog/thermodynamic compute remains pre-revenue. The one substrate change actually shipping is NVIDIA licensing Groq's LPU IP (~$20bn for a NON-EXCLUSIVE licence plus the team) into Vera Rubin.

Supply-chain consequence: Watch incumbent absorption, not startup displacement. That is the observed pattern for every orchestration and inference-optimisation company in 2025-26.

Chokepoints pulled: —  ·  Confidence: Low

Falsifier: Dies if any photonic or analog accelerator publishes an MLPerf Inference result within 2x of contemporaneous GPU perf/watt at >100-unit deployment scale. Confirmed if a hyperscaler signs a >$500m non-von-Neumann compute order.

Recursive self-improvement

Where it actually stands: RLI at 0.161, growing 20x/yr from 1.6% — the only genuine exponential in the measurement set. But PostTrainBench SOTA is 0.4% and the AI-research-agent evidence is unambiguously negative.

Supply-chain consequence: Watch it; do not underwrite it. If RLI's trajectory holds it is the single largest regime change available, and it would arrive through chip design and kernel optimisation first — the two domains with the strongest oracles.

Chokepoints pulled: EDA, compilers  ·  Confidence: Low but high-consequence

Agentic commerce

Where it actually stands: Complete protocol infrastructure and ZERO disclosed volume. Six standards, three networks, two hyperscalers, a Linux Foundation. OpenAI scaled back ChatGPT checkout on weak uptake (25 Mar 2026); Mastercard's CEO voiced 'grave concerns'.

Supply-chain consequence: The bottleneck is not rails, it is liability allocation — which is why identity, not payments, is the node to own. The Ninth Circuit's Perplexity v Amazon ruling (4-5 Aug 2026) left the vacuum open.

Chokepoints pulled: Agent identity, insurance capacity  ·  Confidence: Medium on direction, Low on timing

Falsifier: Dies if no card network or top-20 merchant discloses agentic GMV by Q2 2027. Confirmed the quarter Visa or Mastercard breaks out agentic volume in a filing.

Part VII

Where this takes human society

Four structural shifts that the supply-chain evidence supports, stated without either boosterism or catastrophism. I have tried to keep each anchored to something measured.

1. Energy becomes the unit of account for cognition — and the politics of that is unresolved

The industry is converging on tokens-per-joule as the operative efficiency metric because in the best markets the scarce input is no longer silicon but firm, permitted, fast power — which, as Thesis 3 argues, is a governance constraint rather than a shortage of electrons. Vera Rubin at ~10× tokens/watt versus GB200 NVL72 is a larger economic event than any single node transition. The consequence is that electricity price becomes a political variable attached to AI: US retail electricity is +47.8% since January 2020, 51 local moratoria are live, New Jersey has legislated a datacenter ratepayer class that curtails before residential customers, and Texas removed 20% of the national pipeline with a governor's letter. The unresolved question is not whether AI can get power. It is who pays for the grid it induces, and that is being decided in state utility commissions rather than in Washington or in any lab.

2. The labour effect is real, narrow, and concentrated on the people who have the least

The honest arithmetic: the most AI-exposed occupations are still growing at +1.1%/yr against +2.0% for the least exposed. Damage concentrates in 22-25 year-olds in automation-exposed roles at −3.8%/yr. That intersection is ~2.8% of employment, implying roughly a 0.16pp/yr aggregate drag — about one month of normal payroll growth. Yale's Budget Lab finds no discernible aggregate disruption at 33 months. Both poles of the public argument are wrong. But the distributional point stands: the cost is falling on entry-level workers in exactly the roles that used to be the on-ramp to a professional career, and the mechanism that replaces that on-ramp does not yet exist. The most striking single datapoint in this entire atlas is that displaced professionals are now a supply input — laid-off scientists and lawyers writing the rubrics that train their replacements, at $125/hr against $300-800/hr day rates.

3. Verification becomes the constraint on AI entering the accountable economy

AI has saturated the domain with a perfect oracle — code, where a compiler tells you if you are wrong — and coding is 55% of all departmental AI spend. Everywhere accountability is irreducible (medicine, law, audit, engineering sign-off, safety cases), the binding input is a grader that cannot be gamed, and reward hacking is already measured at 67.0% prevalence in Frontier Science traces, with environment-trained skill retaining 55% one hop out of the training distribution, 31% at two hops and 20% at three. Layered on top: carriers have won approval to exclude AI from standard liability policies in all 50 states, ISO's standard CGL forms now carry gen-AI exclusion language, and affirmative capacity is trivial. So AI liability has migrated onto corporate balance sheets by default, and the CFO and general counsel become the deployment veto, not any regulator. That, not model capability, is the most likely brake on AI's move into the regulated economy.

4. The supply chain becomes a permanent instrument of statecraft

Two dates one day apart — 9 November 2026 (the BIS affiliates rule) and 10 November 2026 (China's rare-earth suspension) — were explicitly traded for each other, and either can be reactivated with days of notice and no administrative process. The IEA puts full reimplementation of China's controls at $6.5tn/yr of ex-China downstream output at risk. Meanwhile Commerce holds $150m of equity in a challenger to the EUV chokepoint it simultaneously polices through ASML, and export controls have turned out to bind China's AI programme through memory rather than lithography: SMIC has ample ≤7nm capacity, but CXMT's HBM output supports only 250-300K Ascend 910C. The durable implication is that the physical AI supply chain is now a legitimate coercive instrument for both governments, which means every capacity plan in this atlas carries an unhedgeable political term. The market is currently pricing a rare-earth settlement that Beijing's own statements have twice declined to acknowledge.

Part VIII

Investment framework

Read this before the framework. On 22–23 August 2026 the framework below was tested against market prices on the atlas’s own highest-ranked nodes — RCI #1, #2, #4, #7 and #72. It did not survive intact. The market prices the existence of these chokepoints correctly, and in places generously. Chokepoint identification is consensus. What survived the test is narrower: holder attribution — who actually holds the ranked position, and how much of their enterprise value it is. The framework is left standing rather than quietly rewritten, because the falsification is more useful than the original claim — but it should be read as a hypothesis that has been substantially refuted, not as a live recommendation. Part XVI has the five cases and the arithmetic.

Hypothesis

H1 (core). In a capex super-cycle whose top-line growth rate exceeds the expansion elasticity of its physical inputs, excess returns accrue disproportionately to nodes that are (a) concentrated, (b) non-substitutable within the cycle's horizon, (c) capacity-rigid, and (d) able to price. The Investable Rent Index is the operational form of that claim: IRI = CS × (B/10) × (V/10), multiplicative so that a severe chokepoint with no AI exposure or no pricing power scores zero.

H2 (migration). The market systematically over-attends the previous binding constraint and under-attends the next one. The excess return is not in owning the current bottleneck — that is where sell-side attention and crowding already are — but in owning the node that becomes binding one to three quarters ahead, identified by the mechanical arithmetic of the tier above it. CoWoS in 2026 is the canonical over-attended node; substrate and low-loss laminate are the canonical under-attended ones.

H3 (rent evidence hierarchy). Not all scarcity claims are equal. In descending order of information content: customer prepayment or capacity guarantees (Modine's $165m cash upfront against a $4bn 2027-29 guarantee; Intel asking customers to prepay for substrate) > book-to-bill above 2.0x (Powell 3.0x) > operating margin expansion above 40% (Ajinomoto >50%, Lasertec 48.8%, FormFactor 37.3%→50.7%) > price increases > lead-time extension > management commentary > third-party market sizing. Prepayment and capacity guarantees are the only two that cannot be talked into existence.

H4 (the short side). AI deletes transaction-priced, single-deliverable, low-context work; it does not delete relationship-priced, accountability-bearing work. Fiverr −10.0% against Upwork +1.5% in the same quarter is the cleanest natural experiment available, and the rule correctly predicts the stock-media split (Shutterstock −17.0% vs Getty growing), the publisher split (how-to −20%, tech −28%, but sports +37%, travel +22%) and the BPO non-event.

Data specification

Seventeen signals, chosen for being public, high-frequency and hard to talk into existence. Note how many are customs data, PPI series and monthly Taiwanese revenue filings rather than anything a vendor produces.

SignalSourceFrequencyLatencyWhy it matters
DRAM/NAND contract & spot priceTrendForce, DRAMeXchangeMonthly / weekly spot1-5 daysThe current binding constraint's price. Watch the LTA/non-LTA split from Q3'26 — the blended figure conceals hyperscalers paying near-zero increments while neoclouds and channel absorb the shock
Ajinomoto electronic-materials segment marginCompany quarterlyQuarterly~6 weeksThe single cleanest read on substrate scarcity anywhere. >50% OP margin is the proof no substitute is qualified
Korean CCL import unit valueKorea Customs (KITA)Monthly~3 weeks$20,728/t Mar-26 vs $11,880 a year earlier. A public, high-frequency proxy for a private oligopoly
Ibiden / Unimicron / AT&S monthly revenueTWSE monthly filings, company IRMonthly~10 daysTaiwanese monthly revenue disclosure is the highest-frequency substrate telemetry that exists
Powell / Eaton / Vertiv book-to-bill and backlogQuarterly filingsQuarterly~5 weeksSwitchgear is the under-rated power node; 3.0x book-to-bill is the evidence
BLS PPI: transformers (PCU335311335311), switchgear, HVACBLSMonthly~2 weeksCleanest public separation of real from narrative scarcity. Transformer PPI flat-lining while switchgear runs is the whole trade
Silicon Data GPU rental indices (SDH100RT, SDA100RT)Bloomberg / Silicon DataDaily<1 dayResidual-value truth serum, and the marks that made GPU debt bankable
Secured vs unsecured AI credit spreadBond/loan pricing; deal pressContinuous<1 dayNebius at SOFR+250 (6.15% all-in, ten-bank syndicate) vs CoreWeave unsecured ~10%. The best real-time gauge of AI credit stress
Hyperscaler OCF / capex ratio10-Q cash-flow statementsQuarterly~5 weeksThe master valve on every tier above. Alphabet's first-ever negative FCF quarter is the regime marker
ASML EUV shipment guidance & Zeiss capexASML quarterly, Zeiss AG reportQuarterly / annual~4 weeksThe 2029 supply curve is explicitly uncommitted. Watch for commitment to the 2028 +30% step
Lumentum / Coherent EML unit commentary; Veeco & AIXTRON AsP ordersQuarterly callsQuarterly~5 weeksVeeco/AIXTRON order books are an ~18-month leading indicator for optics relief
NVIDIA DSX / RVL qualification announcementsNVIDIA newsroom, vendor PREventsame dayCapex cannot relieve an administrative gate. New passers are the definitive entry signal for thermal suppliers
Colo vacancy, absorption, under-construction MWCBRE, datacenterHawk, JLLQuarterly~6 weeksNoVA at 0.3% vacancy with under-construction MW falling YoY is the highest-quality rent in the atlas
PJM capacity auction clears & IRAS statusPJMAnnual + filingssame dayFirst RTO-wide shortfall in history; 1 Jun 2027 curtailment priority is a dated, mechanical event
Federal Register: BIS, Section 232, MOFCOM announcementsfederalregister.gov API, MOFCOMDaily<1 dayThe 9-10 Nov 2026 pair is the highest-density policy risk window in the calendar
Epoch AI compute & capability index; METR time horizonsepoch.ai, metr.orgContinuousdaysThe only independent series for the demand function. Note METR p80 is decoupling from p50 — p80 is the enterprise-relevant number
Ramp AI Index; Menlo enterprise spendRamp, MenloMonthly / annualweeksUse with care: median paid-AI firm spends $11.38/employee/month while the top 1% spend $7,450 — a 654x spread that invalidates any TAM built off adoption rates

Implementation

Portfolio construction. Four sleeves, deliberately different in character, sized by evidence quality rather than by conviction narrative.

Sleeve A — Confirmed rent, prepayment-evidenced (largest weight). Nodes where a customer has put cash down or guaranteed volume: substrate and ABF, low-loss laminate, applied HVAC/chillers, nearline HDD, MV switchgear. Entry discipline: require at least one item from the top two tiers of the H3 evidence hierarchy. These are already partly discovered; the edge is in duration — the market prices 2-4 quarters of scarcity where the supply arithmetic says 6-10.

Sleeve B — Migration ahead of consensus (highest expected alpha, highest variance). Nodes whose bindingness is arithmetically implied by the tier above but not yet in the price: fiber-to-PIC attach, temporary bonders, burn-in boards and sockets, InP epitaxy, prefab factory throughput, agent identity. Most are private, inside conglomerates, or sub-segments — so implementation is frequently a second-order listed proxy, and position sizing must reflect that the exposure is diluted.

Sleeve C — Fade the over-attended (funding short). CoWoS scarcity, large power transformers as a price story, the 800VDC TAM, High-NA as a near-term constraint, UALink ecosystem, multi-vendor chiplets, standalone vector databases, agentic-commerce revenue. Each of these has a specific falsifier documented in the atlas; each is where sell-side attention currently sits.

Sleeve D — Duration short, not revenue short. Per H4: short the multiple and the contract duration in transaction-priced, single-deliverable, low-context businesses. Explicitly avoid shorting revenue in relationship-priced BPO, seat-based SaaS with accelerating growth, and editorial/rights-managed media — that is where the crowded short has repeatedly been wrong.

Signal construction. For each node, three orthogonal inputs: (i) a price/margin series (PPI, import unit value, segment operating margin); (ii) a quantity/commitment series (book-to-bill, backlog, under-construction MW, monthly revenue); (iii) a relief-clock series (announced capacity with a dated first-production milestone). Long the node when (i) and (ii) are both accelerating and (iii) is more than four quarters out. Begin exiting when (iii) crosses inside two quarters, not when (i) rolls over — price is the last thing to turn.

Sizing. Weight by IRI × source-confidence on the long book only. IRI is unsigned, which is a real defect: all thirteen DEBUNKED nodes and all five RELIEVING nodes still carry positive IRI (CoWoS 2.5D scores 43.7, top-quartile, while sitting in the fade sleeve). Screen on phase and dir first, then size on IRI within the surviving long set. Cap any single node at a level that survives the low-confidence register being wrong. Twenty of the atlas's load-bearing claims are single-source; three are flagged for outright rejection.

Backtest plan

The honest framing first: this cannot be conventionally backtested, and anyone who claims otherwise is selling. The AI capex cycle has one observation. A chokepoint-rent factor fitted on 2023-26 is fitted on the single most extreme capex acceleration in semiconductor history. What follows is therefore a validation protocol, not a performance claim.

1. Out-of-cycle historical validation (the only real test). Reconstruct the chokepoint framework on three prior capex cycles where the outcome is known and the analyst's memory is not the data source: the 2000-01 telecom optical build, the 2004-08 China commodity super-cycle, and the 2017-18 memory cycle. Score nodes using only information available at the time — vintage trade press, filings, PPI series — and measure whether high-IRI nodes outperformed. Critical: the 2000-01 optical case is the designed failure mode, because it is the cycle where genuine physical chokepoints (EDFAs, DWDM components) delivered catastrophic losses when demand reversed. If the framework does not flag that, it is a momentum factor wearing a supply-chain costume.

2. Point-in-time discipline. Every input must be as-reported with its actual publication lag, not restated. PPI series get revised; TrendForce figures get revised; Supermicro's Q4 FY26 gross margin print used in this atlas is explicitly preliminary and unaudited. Build the panel from vintage snapshots or do not build it.

3. Known biases, stated rather than buried. (a) Survivorship — the named chokepoint holders in this atlas are the firms that survived to hold the position; the ones that were second-sourced out are invisible. (b) Narrative selection — nodes get researched because they are already in the discourse, which correlates with being in the price. My partial mitigation is the thirteen DEBUNKED entries, which exist to test whether the framework can say no. (c) Look-ahead through search — the research is dated 8 Aug 2026 and knows how Q1-Q2 2026 resolved. (d) Reflexivity — publishing a chokepoint list is a mechanism for closing it. (e) Interested-party sourcing — every "we are sold out" statement is made by someone who benefits from you believing it; prepayment is the only self-authenticating form.

4. The falsification test that actually matters. Rather than fitting returns, test the framework's predictive claim directly: does high-IRI predict subsequent fundamental outcomes — gross margin expansion, positive estimate revision, book-to-bill persistence — at a 2-4 quarter horizon, controlling for momentum and for the AI-capex beta? If the alpha vanishes once you control for a naive "AI supply chain" basket, then the atlas is an elaborate factor-loading exercise and should be treated as such. That is the null I would want a colleague to try hardest to confirm.

5. Capacity and liquidity. Several of the highest-IRI nodes are unlisted (Ajinomoto is listed but the exposure is one segment; Zeiss SMT, Trumpf, IMS Nanofabrication, Stäubli, Shinko post-delisting and Surge are not accessible at all). Estimate implementable capacity before conviction, not after. A framework whose best ideas are unbuyable is a research product, not a strategy — and roughly a third of this atlas is exactly that.

Framework limitations — the diagnostics on my own scoring

I ran the obvious diagnostics on my own scoring and they are not flattering. Publishing them is cheaper than having someone else find them.

None of this invalidates the map — the evidence, relief clocks and tripwires in Part III stand on their sources, not on the arithmetic. It does mean the indices should be used to rank and group, and the actual decisions should be made off the evidence hierarchy in H3 and the migration logic in Part V. Anyone who wants to defend the scoring as a factor should first run the test in step 4 of the backtest plan.

Part IX

Destruction analysis

Written as a red team against everything above. If you only read one section, read this one — it is where the framework is most likely to be wrong, and the kill criteria are pre-committed and dated so they cannot be renegotiated later.

How the thesis dies quickly (0-12 months)

  • Demand reversal at the model layer. Compute demand compounds at ~3-4x/yr only while token growth outruns efficiency. Efficiency is running ~3x/yr and value is concave in tokens at roughly the ^0.3 power. Uber exhausted its 2026 AI coding budget by April; Microsoft told developers on 5 August to default to cheaper models; both OpenAI and Anthropic missed their own gross-margin forecasts in a period when unit inference costs fell >90%. If enterprise willingness-to-pay caps out before supply arrives, every upstream chokepoint reprices simultaneously and the ones with the highest capital intensity fall hardest.
  • The single-counterparty failure. OpenAI carries $1.4tn of stated commitments against a ~$13-20bn revenue run-rate and is ~66% of Oracle's RPO. A funding failure or major restructuring does not just hit Oracle; it hits the substrate prepayments, the turbine slots, the colo pre-leases and the GPU-collateralized loan book that were all sized off that flow.
  • The 9-10 November 2026 pair. BIS's affiliates rule stay expires 9 November; China's rare-earth suspension expires 10 November. They were traded for each other. A two-sided snap-back would simultaneously restrict China revenue and restrict magnet, gallium/germanium and graphite inputs — the last of which sits directly under CVD-SiC chamber consumables. The market is pricing a settlement Beijing's own statements have never acknowledged, twice.
  • Credit, not demand, as the transmission channel. Roughly $235bn of hyperscaler issuance in six quarters from a zero base, Oracle at the junk boundary with equity −57%, and backlog/revenue ratios of 59x and 115x at names whose flagship contracts are cancellable on 90 days' notice — with lenders having sized DSCR at 70-80% LTV off those flows. The secured-unsecured spread is the tripwire, and it is already bifurcated rather than merely wide.

How the thesis dies slowly (1-4 years)

  • Capacity arrives, as it always does. Every entry in this atlas carries a relief clock. Substrate lands 2027-28; InP epitaxy wafers 2027-28; Lumentum Greensboro early 2028; Doosan CCL H2 2028; SK hynix M15X and Samsung P4/P5 in 2028; ABF only in 2032. A chokepoint thesis is a duration trade against those dates, and the market's error is usually in timing the relief, not in denying it. The 2000-01 optical build is the case study: real physical chokepoints, catastrophic losses.
  • Architectural substitution routes around the node. Molybdenum is displacing tungsten in 3D NAND wordlines, which decays the WF6 squeeze from 2027. JEDEC relaxing HBM4E height to ~900µm kept TC bonding viable and deferred hybrid bonding by roughly two years. Silicon photonics reduces InP per bit. W45 warm water is engineering the water debate away with a temperature spec. Chokepoints do not usually get out-supplied; they get designed out.
  • Perf-per-watt obsolescence. Vera Rubin at ~10x tokens/watt versus GB200 NVL72 means that once power binds, the installed base becomes uneconomic to run. That devalues the fleet, the financing written against it, and the colo leases sized for the old density — while Microsoft is extending useful lives from 15 to 25 years into that discontinuity.
  • Political reversal on siting and ratepayers. Texas paused a 474GW queue with a governor's letter. New York's moratorium has no fixed end date. 51 local moratoria are live, US retail electricity is +47.8% since January 2020, and electricity prices are a live issue in five states ahead of the November midterms. No amount of capital fixes a permit that is not issued.

Edge decay and crowding

  • Publication is the decay mechanism. Chokepoint research is reflexive in a specific way: naming a bottleneck attracts the capital that relieves it. Ajinomoto's +30% price increase and Intel's prepayment request are already public; the alpha in Sleeve A is duration, not discovery.
  • The discovered/undiscovered boundary is roughly the listed/unlisted boundary. The most severe nodes — Zeiss SMT, Trumpf, IMS Nanofabrication, Stäubli, Shinko post-delisting, Ajinomoto's segment, Surge — are largely unbuyable. That is not a coincidence: illiquidity is why the rent persists. Expect the implementable subset to have systematically lower IRI than the researched subset, and treat that gap as the honest cost of the strategy rather than as a research failure.
  • Second-order proxies dilute unpredictably. GUC looks like a pure AI-ASIC play and is >30% crypto. Alchip's revenue fell 58% YoY on an NRE-to-production air pocket while the underlying demand was accelerating. Supermicro's margin surprise was preliminary and unaudited. The proxy's idiosyncratic risk frequently exceeds the thesis it is meant to express.
  • Factor contamination. Nearly every high-IRI listed name is already long AI-capex beta, long Taiwan/Japan/Korea, long industrial cyclicals, and short duration. Strip those and the residual may be small. This is the null hypothesis I would fund a colleague to try hardest to confirm.

Kill criteria — pre-committed, dated, falsifiable

  • Memory thesis dies if DRAM contract prices go flat-to-negative for two consecutive quarters and HBM bit-supply growth guidance exceeds 70% YoY for 2027. Either alone is noise.
  • Substrate thesis dies if Ajinomoto's electronic-materials operating margin compresses below 40%, or if any customer publicly qualifies a second ABF source, or if Ibiden/Unimicron pull their 2027 mass-production dates forward by more than two quarters.
  • Optics thesis dies if 1.6T module ASPs fall below ~$6,000 (half current list) while volumes still grow, indicating laser-die supply has caught up, or if Chinese EML production share for 200G/lane exceeds ~25%.
  • Power-is-over-priced call dies if energized GW converts above ~40% of announced within four quarters and PJM's next auction clears materially below the cap. That would mean the queue was real and I mis-read take-or-pay attrition as phantom demand.
  • Verification-chokepoint call dies if a published method demonstrates out-of-distribution retention above ~80% two or more hops from the training distribution (against Surge's measured 31% at two hops) without expert rubrics — collapsing the human-verifier requirement.
  • Whole framework dies if high-IRI nodes fail to outperform a naive AI-capex basket on fundamental revisions over four quarters, controlling for momentum. In that case this is a factor-loading document and should be retired as a strategy while remaining useful as a map.
Part X

Deployment runbook

Monitoring cadence

CadenceActionOwner artefact
DailySilicon Data GPU indices; Federal Register BIS/232 docket sweep; MOFCOM announcements; secured/unsecured AI credit spreadTripwire dashboard
WeeklyDRAM/NAND spot; 800G vs 1.6T module list prices; NVIDIA DSX/RVL qualification announcements; datacenter moratorium trackerNode status sheet
MonthlyTaiwanese monthly revenue (Ibiden proxy set, Unimicron, GUC, Alchip, KYEC, AVC, Auras); Korean CCL import unit value; BLS PPI (transformers, switchgear, HVAC); TrendForce contract pricesMigration model refresh
QuarterlyRe-score every node's C/S/R/G/B/V; hyperscaler OCF/capex ratio; ASML EUV guidance; Lumentum/Coherent EML commentary; Veeco/AIXTRON AsP orders; colo vacancy and under-construction MW; backlog and book-to-bill across the switchgear/HVAC/prefab complexFull atlas revision
Event-drivenAny prepayment, capacity guarantee or take-or-pay disclosure anywhere in the chain — highest information content available; treat as an immediate re-score triggerAd-hoc note

Dated calendar, Aug 2026 → 2028

Every known decision point, expiry and scheduled event that can move the chain. Two entries dominate: the 9-10 November 2026 policy pair, and PJM's 1 June 2027 curtailment priority.

DateEventMechanism of impact
17 Aug 2026RTO/ISO responses due to FERC's six unanimous §206 show-cause orders on large-load interconnectionSets the cost of capital for every interconnection request; ≥50MW / ≥69kV definition
27 Aug 2026Comments close on adding electric conductor cables and heat-exchanger parts to §232 metals dutiesWould hit fiber/cable, switchgear and chiller nodes directly — the three most cost-sensitive build inputs
Sept 2026Largan fiber-array-unit pilot line starts (<0.3µm alignment)First capacity response in the fiber-to-PIC attach chokepoint
Sept 2026Synopsys Investor Day — detail promised on the pre-revenue IP royalty modelWould convert EDA into an Arm-like unit-levered royalty business. The tier's biggest unmodelled item
H2 2026BESI's promised clarity on whether HBM4E adopts hybrid bondingDecides whether 2028 hybrid-bonding volume is memory or logic-only
~3 Nov 2026US midterms; electricity prices live in GA, MI, MD, VA, TXRatepayer politics is the least-hedged risk in the atlas
9 Nov 2026BIS affiliates / '50 percent' rule stay EXPIRESAuto-listing of ≥50%-owned Entity List affiliates; snaps back absent extension
10 Nov 2026China's rare-earth suspension EXPIRES — 0.1% extraterritorial rule returnsIEA: full reimplementation puts $6.5tn/yr of ex-China downstream output at risk. One-man veto, days-long fuse
2 Dec 2026EU AI Act new Art. 5 prohibition (no grandfathering); Art. 50(2) watermarking grace ends€15m or 3% of global turnover; enforcement powers already live since 2 Aug 2026
4 Dec 2026§232 polysilicon tariff: 15% plus minimum import prices ($21/kg poly, $100/kg wafers)Direct cost on the wafer chain; note the semiconductor tariff itself exempts data-centre use
Late 2026TCLC hafnium-precursor core patents expireOpens second-sourcing in a two-supplier-per-fab node under every DRAM capacitor
1 Jan 2027Colorado CADMA and Illinois SB 315 take effectFirst substantive US state AI compliance obligations to bind
1 Jun 2027PJM IRAS: loads without their own generation are curtailed FIRSTThe single most actionable dated event in the power tier. Reprices behind-the-meter generation instantly
2027DFARS ban on Chinese-origin rare earths vs a 300,000-drone requirement by early 2028~98% Chinese magnet supply against a 3-7 year domestic build-out. The arithmetic does not close
2 Dec 2027EU AI Act Annex III high-risk obligations bind (deferred 16 months)The first broad high-risk compliance wall
31 Dec 2027§232 Annex III rate on grid/industrial equipment steps 15% → 25%Adds 1-2pp to a 100MW build on top of the current 8-13% tariff burden
1 Jan 2028Illinois mandatory third-party frontier-AI audits (>10²⁶ FLOP, >$500m revenue)First external audit mandate anywhere; creates a licensed-auditor capacity question
2028Kyber / 600kW rack step (slipped from 2027 on PCB midplane manufacturability)Pushes the immersion-cooling take-off to ~2028-29. Anyone underwriting 2027 is a year early

Escalation protocol

Green → Amber. Any single kill criterion partially met, or any tripwire firing outside its historical range. Action: halve the affected sleeve, do not reverse. Re-score the node and its two nearest neighbours in the tier map.

Amber → Red. Two kill criteria met, or the secured/unsecured AI credit spread widening more than 200bp in a month, or a single-counterparty credit event at OpenAI/Oracle scale. Action: exit Sleeve B entirely (it is the highest-variance and most illiquid), hold Sleeve A only where prepayment evidence remains current, and increase Sleeve C.

Red → Stop. Demand-side confirmation: two consecutive quarters of declining aggregate token volume, or hyperscaler capex guidance cut by more than 15% in aggregate. Action: the cycle thesis is invalidated; the atlas reverts to a reference map and the strategy is retired rather than adapted. Adapting a capex-cycle framework into a capex downturn is how supply-chain analysts became momentum traders in 2001.

Standing discipline. Re-read the low-confidence register before every re-score. Twenty of the load-bearing claims here are single-source, three are flagged for rejection outright, and several key quantities — per-rack UQD counts, gallons-per-MW water use, goodput at 100k+ GPU scale, agentic GMV, and every SaaS NRR series — do not publicly exist. A framework that forgets what it does not know will fail on the thing it never measured.

Part XI

Scoring v2 — three constructs, not six fields

v1 scored six 0-10 fields and multiplied three of them. Diagnostics run against my own data killed that design on three counts, so it has been rebuilt. v1 is retained alongside rather than overwritten — the same discipline this atlas applies elsewhere applies to my own scores.

What was wrong

  • C, S, R and G are one construct, not four. PC1 explains 70% of their variance; C is 76% predictable from the other fields, S is 83%, R is 67%. That is why the weights were decoration — any weighting of four indicators of one factor gives the same answer.
  • B and V were double-counted. corr(V,B) = +0.533 and IRI multiplied them, so demand exposure entered twice. Hence ρ(IRI, B×V) = 0.918 against ρ(IRI, severity) = 0.547.
  • Ordinal scores were treated as cardinal, then multiplied — the least defensible operation in the whole framework.

What v2 does

  • BIND = PC1 of (C,S,R,G), rescaled 0-100. Loadings C 0.533, S 0.545, R 0.511, G 0.397 — all positive, G lightest, consistent with G being the most independent of the four.
  • DEM = B, unchanged. It was already the cleanest field (R² 0.354 on the others).
  • MON = rent capture, now governed by the rubric below.
  • RCI = geometric mean of the percentile ranks of the three. Ranks fix the ordinal problem; the geometric form keeps "a weak leg kills it"; doing it on ranks stops correlated inputs compounding.

The first v2 run failed its own sanity check — and the fix is the interesting part

Rank-space softened the one property v1 got right. The first cut promoted "OpenAI counterparty concentration" — MON 2, meaning no ownable expression whatsoever — by twenty places. That is precisely the error the framework exists to prevent.

The fix was to stop asking one number to do two jobs. MON ≤ 3 is now not ranked at all; those 26 nodes go to a systemic-risk register. They are constraints to underwrite against, not positions to hold — the rent accrues to a state, a queue, or nobody. The remaining 105 are ranked by RCI. This makes structural what the severity-versus-monetizability chart was already showing.

The MON rubric — every level now requires a disclosed observable

The Tier-1 fix: per-integer anchors tied to filings rather than impressions, so a second analyst lands within ±1 and a disagreement can be adjudicated against a document. Note level 6 — it was v1's default when uncertain, and v2 requires margin evidence to sit there.

MONObservable anchor required to score it
10Sustained >50% segment operating margin AND documented customer prepayment, take-or-pay or capacity reservation AND price increases accepted without volume loss.
9>40% segment operating margin with multi-quarter expansion, OR book-to-bill sustained above 2.0x, OR a disclosed capacity guarantee paid for in cash.
830-40% segment operating margin and expanding, OR documented price increases passed through to customers and visible in reported gross margin.
7Margin expanding but the exposure is diluted: the relevant business is a minority of parent revenue, or the holder is private so realization is inferred, not observed.
6Pricing power asserted by management or implied by lead times, but NOT yet visible in reported margin. (v1 default when uncertain — v2 requires the margin evidence.)
5Genuinely scarce, but long-term contracts, regulated returns or customer LTAs cap what the holder can realize in the current cycle.
4Rent leaks to commodity or by-product economics: the holder cannot price the scarce attribute separately from a larger fungible output.
3Rent accrues to labour, to a state, or to a queue — not to an ownable enterprise.
2No ownable expression at all: the constraint is a policy, a permit, a standard or a physical law.
1Scarce in principle but too cheap to matter, or fully commoditized.

v2 top 15 — the investable set

RCINodeBINDDEMMONv1→v2 rank
87.9HBM (High Bandwidth Memory)83.31092 → 1
84.6200G/400G-per-lane EML die84.91086 → 2
82.7SoIC / logic hybrid bonding capacity81.21087 → 3
82.5ABF build-up film96.4991 → 4
81.4High-power CW lasers for CPO78.810810 → 5
80.1Permitted shell with firm power (colo)68.110103 → 6
79.7High-layer FC-BGA substrate85.7994 → 7
78.5TSMC N3/N2 leading-edge capacity84.2995 → 8
76.4Frontier training at 10k+ GPU scale70.610811 → 9
75.2Custom HBM base die on logic nodes68.110812 → 10
71.9InP substrates93.89713 → 11
71.5DRAM wafer-input trade ratio (the cannibalisation)76.89814 → 12
71.5HBM stacking yield73.310717 → 13
71.1Blind-mate quick disconnects (UQD)62.710815 → 14
70.5NVIDIA component qualification (RVL / DSX validation)70.610719 → 15

The systemic-risk register — severe, and deliberately unranked

BINDMONNode — severe, and deliberately NOT ranked
100.03Heavy rare earths (Dy, Tb)
96.62China rare-earth extraterritorial rule (10 Nov 2026)
84.63State / RTO large-load tariff and siting regime
82.23ArF immersion lithography (second source)
79.72BIS affiliates / '50 percent' rule (9 Nov 2026)
77.02Helium
77.02Water rights and cooling-water permits
68.82OpenAI counterparty concentration
59.42Remote-access / cloud export loophole
57.42Section 232 metals tariffs on full entered value
57.42EU AI Act high-risk obligations
38.63Cancellable 'backlog'

Honest scorecard on the rebuild

Part XII

Provenance discipline — six things adopted from a stricter dataset, and what each cost

This section exists because a separate, independently-built graph of the same industry applies harder evidentiary rules than I did, and testing my atlas against them cost me a headline finding. Recording that is more useful than quietly fixing it. Each item below states what the atlas did before, what it does now, and the price of the change.

The primary-disclosure rule for extraordinary lifecycle claims

What the atlas did before: This atlas treated a cessation claim as fact because several trade-press outlets carried it consistently.

What it does now: Cessation, bankruptcy and M&A claims now require an exchange filing or a company statement. Trade-press or research-firm relay is insufficient regardless of how many outlets repeat it, and for a listed supplier the absence of a legally-required disclosure counts as disconfirming evidence rather than as neutral silence.

What it cost: It cost me a headline finding. The WF6 tungsten-hexafluoride exit — ~25% of global capacity leaving on 1 July 2026 — was in my original twelve theses' supporting evidence and is now marked DISCONFIRMED, with expansion rigidity and substitutability cut as the mechanical consequence. Node 6's rent index fell from 33.0 to 19.3.

DISPUTED and DISCONFIRMED as first-class record states

What the atlas did before: I had a single three-level confidence flag (H/M/L), which cannot express 'two incompatible hypotheses, both with evidence stacks'.

What it does now: A claim can now be carried as disputed with both hypotheses and both evidence stacks attached, rather than being silently resolved in favour of whichever side the analyst finds more plausible. The graph project models this at category level with an explicit exit-scenario object whose status is disconfirmed — the counterfactual survives as data.

What it cost: Nothing, and I should have had it. A framework that can only say 'high/medium/low confidence' quietly forces a verdict on every contested claim.

Verbatim anchor provenance: quote plus content hash plus fetch date

What the atlas did before: My dossiers carry ~1,100 inline URLs and no content hashes, so link rot degrades them invisibly and a page edited after I read it is indistinguishable from one that was not.

What it does now: The right unit of provenance is {url, a ≤15-word verbatim clause that actually carries the claim, a hash of the fetched page text, the fetch date}. The hash is what makes the citation falsifiable later.

What it cost: I cannot retrofit hashes — this session's search budget is spent and I cannot re-fetch ~1,100 pages. So the field structure is adopted and the hashes are owed. That is a real, dated debt, not a completed upgrade.

Qualification time as a structured propagation constant

What the atlas did before: Requalification times were scattered through my prose — 2-3 years for a high-purity-HF second source, 12-18 months per HBM generation, 18 months for a specialty gas — and were therefore unusable for anything but reading.

What it does now: qual_time_months is the delay constant: a shock at the supplier reaches the buyer as margin or volume pain for at least that long. Once it is a field rather than a sentence, shock propagation becomes computable instead of narrated.

What it cost: Low. It also exposed that several of my prose estimates were ranges I had never committed to a single number.

Four separately-recorded criticality dimensions instead of one blended score

What the atlas did before: My Investable Rent Index blends everything into one number, and my own red-team showed the blend is dominated by demand-exposure (ρ 0.917) rather than by severity (ρ 0.566).

What it does now: The graph keeps them apart on purpose: how much the buyer bleeds without the input class; how much of that input comes from this seller; how fast the bleeding can be stopped; and whether the relationship is believed at all. Its schema says the merged version is unusable for propagation, and on the evidence of my own diagnostics that criticism lands.

What it cost: This is the most uncomfortable item here. It says my headline index is the wrong shape for anything beyond ranking, which is roughly what my own framework-limitations section concluded independently.

Severed relationships are retained, not deleted

What the atlas did before: A decayed node in my atlas simply reads as decayed; the counterfactual is gone.

What it does now: An ended relationship keeps its record with an explicit end date and renders as severed. History is signal — and severances are precisely what a propagation engine reasons about.

What it cost: None. My thirteen DEBUNKED entries were already an instinct in this direction; this makes it structural.

Claims in this atlas that fail the new test

Applying the primary-disclosure rule retroactively. None of these were fabricated; all were carried by sources I considered adequate and now do not. The most consequential is the first.

ClaimNew statusWhy it fails the test
The WF6 permanent-exit claimDISCONFIRMEDA cessation claim carried only by trade-press relay. Corrected in this revision; scores reduced accordingly.
Ajinomoto's reported +30% ABF price increase effective Q3 2026STRUCK, then UPGRADED TO [M] 2026-08-15Originally struck as aggregator-sourced. The 2026-08-15 audit found trade-press carriage: DigiTimes and Taiwan Commercial Times (13 May 2026) report substrate makers were formally notified of ~30%, effective Q3-26 — one tier below a filing, so it stays out of the evidence field and the margin remains the carrier. Timeline: Palliser Capital's activist deck (Mar-2026) demanded ≥30% two months earlier; the deck is also the likely origin of the garbled aggregator variants, including a ChemNet claim of a '30% China supply cut' that no credible outlet carries and which is REJECTED.
Ajinomoto's >95% share of ABF filmDEMOTEDTrade-press only. Retained as a directional claim in prose, but it must not become a numeric share field anywhere. The >50% segment operating margin — company-disclosed — is what actually carries the concentration argument.
Intel "asking customers to prepay" for substrate capacityDEMOTEDTrade-press reporting of a company statement, not a disclosed prepayment. It is still the strongest scarcity signal in the substrate tier, but it belongs one tier below a filing in the evidence hierarchy.
Every M&A price in the optics section (Credo/DustPhotonics $750m, Molex/Teramount, Ciena/Nubis $270m)NEEDS PRIMARYM&A is an extraordinary lifecycle claim. For the listed acquirers an 8-K or equivalent carries it; until cited, the transactions are directionally usable and the prices are not.
Lumentum's "InP tightness exceeds DRAM and NAND"TAGGEDA supplier describing the scarcity of its own input, i.e. management commentary — the second-lowest tier in my own evidence hierarchy. Already flagged in the atlas; now formally classed rather than merely noted.

The general lesson, which is not about tungsten

My original red-team pass caught eight arithmetic and consistency errors and one inverted statistic. It did not catch the WF6 exit, because the claim was internally consistent, widely repeated and arithmetically sound. Consistency checking cannot detect a well-formed claim with insufficient carriage — only a source-class rule can.

So the two verification passes are orthogonal and both are necessary: one asks "do the numbers agree with each other?", the other asks "is anyone actually on the hook for this claim?" I ran the first and not the second, and the second is the one that found the real error. The debt I still owe is the content hashes — I cannot retrofit ~1,100 of them in this session, and until they exist every citation in the dossiers is one silent page-edit away from being unverifiable.

Part XIII

Method, confidence and what I could not verify

Sixteen parallel research workstreams produced fifteen dossiers totalling ~192,000 words and 1,448 citations (1,050 distinct URLs, 323 hosts), executed 8 August 2026. I then scored 131 nodes on six dimensions and derived severity and rent indices from those scores. Every number in this atlas traces to a dossier; every dossier carries its own low-confidence register, and the dossiers themselves are indexed in Appendix A.

The instruction was not obeyed, and it is measurable. Each workstream was told to prioritise filings, IR disclosure, customs and statistical-agency data over trade press. Classifying all 1,050 distinct URLs by host gives 225 primary (21.4%), 601 relay (57.2%) and 224 unclassified (21.3%); weighted by citation occurrence the split is 21.0 / 59.8 / 19.2. The largest single host is TrendForce at 229 citations, which is relay. sec.gov appears eight times across a 192,000-word corpus about listed companies. The regulatory workstreams did comply — federalregister.gov at 19 is among the largest genuinely primary hosts — and the company-level workstreams largely did not. This is disclosed rather than corrected, because correcting it means re-sourcing the claims, not re-labelling them. Appendix A carries the full breakdown, including a correction to a harsher first estimate of this same ratio.

Confidence and known gaps

Two structural biases I cannot remove and will not pretend to. First, narrative selection: nodes get researched because they are already in the discourse, which correlates with being in the price — the thirteen DEBUNKED entries exist to test whether the framework can say no, but they are a partial mitigation, not a cure. Second, reflexivity: publishing a chokepoint list is itself a mechanism for closing the chokepoint. Treat the atlas as a map with a half-life, re-scored quarterly, not as a standing position.
Part XIV

Corrections register — the China qualification pass, 2026-08-15

Five corrections surfaced by reading Chinese primary disclosures against claims this atlas carried. Documented the way Part XII documented the WF6 error: what was said, what the filings say, and the mechanical consequence. Analyst-entered values are migrated in the open, never silently overwritten.

1 · InP substrates — "no qualified Chinese supplier at datacom volume" was wrong

Beijing Tongmei is qualified at datacom volume: a Coherent MDSA dated 2026-06-26 (6-inch, 3-year) with a $22.29M prepayment, and a Lumentum 6-year capacity reservation with $43.5M + $43.5M deposits. Tongmei is 85.5%-owned by NASDAQ:AXTI; its STAR IPO was withdrawn 2026-06-26/07-08.

2 · High-power CW lasers for CPO — the Chinese gap is qualification, not physics

Previously carried: "San'an 70–100mW, 4–8× too weak." San'an confirmed — but Shijia 688313 discloses a 400mW CW DFB at 小批量 (small-batch production) and Yuanjie 688498 has 300mW at sampling. The paper power gap is ~1–2×; the real gap is Telcordia GR-468 qualification, a named CPO customer, and volume. This was the highest-priority re-score flagged by the qualification pass. Portfolio consequence: the COHR thesis-break trigger ("Chinese 400mW CW DFB with a named CPO customer and GR-468 data") is now partially met — power yes, qualification no.

3 · Low-loss CCL — Shengyi's AI-grade qualification is unverified and contradicted

Shengyi's 235-page audited FY2025 annual report contains zero occurrences of M9/M8/M7/英伟达/超低损耗/低损耗 — while the consensus narrative carries it as the qualified Chinese name. Shengyi remains in holders as a volume CCL maker only. The better-evidenced Chinese entrant at AI grades is Dongcai 601208, which names 英伟达 in an audited AR under securities-law liability. Same lesson as WF6: keyword-verify the audited filing before carrying a qualification claim.

4 & 5 · AKM Meadville date; Shennan FC-BGA site — no live site in the tree

Two errors from the same pass: Big Fund III's AKM Meadville investment dated "January 2026" (correct: December 2025 — the 2 Jan TrendForce piece was the reporting date), and Shennan's FC-BGA fab placed in "Wuxi" (correct: Guangzhou; Wuxi is the older BT/memory-class site). Both claims were checked against every data file and built artifact in this tree and appear nowhere — they lived in session prose only. Recorded here so they cannot regress into the CL6 build, where both names are expected to appear.

What did and did not move. RCI: unchanged on all 131 nodes — the corrections touch evidence text, not C/S/R/G/B/V. The two nodes this atlas most confidently called under-anticipated were partly artifacts of unread Chinese disclosures.
Part XV

Provenance pass — the anchor layer and the current-state check, 2026-08-22

This atlas carried no provenance layer. Its sister repo (ai-supply-graph) carries 257 verbatim anchors with sha256 and a carriage verifier; this one carried a free-text evidence field and a self-graded confidence letter. Measured: of the 25 nodes scoring V=6, 22 named no carrier at all, and 16 of those carried conf = H. That is a citation gap, not a thinking gap — the claims are specific and falsifiable, they were simply unsourced. An anchor store and validator now exist (data/anchors.json, verify_carriage.py). Coverage at this pass: 9 of 92 decomposed claims. Everything below is a migration shown in the open; no score was changed.

1 · The first casualty was this pass’s own recommendation

A demote of AI-grade 300mm wafers V 6 → 5 was proposed on the basis that “SUMCO honours LTAs to end-FY27 and raises price only from FY28.” That claim cannot be pinned. No SUMCO document contains FY2027 or FY2028 in connection with LTAs — not the Q1 deck, Q2 deck, Q2 tanshin, or the 2026-08-07 半期報告書. SUMCO publishes its call as audio only, so every “2027/2028 expiry” figure in circulation is a paraphrase of that audio. What the company does say (2026-08-06): “Long-term contract prices were honored. Negotiations have begun on spot price revision.” — which is nearer the V=6 anchor than V=5. Demote withdrawn. V=6 stands. This is the 2026-07-11 staleness rule working as designed: a weaken/demote finding must survive a current-state check first.

2 · The wafer node inverts — the rent is real; the holder was the problem

This atlas read SUMCO’s weakness as the node’s weakness. The primaries say otherwise. 立昂微’s H1 report (2026-08-08) states the global top three raised prices twice in 2026, with high-end AI/HPC wafers up as much as 20%. GlobalWafers ran 12-inch fully utilised at a 9.4% operating margin (2026-08-04). Shin-Etsu’s Electronics Materials OP grew 23% (2026-07-24). SUMCO’s breakeven is a balance-sheet condition — H1 depreciation ¥64.4bn exceeded H1 EBITDA ¥53.9bn — not an industry law.

Four carried figures are wrong or stale. “¥5.2bn operating loss” was 1Q-2026; 2Q was ¥1.1bn and 3Q is guided to exactly ¥0.0bn — the record overstates the run-rate roughly fivefold. Yoshinogari was deferred, not cancelled (METI supply-plan change 2026-03-27; maximum subsidy cut ¥75.0bn → ¥19.3bn). Siltronic’s capex cut is −40% to −51% (FY26 guidance €180–220m vs FY25 €369m), not −38% — that figure matches only H1 cash capex. And the disconfirming claim introduced during this pass — “China is 28% of global wafer supply and already serves ~60% of demand” — is itself relay, tracing to a sell-side note via a think-tank, pre-cutoff. 立昂微’s audited filing says the overseas top three hold >70% of global share and China’s 12-inch localisation rate is ~10%. Chinese volume is real (ESWIN shipped >1.0m 12-inch wafers in June 2026; NSIG is at 1.0m/month) but its prime-wafer ratio is still ramping and it sells at ~20% discount, with NSIG’s H1 loss widening to RMB −965m on ASP −17%. Defensible on nameplate count; indefensible on qualified prime supply. The “60% of demand” leg has no source and is dropped.

3 · The JEDEC 900µm figure is circular — there is no HBM4E standard

This atlas carried “JEDEC is relaxing HBM4E height to ~900µm (vs HBM4 ~775, HBM3E ~720)” with no source. An independent sell-side note carries the identical figures, which reads as corroboration and is not. JEDEC’s JC-42.2 committee document list, current through August 2026, holds five items — none of them HBM4E. A height specification for a generation with no standard cannot be in the standard. Every carrier of the figure names Korean media, not JEDEC, and the number is still moving: 825–900µm in March, 900µm in April, “as much as 1,000µm” for 20-high HBM5 by July. A published spec does not drift 175µm in four months; a committee negotiation does. 720/775 are real standard content (JESD270-4A v1.1, Dec 2025) and stay. 900 is downgraded to “reported direction of travel, magnitude unstable.” The node’s underlying call — that HBM hybrid bonding is roughly two years later than consensus — survives on other evidence, including Besi’s own 2026-07-23 disclosure that evaluations are running at only one of the three memory makers.

4 · Three V=6 nodes contradicted by their own holders’ primaries

CVD-SiC and graphite chamber consumables. The node is scored on pricing power implied by lead times. Tokai Carbon’s H1 FY2026 bridge (2026-08-05/06) shows price as a headwind: 売価 −¥330m in the revenue bridge and −¥336m in the OP bridge, with the entire gain coming from volume (+¥4,387m) and FX (+¥1,245m). Fine Carbon grew revenue 19.1% and OP only 6.9%. That is volume, not rent. Note also the earnings-exposure asymmetry: Fine Carbon is 19.0% of group revenue but 31.2% of group operating profit.

Temporary wafer bonders. SUSS MicroTec’s H1 2026 report (2026-08-06) states plainly that “the Bonding Solutions product line recorded a significant sales decline,” with group margin hit by “a lower proportion of high-margin temporary bonders.” ABS EBIT fell to 5.6% from 11.1%. Order intake nearly tripled — but the €115m OSAT order was coaters, not bonders. The carried “~45% temporary bond/debond share” is a company self-estimate last restated in the FY2025 annual report and not repeated in the H1 release.

Actinic EUV mask inspection. Lasertec’s order recovery is confirmed and large — ¥105,226m → ¥237,504m, 2.26× (FY6/2026 tanshin, 2026-08-06), semiconductor equipment orders +208.5%. But the gate named in this atlas (“A14 qualification”) is wrong: management names A200HiT customer evaluation at N2/N3, and says explicitly that some customers “may not wait for the completion of the evaluation.” More consequentially, the carried share of 100% is eroding at the edges: KLA disclosed on 2026-03-12 that it is “developing an actinic inspection system and print check” with prototype imaging complete, and has commercially launched TeraBeam 8XX, a multi-column e-beam EUV reticle inspector co-developed with TSMC; ZEISS shipped AIMS EUV 3.0 in February. Lasertec’s own CEO conceded in May that competitors “eventually will” launch. All competitive evidence predates 2026-07-01 and is marked stale; the 100% share needs a review date, not a re-score.

5 · A schema fault: V is scored per node, but every V anchor is holder-level

The V rubric’s anchors are financial observables — segment operating margin, book-to-bill, price pass-through visible in reported gross margin. Those are properties of a company. V is scored on a node. When a node’s holders diverge, the node inherits whichever holder the analyst happened to read. The wafer node is the clean case: GlobalWafers at 9.4% OP fully loaded and Shin-Etsu at +23% segment OP sit in the same node as SUMCO at breakeven under a depreciation wall. Hanmi is the mirror image — H1 2026 operating margin 45.95%, Q2 alone 51.9%, which is V=9 territory on the rubric, inside a node scored 6 because hybrid bonding has printed nowhere. Both readings are defensible and they cannot both be a single number. V must be scored per holder and aggregated, with the aggregation rule stated. This is the largest open item this pass produced, and it is a schema question, not a data one.

What did and did not move. No score changed: C/S/R/G/B/V are untouched on all 131 nodes, RCI is unchanged, and the edge distribution is unchanged. What moved is carriage — nine claims now hold a dated primary anchor with a verbatim quote of fifteen words or fewer, against 92 decomposed claims in the V=6 cohort, so coverage stands at roughly 10%. Of ~30 claims tested against primaries: 14 confirmed, 4 stale, 5 contradicted, 7 unpinnable. The standing rule adopted here is the one this pass kept tripping over: relay may point, never carry. A sell-side note, trade-press item or research-firm figure may tell you which filing and which page — the anchor recorded is the filing. The validator enforces it (verify_carriage.py --strict fails on any relay-tier carrier), and it flags an honest PENDING hash rather than accepting a fabricated one.
Part XVI

Case results — five names tested against price, and what broke

The atlas scores nodes. It cannot be acted on until a node is converted into a holder and a holder into a price. Five conversions were attempted on 22–23 August 2026 using reverse-DCF and implied duration against the industrial evidence — explicitly not backtesting or out-of-sample factor validation, which this dataset is far too short to support. All five came back no. The four different ways they came back no are the finding.

The selection was wrong before the analysis started. The first name worked — SUMCO, in AI-grade 300mm polished wafers — was chosen off the provenance audit queue, i.e. from the list of badly evidenced claims. That is not the same property as mispriced, and the two orderings turn out to be close to uncorrelated. Running the atlas’s own ranking afterwards put that node at RCI 33.2, rank #72 of 105 eligible — the bottom third. A full work cycle went into the 31st percentile. Every case below now opens with its node’s RCI rank, and audit-trail position no longer selects anything.

The five cases

NameNode (RCI rank)How it failed
Coherent · COHR
$289.52, EV ~$60.1bn
EML die #2 (84.6)
also CW lasers #5
Composition. Third-party channel work puts the EML top three at Lumentum / Broadcom / Mitsubishi ≈72% combined — Coherent is not in it; its leadership is in CW-DFB, a different row of this atlas. The price requires ~20.6% revenue CAGR for ten years at management’s own margin target, against a node FY26 free cash flow −$1,023M against +$1,097M non-GAAP net income; 212 days of inventory financed by stretching payables from 82 to 156 days. Incremental segment profit 28.0% against Lumentum’s 54.0% incremental operating margin.
SK hynix · 000660.KS
₩1,730,000, net cash ₩69.4tn
HBM #1 (87.9) Duration. The 76% Q2’26 operating margin is verified — and the quarter was a miss (₩60.54tn vs ₩64tn consensus), stock −9.6% on the print. The price discounts ~5.5 years of that margin, or a perpetual 39.5%. At the late-June peak it required a perpetual ~70%; ₩916tn of market value has been erased since. The 2018 analogue is the load-bearing evidence: SK hynix printed the best year in its history and the stock fell 23%, with the P/E troughing at 2.54x at the earnings peak. HBM share 62%→58% after NVIDIA qualified all three suppliers for HBM4 on 5 June 2026.
Ajinomoto · 2802.T
Ibiden · 4062.T
ABF film #4 (82.5)
FC-BGA #7 (79.7)
Already capitalised. This is the node that best satisfies the corrected selector — >95% share, and Functional Materials at 7.0% of Ajinomoto’s sales but 32.4% of group business profit on a 57.7% margin. Taking the food stub at 18x, the market already pays ~47x EV/business profit for the film. Ibiden is on 41.0x EV/OP with the ¥500bn programme depreciating declining-balance, implying ¥50–86bn of incremental annual D&A peaking FY2028–29. And 76% of Ibiden’s FY2026 operating-profit upgrade is ASP/mix, which has an expiry date the multiple does not reflect.
Siltronic · WAF.DE
€81.05, P/B 1.31x
wafers #72 (33.2)
retained as a control
The node itself does not earn. Depreciation is straight-line over 4–10 years, so the roll-off mechanism that makes the SUMCO story work does not exist here as accounting policy — it is a plateau, with €2,218.9m of assets under construction not yet depreciating. At its all-time-best 2022 margin applied to 2026E sales, EBIT is still −€24m. A June 2026 equity raise at €91, three months after disclosing a possible 2027 covenant breach, now sits above the market price.
SUMCO · 3436.T
¥3,384, P/B 2.08x
wafers #72 (33.2) Entry point gone, and a relay figure hid it. The setup was built on P/B ~1.32x taken from a sell-side note; actual P/B is 2.08x. 1.32x maps to Q1 2026 — the note described an entry that had already closed. The stock is +186% off the December-2024 trough close. The depreciation relief is real (machinery is 定率法 declining-balance, mainly 5-year life; the CFO stated in writing that D&A peaks FY2026 and declines from FY2027) and it does not rescue the case: annualising H1 and flowing price straight to EBITDA, a +10% blended price rise still yields only a 3.3% operating margin.

What the five cases settled

Four distinguishable failure modes, not one repeated complaint: composition (Coherent), duration (SK hynix), already capitalised (the ABF complex), and the node does not earn (Siltronic, and SUMCO’s closed entry). The uncomfortable common factor is that in none of the five was the market wrong about whether a chokepoint exists. Identifying chokepoints is consensus. The residual edge, if there is one, is in duration and in holder attribution.

The corollary is testable and points at the part of this atlas that is least finished: the map should be most valuable where BIND is high and V is low — rent that is structurally real but has not yet printed in reported margin, and therefore cannot already have been capitalised. That is the V=6 cohort, whose provenance debt is documented in Part XV. The audit queue was pointed at the right cohort for entirely the wrong reason.

A new screen, found as a by-product

Customer advances rising as a share of revenue. Ibiden holds ¥154.5bn of customer advances, up ¥73.6bn in a single quarter — customers pre-funding capacity. That is the exact photographic negative of Coherent’s 212 days of inventory financed by stretching payables 82→156 days. In one node the customer hands the supplier cash before delivery; in the other the supplier hands its own suppliers an IOU. This is the cleanest observable found so far that separates an asserted chokepoint (V=6, “pricing power implied by lead times”) from a realised one: it is disclosed, quarterly, hard to window-dress, and leading rather than coincident — unlike margin, which is what V is currently scored from. It is a candidate scored field and is not yet one.

Three schema faults, disclosed rather than quietly migrated

All three are flagged for hand entry. data/chokepoints.py holds analyst-entered values and is never machine-written, so none of this has been auto-applied — the faults are disclosed here and the scores are unchanged.

Part XVII

Primary-source triage — batch 1 of about nine

Appendix A discloses that ~58% of this atlas’s evidence base is relay. This is the work of fixing that, node by node, and it is the only step that changes what this document is. Ten nodes were put through primary-source sourcing on 23–24 August 2026: RCI #1, #2, #4, #6, #7, #8, #11, #18, #24 and #28. Every returned anchor was then re-fetched by machine and checked as a verbatim contiguous span before being accepted. Nothing here rests on an analyst’s report of what a document says.

The anchor layer, before and after

 22 Aug24 Aug
Anchors in the store2698
Nodes with any anchor935
Verified verbatim (CARRIED)057
Nodes with a verified anchor017
Resolved content hashes048
Anchors that failed on re-fetch—0 of 72

The triage set, and how far this goes

  • The set is every conf = H node (86) plus the top 25 by RCI — 89 nodes after the overlap. At the start, 85 of the 89 carried no verified anchor at all.
  • Batch 1 covers 10. On this rate the triage is about nine batches, and it is stated here rather than implied so that no reader mistakes a start for a finish.
  • Selection inside the set was by anchorability, not by rank alone: nodes whose holders file with a regulator were taken first. Nodes whose rent accrues to labour, a queue or a regulator — skilled trades, PJM — are structurally harder and are deliberately later.

The headline result is what did NOT survive

Roughly fifty atlas claims were put to primary sourcing. Thirty-two came back CANNOT PIN — no issuer, regulator, standards body or statistical agency publishes the fact. That is not a failure of searching; it is the measurement this atlas most needed, and it falls in a pattern. Contract-price indices, market-share splits, wafer prices, per-node capacity, lead times, industry-revenue aggregates and vacancy/absorption series are simply not disclosed by anyone. They are the product of TrendForce, Omdia, CBRE and JLL, and this atlas has been carrying them as if they were facts of the same class as a filed margin. They are not.

Five claims are not merely unsourced — the primary record points the other way.
  • Conventional DRAM (#18): the atlas carries contract prices +93–98% QoQ in Q1 2026, “the largest quarter ever recorded.” The only realised-price series any issuer publishes is Micron’s, and it rose a mid-60% range in the overlapping quarter. The atlas also carries Q1 industry revenue +81% QoQ; SK hynix printed +60% and Micron +75%.
  • CoWoS (#28): the atlas says the supply-demand gap is narrowing to ~10% by end-2026. TSMC’s CEO said on 16 July 2026 that “packaging capacity is so tight that now it limits my customers’ growth” and, asked to size it, that “the gap is very big”, with no closure date.
  • Colo (#6): the atlas says North American under-construction fell through 2025. Digital Realty disclosed 1,402MW underway at 30 June 2026, up ~82% on December 2025 — and 54% of it pre-leased.
  • Colo (#6), the other way: the atlas has large blocks repricing +12.5% vs +6.5% for small. Digital Realty’s filed renewal spreads are >1MW +66.7% cash vs 0–1MW +5.2%. The atlas understates its own case by roughly six times, because it used a brokerage survey instead of a filing.
  • TSMC (#8): “litho is loosening” has no primary basis — neither “lithography” nor “loosening” appears in the 2Q26 transcript, and the one EUV reference in that document is an analyst’s question, not company disclosure.
No score has been changed on the strength of this. The claims are flagged, the contradicting primaries are anchored, and the adjudication is a human one.

A correction to Part XVI, against my own conclusion

The Coherent case in Part XVI turned on a composition argument: that third-party channel work puts the EML top three at Lumentum / Broadcom / Mitsubishi and excludes Coherent. That rests on a relay source, and the primary record does not support it. Coherent’s own newsroom describes “200G EML solutions for 1.6T transceivers” and 400G/lane differential EMLs; its FY2026 10-K lists EMLs among its products. All five holders named on node #2 make first-party EML claims.

What survives is narrower and more useful: no primary source anywhere establishes EML market share. The only rank statement in existence is Mitsubishi Electric’s “No. 1 global market share in EML chips for data centers” — and its own footnote says “according to Mitsubishi Electric estimate”. So the ~72% top-three figure could be neither corroborated nor refuted from filings. The Coherent case’s other legs — ten-year implied duration, the −$1,023M FY26 free cash flow against +$1,097M non-GAAP net income, and 28.0% incremental segment profit against Lumentum’s 54.0% — stand on their own and are unaffected.

What the triage found that the atlas did not have

The verifier has a ceiling, and it is disclosed

Reconciled 21 September 2026 against the anchor store (data/anchors.json, per-anchor carriage and checked fields). The store holds 98 anchors. The 24 August pass re-fetched 72: 47 CARRIED (verbatim span found in the live document) and 25 UNVERIFIED — not rejected — because their hosts are unreachable from the verification environment and the documents (a 1.5MB Form 20-F, a 10-Q) exceed the fetch tool’s content window, so carriage is unproven in either direction; 0 NOT CARRIED. The 23 August pass covered the other 26: 10 CARRIED, 11 UNREACHABLE, 2 UNREADABLE, 2 VIEWER_SHELL and 1 NOT CARRIED (document readable, anchor text absent). Totals: 57 CARRIED, 25 UNVERIFIED, 11 UNREACHABLE, 2 UNREADABLE, 2 VIEWER_SHELL, 1 NOT CARRIED = 98. The 28 August text read as if 57 + 25 = 72; the correct decomposition of the 72 is 47 + 25, and the 57 CARRIED span both passes. An UNVERIFIED anchor is a limit of the verifier, not evidence against the claim, and recording it as a failure would manufacture exactly the false demotes this layer exists to prevent. The four-way split introduced on 23 August earned itself immediately: of that day’s first four NOT CARRIED verdicts, exactly one was a real anchor failure — the others were a viewer-shell URL and two extraction failures.

The honest summary of this document’s evidentiary state: 57 claims now rest on a verbatim span in a primary document that a machine has re-read, against 131 nodes and several hundred assertions. That is the beginning of a provenance layer, not the possession of one.

Appendix A

Sources — the full index, and what it is made of

Every URL behind this atlas, grouped by the workstream that produced it, plus the composition disclosure that tells you how much weight the evidence base can bear. Per-node source lists are inside each row of the chokepoint atlas — click a row to expand it.

Why this appendix exists, and what it replaces. Until 23 August 2026 this document's footer described “roughly 1,100 inline sources.” There were none — zero hyperlinks in a 328KB research document. The URLs were real but lived in the dossiers, which the built file never linked or named, so no reader could get from a claim to its evidence. That sentence has been withdrawn and this appendix is what stands in its place.

Composition of 1,050 distinct URLs

ClassURLsShare
primary22521.4%
relay60157.2%
unclassified22421.3%

Weighted by citation occurrence (1,448 in total) the split is materially the same: relay 59.8%, primary 21.0%, unclassified 19.2%.

Coverage

  • 1,448 citations resolving to 1,050 distinct URLs across 323 hosts.
  • 99 of 131 nodes carry at least one attached source; median 20 per node. 32 nodes carry none and are listed as such in their own rows.
  • 967 URLs attach to a node. The rest sit here unattached rather than being guessed into one.
  • Verified anchors with resolved content hashes are a separate and much smaller layer — see Part XV and Part XVII. As of 24 August, of 98 anchors: 57 carried, 25 unverified, 1 not carried, 2 viewer-shell, 2 unreadable, 11 unreachable.

What “primary” and “relay” mean here, and a correction

Primary is the entity that owns the fact publishing it: issuer IR and newsroom pages, regulatory filings (SEC, DART, TDnet, cninfo), standards bodies, statistical agencies, and academic preprints by the authors. Relay is someone reporting on somebody else's fact: trade press, channel research firms, aggregators, encyclopedias. Under this atlas's carriage rule — ratified in the Kanto/Central-Glass ruling of 10 July 2026 — a relay source may tell you where to look; it may not itself carry a rent-capture or lifecycle claim.

A correction to an earlier internal estimate. A first pass at this classification, run on citation occurrences against a deliberately narrow list of primary hosts, produced “8% primary / 92% relay.” That was too harsh: it missed issuer newsrooms and engineering blogs, arXiv, and statistical agencies. The corrected figures are in the table above — ~21% primary, ~57–60% relay, ~19–21% unclassified. The direction of the original finding survives and the magnitude does not. A vendor blog is counted primary for claims about that vendor and the index cannot tell whether a given citation is used that way, so the primary share above is an upper bound.

The practical consequence for a reader: the single most-cited host is TrendForce (229 citations), which is relay. Where a claim in this atlas rests on a relay source alone, it is corroboration, not proof, and should be treated as a lead to verify rather than a fact to underwrite.

Most-cited hosts

CitationsHostClass
115trendforce.comrelay
58datacenterdynamics.comrelay
47convergedigest.comrelay
35digitimes.comrelay
33stockanalysis.comrelay
28stocktitan.netrelay
27theregister.comrelay
25epoch.aiprimary
19prnewswire.comrelay
16federalregister.govprimary
15techcrunch.comrelay
13investing.comrelay
13tomshardware.comrelay
12futurumgroup.comrelay
11blog.cloudflare.comprimary
10newsletter.semianalysis.comrelay
10datacenterfrontier.comrelay
9power-eng.comrelay
8bls.govprimary
8utilitydive.comrelay
7arxiv.orgprimary
7semiengineering.comrelay
7cnbc.comrelay
7jdsupra.comrelay
7semi.orgprimary
7techtimes.comrelay
6developer.nvidia.comprimary
6fred.stlouisfed.orgprimary

How a URL is attached to a node

a URL attaches to a node only on an exact node-name or holder-name mention within the preceding 1200 characters of dossier text; unattached URLs remain in the appendix rather than being guessed into a node No fuzzy matching and no topic inference. The rule under-attaches on purpose: a missing citation is recoverable, a wrong one is not.

The full index, by workstream

Fifteen dossiers, ~192,000 words. Colour marks class: primary · relay · unclassified.

W10 cloud capital — 31 distinct URLs
data.sec.gov/api/xbrl/companyconcept/CIK0001018724/us-gaap/PaymentsToAcquireProductiveAssets.jso  ·  data.sec.gov/api/xbrl/companyconcept/CIK0001652044/us-gaap/PaymentsToAcquirePropertyPlantAndEqui  ·  en.wikipedia.org/wiki/Blue_Owl_Capital  ·  en.wikipedia.org/wiki/Hyperion_(data_center  ·  epoch.ai/data-insights/ai-datacenter-share-gdp  ·  epoch.ai/data-insights/hyperscaler-capex-vs-cash-flow  ·  epoch.ai/data-insights/llm-inference-price-trends  ·  fred.stlouisfed.org/series/SOFR  ·  getdeploying.com/reference/cloud-gpu  ·  getdeploying.com/reference/cloud-gpu/nvidia-a100  ·  getdeploying.com/reference/cloud-gpu/nvidia-h100  ·  investor.atmeta.com/investor-news/press-release-details/2026/Meta-Reports-Second-Quarter-2026-Re  ·  newsletter.semianalysis.com/p/nvidia-gpu-debt-backstop-unleashes  ·  stockanalysis.com/stocks/googl/financials/cash-flow-statement/?p=quarterly  ·  stockanalysis.com/stocks/nvda/financials/balance-sheet/?p=quarterly  ·  datacenterdynamics.com/en/news/ares-arranges-24bn-in-funding-for-vantage-data-centers/  ·  datacenterdynamics.com/en/news/blue-owl-backed-stack-buys-land-in-culpeper-county-virginia/  ·  datacenterdynamics.com/en/news/coatue-sets-up-data-center-venture-partners-with-fluidstack-for-4  ·  datacenterdynamics.com/en/news/jll-flapd-on-track-for-record-data-center-growth-year-while-middl  ·  datacenterdynamics.com/en/news/kkr-closes-global-infrastructure-investors-v-fund-with-192bn-to-s  ·  datacenterdynamics.com/en/news/microsoft-brought-88-data-centers-online-in-fy2026/  ·  datacenterdynamics.com/en/news/nebius-secures-775m-in-debt-financing/  ·  datacenterdynamics.com/en/news/spacex-earnings-2gw-of-compute-by-year-end-aiming-for-10-20gw-by-  ·  microsoft.com/en-us/investor/earnings/fy-2026-q4/press-release-webcast  ·  theregister.com/ai-and-ml/2026/06/29/how-the-ai-bubble-could-pop-and-take-down-the-global-econom  ·  theregister.com/ai-and-ml/2026/07/02/nvidia-floats-double-dipping-datacenter-financing-scheme/52  ·  theregister.com/ai-and-ml/2026/07/21/oracle-faces-100m-annual-bill-to-back-wisconsin-datacenter-  ·  theregister.com/off-prem/2026/02/05/google-looks-to-plow-approx-180b-into-datacenters-this-year/  ·  theregister.com/off-prem/2026/02/06/aws-to-spend-200-billion-to-double-capacity-by-end-of-2027/4  ·  theregister.com/on-prem/2026/01/14/3t-ai-infrastructure-boom-rolls-on-amid-profit-doubts/4113711  ·  theregister.com/paas-and-iaas/2026/06/11/oracles-ai-datacenter-splurge-gives-investors-the-capex
W11 models inference economics — 52 distinct URLs
a16z.com/why-we-need-continual-learning/  ·  ai.meta.com/blog/  ·  api-docs.deepseek.com/news/news250929  ·  api-docs.deepseek.com/quick_start/pricing  ·  artificialanalysis.ai/leaderboards/models  ·  artificialanalysis.ai/models/claude-opus-5  ·  artificialanalysis.ai/models/deepseek-v4-flash  ·  artificialanalysis.ai/models/llama-3-3-instruct-70b  ·  deepmind.google/discover/blog/  ·  deepmind.google/discover/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-a  ·  deepmind.google/models/genie/  ·  developer.nvidia.com/blog/introducing-nvfp4-for-efficient-and-accurate-low-precision-inference/  ·  epoch.ai/blog/how-much-does-it-cost-to-train-frontier-ai-models  ·  epoch.ai/data  ·  epoch.ai/data-insights/ai-capabilities-progress-has-sped-up  ·  epoch.ai/data-insights/codex-engineer-effort  ·  epoch.ai/data-insights/largest-data-center-compute  ·  epoch.ai/data-insights/llm-inference-price-trends  ·  epoch.ai/data-insights/open-closed-eci-gap  ·  epoch.ai/data/ai_chip_sales.zip  ·  epoch.ai/data/benchmark_data.zip  ·  epoch.ai/data/large_scale_ai_models.csv  ·  epoch.ai/data/machine-learning-hardware  ·  epoch.ai/data/notable-ai-models  ·  epoch.ai/data/notable_ai_models.csv  ·  epoch.ai/gradient-updates/are-mythos-cyber-capabilities-overhyped  ·  epoch.ai/gradient-updates/frontier-labs-dont-use-most-ai-compute  ·  epoch.ai/gradient-updates/is-a-compute-crunch-coming  ·  epoch.ai/gradient-updates/rip-classic-benchmarks  ·  epoch.ai/gradient-updates/toward-an-onet-for-ai-rnd  ·  epoch.ai/trends  ·  huggingface.co/api/models  ·  metr.org/assets/benchmark_results_1_1.yaml  ·  newsletter.semianalysis.com/p/another-giant-leap-the-rubin-cpx-specialized-accelerator-rack  ·  newsletter.semianalysis.com/p/scaling-reinforcement-learning-environments-reward-hacking-agents-  ·  openai.com/index/advancing-the-price-performance-frontier-with-gpt-5-6/  ·  openai.com/index/building-abundant-intelligence/  ·  openai.com/index/introducing-gpt-live/  ·  openai.com/news/  ·  openrouter.ai/api/v1/models  ·  sherwood.news/tech/google-deepminds-hassabis-agi-is-3-to-4-years-away/  ·  techcrunch.com/2026/06/05/the-token-bill-comes-due-inside-the-industry-scramble-to-manage-ais-ru  ·  technode.com/2026/08/05/deepseek-v4-flash-tops-openrouter-weekly-ranking-with-7-22-trillion-toke  ·  the-decoder.com/google-boasts-1-3-quadrillion-tokens-each-month-but-the-figure-is-mostly-window-  ·  anthropic.com/news  ·  anthropic.com/news/claude-opus-5  ·  businessofapps.com/data/claude-statistics/  ·  deepseek.com/  ·  interconnects.ai/p/kimi-k3-the-open-weights-escalation  ·  tomshardware.com/tech-industry/artificial-intelligence/huawei-ascend-npu-roadmap-examined-compan  ·  x.ai/news
W12 data environments evals — 62 distinct URLs
apnews.com/  ·  artificialanalysis.ai/  ·  arxiv.org/abs/2404.05405  ·  arxiv.org/abs/2607.10891  ·  arxiv.org/abs/2607.15660  ·  arxiv.org/abs/2607.22368  ·  arxiv.org/abs/2608.02786  ·  arxiv.org/abs/2608.04268  ·  blog.cloudflare.com/aeo/  ·  blog.cloudflare.com/agentic-internet-bot-report  ·  blog.cloudflare.com/ai-search-crawl-refer-ratio-on-radar  ·  blog.cloudflare.com/crawlers-click-ai-bots-training  ·  blog.cloudflare.com/introducing-pay-per-crawl  ·  cacm.acm.org/opinion/model-collapse-is-already-happening-we-just-pretend-it-isnt/  ·  devclass.com/2026/01/05/dramatic-drop-in-stack-overflow-questions-as-devs-look-elsewhere-for-hel  ·  digiday.com/media/publisher-ad-supply-fell-by-up-to-40-in-q2-as-ai-search-choked-the-open-web/  ·  ego-exo4d-data.org/  ·  epoch.ai/benchmarks  ·  epoch.ai/blog/can-ai-scaling-continue-through-2030  ·  epoch.ai/blog/will-we-run-out-of-data-limits-of-llm-scaling-based-on-human-generated-data  ·  epoch.ai/gradient-updates/how-far-can-reasoning-models-scale  ·  joinhandshake.com/ai/  ·  metr.org/blog/  ·  openai.com/index/gdpval/  ·  ppc.land/cloudflare-exposes-ai-crawlers-hitting-sites-50000-times-per-visitor/  ·  pulse2.com/afterquery-30-million-at-300-million-valuation-raised-for-ai-data-solutions-platform/  ·  pulse2.com/reddit-revenue-grows-61-as-adjusted-ebitda-margin-reaches-43/  ·  radar.cloudflare.com/ai-insights  ·  rslstandard.org/  ·  siliconangle.com/  ·  startupfortune.com/uber-fires-the-two-executives-who-built-its-ai-data-labeling-bet/  ·  techcrunch.com/2025/09/21/silicon-valley-bets-big-on-environments-to-train-ai-agents/  ·  techcrunch.com/2026/06/29/arena-the-ai-leaderboard-everyone-uses-is-now-a-100m-business/  ·  towardsdatascience.com/how-a-frontier-model-gets-built-read-from-the-kimi-k3-report/  ·  aisi.gov.uk/work  ·  braintrust.dev/blog  ·  databricks.com/blog  ·  figure.ai/news/helix-02  ·  lawnext.com/2026/06/at-3rd-circuit-judges-press-ross-and-thomson-reuters-on-fair-use-ai-training  ·  mayerbrown.com/  ·  mayerbrown.com/en/insights/publications/2025/11/getty-images-v-stability-ai-what-the-high-courts  ·  mechanize.work/blog/cheap-rl-tasks-will-waste-compute/  ·  mechanize.work/blog/sweatshop-data-is-over/  ·  mechanize.work/blog/the-upcoming-gpt-3-moment-for-rl/  ·  mercor.com/blog  ·  mercor.com/blog/generalization-results-from-training-on-the-apex-agents-dev-set  ·  mercor.com/blog/introducing-the-ai-productivity-index-for-accounting  ·  mercor.com/blog/organizing-human-intelligence-to-power-the-ai-economy  ·  mercor.com/blog/when-you-go-from-2-million-a-month-to-2-million-a-day  ·  musicbusinessworldwide.com/us-musicians-union-files-amended-lawsuit-against-universal-and-warner  ·  nature.com/articles/s41586-024-07566-z  ·  nist.gov/caisi  ·  pi.website/blog  ·  plataformamedia.com/en/news/tecnologia/the-final-mile-of-robot-simulation-training-why-scene-ass  ·  precedenceresearch.com/ai-data-labeling-market  ·  primeintellect.ai/blog/environments  ·  reuters.com/  ·  surgehq.ai/blog  ·  surgehq.ai/blog/cross-benchmark-generalization-for-long-horizon-agentic-tasks  ·  tekedia.com/  ·  tekedia.com/cloudflares-latest-rankings-of-ai-web-crawlers-show-anthropic-remains-the-largest-ou  ·  vals.ai/
W13 middleware agent infra — 78 distinct URLs
awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html  ·  blog.cloudflare.com/kitesurf/  ·  blog.cloudflare.com/mcp-v2/  ·  blog.cloudflare.com/rss/  ·  blog.cloudflare.com/the-agent-access-model/  ·  blog.google  ·  developer.nvidia.com/blog  ·  developer.nvidia.com/blog/boost-inference-performance-up-to-15x-on-nvidia-blackwell-using-dflash  ·  developer.nvidia.com/blog/running-ai-workloads-on-rack-scale-supercomputers-from-hardware-to-top  ·  futurumgroup.com/insights/nscale-acquires-anyscale-the-neocloud-land-grab-continues/  ·  github.com/pytorch/helion  ·  investors.datadoghq.com/news-releases/  ·  menlovc.com/perspective/openrouter-now-processes-more-than-a-quadrillion-tokens-a-year/  ·  modelcontextprotocol.io/extensions/overview  ·  modelcontextprotocol.io/specification/latest  ·  nvidianews.nvidia.com/news/nvidia-enters-production-with-dynamo  ·  nvidianews.nvidia.com/news/nvidia-enters-production-with-dynamo-the-broadly-adopted-inference-op  ·  openai.com/index/openai-co-founds-the-agentic-ai-foundation  ·  pytorch.org/blog/helion-on-tpu-towards-hardware-heterogeneous-kernel-authoring/  ·  pytorch.org/blog/lightseek-tokenspeed-kernel/  ·  pytorch.org/blog/serving-deepseek-v4-on-gb300-with-sglang-5x-higher-throughput-at-the-same-inter  ·  registry.modelcontextprotocol.io/v0/servers  ·  rocm.blogs.amd.com/  ·  rocm.blogs.amd.com/ecosystems-and-partners/rocm-7.14-blog/README.html  ·  rocm.blogs.amd.com/software-tools-optimization/atomesh-inference/README.html  ·  siliconangle.com/2026/04/09/cisco-buys-galileo-strengthen-splunks-agentic-monitoring-capabilitie  ·  siliconangle.com/2026/05/21/...modal-labs-seals-355m  ·  siliconangle.com/2026/05/21/serverless-ai-infrastructure-startup-modal-labs-seals-355m-funding-r  ·  siliconangle.com/2026/07/06/token-economy-state-ai-mid-2026/  ·  siliconangle.com/2026/07/27/amd-calls-shot-real-race-engineering-velocity/  ·  techcrunch.com/2025/10/28/mem0-raises-24m-  ·  techcrunch.com/2025/12/09/  ·  techcrunch.com/2026/01/11/google-announces-a-new-protocol-to-facilitate-commerce-using-ai-agents  ·  techcrunch.com/2026/01/21/  ·  techcrunch.com/2026/01/21/...radixark  ·  techcrunch.com/2026/05/06/ai-evaluation-startup-braintrust-confirms-breach-  ·  techcrunch.com/2026/06/22/  ·  techcrunch.com/2026/06/22/...groq-confirms-650m-raise  ·  the-decoder.com/us-appeals-court-allows-perplexitys-ai-shopping-agent-back-on-amazon/  ·  thehackernews.com/2026/04/anthropic-mcp-design-vulnerability.html  ·  thenewstack.io/anthropic-openai-google-and-microsoft-agree-that-the-harness-is-the-product  ·  thenewstack.io/anthropic-pauses-claude-agent-sdk-subscription-change-  ·  thenewstack.io/openais-agents-sdk-separates-the-harness-from-the-compute/  ·  turbopuffer.com/blog/turbopuffer  ·  turbopuffer.com/pricing  ·  vllm.ai/blog  ·  vllm.ai/blog/2026-01-08-kv-offloading-connector  ·  vllm.ai/blog/2026-02-27-rocm-attention-backend  ·  workos.com/blog  ·  aisi.gov.uk/  ·  amd.com/en/blogs/2026/amd-delivers-breakthrough-mlperf-inference-6-0-results.html  ·  amd.com/en/blogs/2026/amd-delivers-breakthrough-mlperf-training-6-0-results.html  ·  anthropic.com/research/measuring-agent-autonomy  ·  cnbc.com/2026/07/16/...fireworks  ·  datacenterdynamics.com  ·  delloro.com/news/ai-systems-security-market-to-rise-from-zero-to-nearly-8-b-by-2030/  ·  infoq.com/news/2026/06/aws-lambda-microvms/  ·  linuxfoundation.org/press/  ·  linuxfoundation.org/press/a2a-protocol-surpasses-150-organizations  ·  linuxfoundation.org/press/agentic-ai-foundation-welcomes-97-new-members  ·  marktechpost.com/2026/05/10/best-vector-databases-in-2026-  ·  marktechpost.com/2026/05/25/best-authentication-platforms-for-ai-agents-and-mcp-servers-in-2026/  ·  nextplatform.com  ·  nextplatform.com/2025/12/18/nvidia-nearly-completes-its-control-freakery-with-slurm-acquisition/  ·  nextplatform.com/2026/03/17/nvidia-finally-admits-why-it-shelled-out-20-billion-for-groq/  ·  okta.com/newsroom/press-releases/  ·  oreilly.com/radar/the-ai-agents-stack-2026-edition/  ·  ox.security/blog/mcp-supply-chain-advisory-rce-vulnerabilities-across-the-ai-ecosystem/  ·  pymnts.com/news/artificial-intelligence/2026/visa-and-mastercard-put-tokens-in-charge-of-ai-comm  ·  storagereview.com/review/the-token-efficient-path-for-long-context-inference-kv-cache-offload-to  ·  theregister.com/2026/03/16/  ·  wiz.io/blog/mcp-security-research-briefing
W14 applications robotics science — 33 distinct URLs
a16z.com/america-cannot-lose-the-robotics-race/  ·  investor.hesaitech.com/  ·  investors.fiverr.com/news-releases/news-release-details/fiverr-announces-second-quarter-2026-res  ·  menlovc.com/perspective/2025-mid-year-llm-market-update/  ·  menlovc.com/perspective/2025-the-state-of-generative-ai-in-the-enterprise/  ·  menlovc.com/perspective/software-finally-gets-to-work-the-opportunity-in-vertical-ai/  ·  oilprice.com/Metals/Commodities/The-Pentagon-Wants-300000-Drones-But-China-Controls-The-Magnets.  ·  ramp.com/data/ai-index  ·  ramp.com/data/ai-index-june-2026  ·  ramp.com/data/are-we-in-ai-bubble  ·  ramp.com/data/heavy-ai-adopters-hire-more  ·  ramp.com/data/how-we-built-the-ramp-ai-index  ·  techcrunch.com/2026/02/28/why-chinas-humanoid-robot-industry-is-winning-the-early-market/  ·  techcrunch.com/2026/05/28/gleans-top-line-crosses-300m-as-ai-budget-cutting-becomes-its-major-se  ·  venturebeat.com/ai/anthropic-says-it-hit-a-30-billion-revenue-run-rate-after-crazy-80x-growth  ·  waymo.com/blog/shorts/safetydata-june26/  ·  aha.org/aha-center-health-innovation-market-scan/2026-04-14-6-health-systems-enhancing-care-deli  ·  bvp.com/atlas/state-of-health-ai-2026  ·  bvp.com/atlas/the-ai-pricing-and-monetization-playbook  ·  figure.ai/news/ramping-figure-03-production  ·  mckinsey.com/industries/industrials-and-electronics/our-insights/turning-humanoid-supply-chain-c  ·  microsoft.com/en-us/investor/earnings/fy-2026-q4/press-release-webcast  ·  nature.com/articles/s41586-025-09833-y  ·  nextbigfuture.com/2026/07/cursor-is-getting-richer-by-making-ai-coding-cheaper.html  ·  saastr.com/gartner-down-71-forrester-worth-105m-what-that-tells-us-about-b2b-spend-right-now/  ·  saastr.com/the-wave-of-ai-agent-churn-to-come-prompts-are-portable/  ·  salesforce.com/news/press-releases/2026/06/15/salesforce-signs-definitive-agreement-to-acquire-f  ·  sec.gov/Archives/edgar/data/1318605/000162828026049213/exhibit991.htm  ·  sec.gov/Archives/edgar/data/1321655/000132165526000039/a2026q2ex991pressrelease.htm  ·  sec.gov/Archives/edgar/data/1326801/000162828026050596/meta-06302026xexhibit991.htm  ·  sec.gov/Archives/edgar/data/1549346/000114036126031306/ef20079466_ex99-1.htm  ·  sec.gov/Archives/edgar/data/1562088/000162828026053299/q2fy26duolingo6-30x26share.htm  ·  sec.gov/Archives/edgar/data/1652044/000165204426000066/googexhibit991q22026.htm
W15 decay labor — 79 distinct URLs
apnews.com/article/ai-must-act-now-job-displacement-783469467e0df1463df44518f33295ee  ·  blog.cloudflare.com/ai-search-crawl-refer-ratio-on-radar/  ·  budgetlab.yale.edu/research/evaluating-impact-ai-labor-market-current-state-affairs  ·  digitaleconomy.stanford.edu/app/uploads/2026/06/AIEI_SDEL_Research_Note_01.pdf  ·  digitaleconomy.stanford.edu/news/wemustactnow/  ·  digitaleconomy.stanford.edu/publication/ai-economic-indicators-june-2026-update/  ·  digitaleconomy.stanford.edu/publications/canaries-in-the-coal-mine/  ·  digitaleconomy.stanford.edu/wp-content/uploads/2025/08/Canaries_BrynjolfssonChandarChen.pdf  ·  finance.yahoo.com/quote/RWS.L/  ·  observablehq.com/@ayhanfuat/the-fall-of-stack-overflow  ·  pressgazette.co.uk/comment-analysis/google-search-traffic-to-leading-uk-publishers-set-to-halve-  ·  pressgazette.co.uk/media-audience-and-business-data/media_metrics/most-popular-websites-news-us-  ·  radar.cloudflare.com/ai-insights  ·  stackoverflow.blog/  ·  stockanalysis.com/quote/asx/APX/  ·  stockanalysis.com/quote/epa/TEP/financials/?period=quarterly  ·  stockanalysis.com/quote/lon/PSON/  ·  stockanalysis.com/quote/nse/HCLTECH/  ·  stockanalysis.com/quote/nse/INFY/  ·  stockanalysis.com/quote/nse/TCS/  ·  stockanalysis.com/quote/nse/WIPRO/  ·  stockanalysis.com/stocks/acn/financials/?period=quarterly  ·  stockanalysis.com/stocks/chgg/financials/?period=quarterly  ·  stockanalysis.com/stocks/chgg/statistics/  ·  stockanalysis.com/stocks/cnxc/financials/?period=quarterly  ·  stockanalysis.com/stocks/cour/financials/?period=quarterly  ·  stockanalysis.com/stocks/crm/financials/?period=quarterly  ·  stockanalysis.com/stocks/crm/statistics/  ·  stockanalysis.com/stocks/ctsh/financials/?period=quarterly  ·  stockanalysis.com/stocks/docu/financials/?period=quarterly  ·  stockanalysis.com/stocks/duol/financials/?period=quarterly  ·  stockanalysis.com/stocks/fvrr/financials/?period=quarterly  ·  stockanalysis.com/stocks/gety/  ·  stockanalysis.com/stocks/gety/financials/?period=quarterly  ·  stockanalysis.com/stocks/hubs/financials/?period=quarterly  ·  stockanalysis.com/stocks/intc/financials/?period=quarterly  ·  stockanalysis.com/stocks/lscc/  ·  stockanalysis.com/stocks/mdb/  ·  stockanalysis.com/stocks/now/financials/?period=quarterly  ·  stockanalysis.com/stocks/sstk/  ·  stockanalysis.com/stocks/task/  ·  stockanalysis.com/stocks/team/financials/?period=quarterly  ·  stockanalysis.com/stocks/txn/financials/?period=quarterly  ·  stockanalysis.com/stocks/upwk/financials/?period=quarterly  ·  stockanalysis.com/stocks/wday/financials/?period=quarterly  ·  bls.gov/news.release/empsit.nr0.htm  ·  bls.gov/oes/2023/may/oes151251.htm  ·  bls.gov/ooh/computer-and-information-technology/software-developers.htm  ·  bls.gov/ooh/healthcare/physicians-and-surgeons.htm  ·  challengergray.com/blog/challenger-report-june-layoffs-cool-to-45849-down-53-from-may-ai-leads-r  ·  challengergray.com/blog/challenger-report-layoffs-fall-hiring-picks-up-ai-leads-for-fifth-straig  ·  datacenterdynamics.com/en/analysis/  ·  datacenterdynamics.com/en/analysis/rate-of-play-how-us-states-are-changing-the-rules-around-data  ·  datacenterdynamics.com/en/news/officials-in-washington-city-introduce-data-center-moratorium-to-  ·  datacenterdynamics.com/en/news/us-lawmaker-proposes-data-center-bill-of-rights-targeting-ai-data  ·  datacenterfrontier.com/hyperscale/article/55392482/when-buildability-breaks-what-prince-william-  ·  newyorkfed.org/research/college-labor-market  ·  nytimes.com/2026/07/13/business/economists-ai-threat-jobs.html  ·  platformer.news/ai-jobs-warning-brynjolfsson-acemoglu/  ·  similarweb.com/website/stackoverflow.com/  ·  theregister.com/ai-and-ml/2026/07/30/linkedin-realizes-its-users-have-been-bathing-in-ai-slop-of  ·  theregister.com/ai-and-ml/2026/08/05/time-magazine-has-a-separate-version-of-its-website-with-ad  ·  theregister.com/off-prem/2026/07/30/the-majority-of-corporate-it-is-now-off-premises-for-the-fir  ·  theregister.com/off-prem/2026/08/01/enterprise-cloud-infrastructure-uptake-shows-no-sign-of-slow  ·  theregister.com/off-prem/2026/08/04/cloud-giants-pour-nearly-600b-into-capex-as-ai-demand-surges  ·  theregister.com/on-prem/2026/04/30/phone-buyers-delay-purchases-hold-onto-handsets-longer/522942  ·  theregister.com/personal-tech/2026/05/06/amd-warns-rising-memory-costs-will-hit-pc-shipments/523  ·  theregister.com/personal-tech/2026/05/22/as-memory-prices-squeeze-enterprise-buyers-lenovo-laugh  ·  theregister.com/personal-tech/2026/05/28/three-in-ten-hp-customers-still-clinging-to-windows-10/  ·  theregister.com/personal-tech/2026/06/01/memory-crunch-sends-pc-prices-into-double-digit-climb/5  ·  theregister.com/software/2026/07/23/ibm-insists-ai-didnt-kill-software-deals-just-delayed-them/5  ·  theregister.com/software/2026/07/29/microsoft-faces-competition-probe-over-copilot-subscription-  ·  theregister.com/storage/2026/07/28/ai-is-storages-biggest-opportunity-and-biggest-threat/5279607  ·  theregister.com/storage/2026/07/29/ai-storage-boom-is-keeping-seagates-hard-drives-spinning/5280  ·  theregister.com/systems/2026/07/21/scalding-hot-ai-accelerators-have-put-datacenters-in-hot-wate  ·  theregister.com/systems/2026/07/29/big-tech-demanding-deals-that-smooth-out-memory-prices-says-s  ·  theregister.com/systems/2026/07/30/samsung-warns-memory-crunch-will-last-through-2028-as-profit-  ·  theregister.com/systems/2026/08/06/hpe-extends-validity-of-quoted-hardware-prices-possibly-for-m  ·  trendforce.com/presscenter/news/20260804-13166.html
W16 policy geopolitics — 42 distinct URLs
insurancenewsnet.com/innarticle/whos-left-holding-the-risk-when-insurers-drop-ai-liability-cover  ·  thediplomat.com/2026/06/chinas-new-investment-regulations-block-strategic-technology-transfer/  ·  thenextweb.com/news/eu-tech-sovereignty-package  ·  thenextweb.com/news/us-bis-review-china-remote-offshore-nvidia-chip-access  ·  asahi.com/ajw/articles/16137963  ·  asahi.com/ajw/articles/16210809  ·  cnbc.com/2026/05/01/nvidia-chips-jensen-huang-h200-lutnick-chris-coons.html  ·  cnbc.com/2026/07/14/nvidia-h200-ai-chips-china.html  ·  federalregister.gov/documents/2024/12/05/2024-28270/foreign-produced-direct-product-rule-additio  ·  federalregister.gov/documents/2025/01/15/2025-00636/framework-for-artificial-intelligence-diffus  ·  federalregister.gov/documents/2025/01/16/2025-00711/implementation-of-additional-due-diligence-m  ·  federalregister.gov/documents/2025/02/14/2025-02655/implementation-of-additional-due-diligence-m  ·  federalregister.gov/documents/2025/09/16/2025-17893/additions-and-revisions-to-the-entity-list  ·  federalregister.gov/documents/2025/09/30/2025-19001/expansion-of-end-user-controls-to-cover-affi  ·  federalregister.gov/documents/2025/10/09/2025-19508/additions-to-the-entity-list  ·  federalregister.gov/documents/2025/11/12/2025-19846/one-year-suspension-of-expansion-of-end-user  ·  federalregister.gov/documents/2025/11/12/2025-19858/revisions-to-the-entity-list  ·  federalregister.gov/documents/2026/01/15/2026-00789/revision-to-license-review-policy-for-advanc  ·  federalregister.gov/documents/2026/01/20/2026-01052/adjusting-imports-of-semiconductors-semicond  ·  federalregister.gov/documents/2026/04/09/2026-06851/extension-of-authorized-integrated-circuit-i  ·  federalregister.gov/documents/2026/05/29/2026-10682/in-the-matter-of-hans-de-geetere-paul-parmen  ·  federalregister.gov/documents/2026/07/14/2026-14132/enhanced-favorable-treatment-for-the-united-  ·  federalregister.gov/documents/2026/08/06/2026-15961/request-for-public-comments-on-the-proposed-  ·  federalregister.gov/documents/2026/08/06/2026-16078/dpas-directive-allocation-order-and-addition  ·  jdsupra.com/legalnews/2026-ai-compliance-upcoming-laws-every-9282574/  ·  jdsupra.com/legalnews/ai-gone-rogue-what-recent-openai-and-8260541/  ·  jdsupra.com/legalnews/digital-ai-omnibus-delays-key-deadlines-1900131/  ·  jdsupra.com/legalnews/recent-china-export-control-actions-8096859/  ·  jdsupra.com/legalnews/tariffs-in-flux-ieepa-and-section-122-7871526/  ·  jdsupra.com/legalnews/the-changing-landscape-for-data-centers-6210782/  ·  jdsupra.com/legalnews/what-every-multinational-should-know-9434703/  ·  marketplace.org/story/2026/07/28/new-insurance-products-cover-damages-caused-by-ai  ·  msn.com/en-us/money/top-stocks/the-u-s-government-invested-27-billion-in-corporate-stakes-good-l  ·  nextgov.com/policy/2025/12/bill-prioritizing-american-customers-ai-chips-not-expected-make-it-fi  ·  nytimes.com/2026/07/24/business/china-europe-rare-earths.html  ·  politifact.com/factchecks/2026/jun/12/elizabeth-warren/data-centers-rising-electricity-costs/  ·  reuters.com/  ·  reuters.com/business/autos-transportation/chinas-rare-earth-curbs-endanger-65-trillion-western-i  ·  reuters.com/business/retail-consumer/us-clears-h200-chip-sales-10-china-firms-nvidia-ceo-looks-b  ·  reuters.com/world/china/china-plans-let-top-ai-firms-buy-limited-amount-nvidia-h200-chips-inform  ·  straitstimes.com/business/china-to-let-ai-firms-buy-nvidia-h200s-information-says  ·  whitehouse.gov/presidential-actions/2026/06/promoting-advanced-artificial-intelligence-innovatio
W1 materials chemicals — 96 distinct URLs
en.tmt-blog.jp/articles/jx-metals-semiconductor-materials-en  ·  en.wikipedia.org/wiki/High-purity_quartz  ·  finance.biggo.com/news/1shxSpwBpPlmmn5liubZ  ·  finance.biggo.com/news/7d82c4b7-9a12-4aed-ba5b-145787355ddb  ·  finance.yahoo.com/news/china-suspends-ban-gallium-germanium-111120281.html  ·  fortune.com/2026/04/22/helium-forecast-outlook-iran-war-moodys/  ·  globalsemiresearch.substack.com/p/tungsten-hexafluoride-the-semiconductor  ·  hub.truesourcemetals.com/metals/tantalum  ·  iumi.com/newsletter-june-2026/qatari-helium-shortages/  ·  jeez-semicon.com/blog/cmp-slurry-for-advanced-nodes-5nm-3nm-2nm-beyond-technical-challenges-inno  ·  jeez-semicon.com/blog/top-cmp-slurry-manufacturers-suppliers-in-2026-a-complete-procurement-guid  ·  koreantechtexas.com/foosung-texas-hf-pattern-a/  ·  matthey.com/documents/161599/509428/pgm-market-report-26.pdf/a2d115af-bf7c-f589-29e9-6beacf8a445  ·  newsroom.lamresearch.com/molybdenum-metallization-enable-artificial-intelligence?blog=true  ·  nextfinancial.substack.com/p/chinas-rare-earth-truce-expires-november  ·  note.com/chaka689/n/nce7f33965021?hl=en  ·  note.com/fisco_jp/n/ne57c114521b3?hl=en  ·  note.com/tomos_ai_lab/n/nf7b429693e43?hl=en  ·  product.ferrotec.co.jp/en/product/semiconductor_equipment/quartz/  ·  publicmarkets.substack.com/p/the-japanese-lock-on-photolithography  ·  publicmarkets.substack.com/p/the-silicon-wafers-that-two-companies  ·  rare-earth-mining.com/dysprosium-price/  ·  rare-earth-mining.com/mp-materials-q1-2026-results/  ·  rareearthexchanges.com/news/china-rare-earth-industry-association-reports-263-6-index-as-ex-chin  ·  rareearthexchanges.com/news/china-rare-earth-price-index-holds-near-recent-highs-as-heavy-rare-e  ·  rareearthexchanges.com/news/humanoids-are-entering-the-hype-peak-and-china-controls-the-magnets-  ·  s203.q4cdn.com/212931576/files/doc_downloads/2026/03/PH_-INSIGHTS_Wk-37_Fri_Mar_06.pdf  ·  semiconalpha.substack.com/p/sumco-q1-fy2026-largely-as-expected  ·  semiconductorinsight.com/blog/ajinomoto-ramps-up-abf-substrate-production-amid-surging-semicondu  ·  semiengineering.com/key-technologies-to-extend-euv-to-14-angstroms/  ·  semiengineering.com/many-options-for-euv-photoresists-no-clear-winner/  ·  semiengineering.com/scaling-memory-with-molybdenum/  ·  semiwiki.com/semiconductor-services/techinsights/301173-vlsi-technology-symposium-imec-alternate  ·  smithweb.com/market-intelligence/helium-shortage-update-april-9-2026/  ·  source.benchmarkminerals.com/article/drc-to-lift-cobalt-export-ban-and-impose-quotas-through-202  ·  source.benchmarkminerals.com/article/ex-china-rare-earths-premium-to-grow-especially-for-heavies  ·  theoregongroup.com/commodities/copper/international-copper-study-group-warns-of-150000t-deficit-  ·  theoregongroup.com/commodities/rare-earths/rare-earth-prices-surge-as-china-keeps-export-restric  ·  theoregongroup.substack.com/p/can-copper-hit-15000-in-2026  ·  airliquide.com/group/press-releases-news/2026-07-28/h1-2026-results-acceleration-second-quarter-  ·  argusmedia.com/en/news-and-insights/latest-market-news/2791031-ta-prices-surge-on-capacitor-dema  ·  atlaspcb.com/news/news-ajinomoto-abf-substrate-price-increase-2026/  ·  businesswire.com/news/home/20241010766052/en/Sibelco-Restarts-Production-and-Customer-Shipments-  ·  commerce.gov/news/press-releases/2025/01/department-commerce-announces-chips-incentives-award-he  ·  csis.org/analysis/rare-earth-export-restrictions-one-year-later  ·  ctol.digital/news/tungsten-hexafluoride-wf6-shortage-hidden-crisis-threatening-ai-semiconductor-  ·  digitimes.com/news/a20260715VL220/sk-siltron-production-wafer-300mm-plant.html  ·  fastmarkets.com/insights/china-suspends-export-prohibition-on-superhard-materials-us/  ·  forbes.com/sites/maryroeloffs/2024/10/11/quartz-mining-resumes-in-north-carolina-after-hurricane  ·  gasworld.com/story/linde-backlog-nears-10bn-as-project-rollout-continues/2248608.article/  ·  globalpolicywatch.com/2026/02/heavy-rare-earth-elements-rising-supply-chain-risks-and-emerging-p  ·  heraeus-covantics.com/products-and-solutions/products-for-key-markets/products-for-semiconductor  ·  imarcgroup.com/xenon-price-trend  ·  indexbox.io/blog/icsg-forecasts-copper-market-surplus-in-2026-and-2027/  ·  investing.com/news/company-news/air-liquide-h1-2026-slides-electronics-boom-drives-record-backlo  ·  investing.com/news/transcripts/earnings-call-transcript-entegris-tops-q2-2026-forecasts-and-shar  ·  investing.com/news/transcripts/earnings-call-transcript-globalwafers-posts-strong-q2-2026-growth  ·  investing.com/news/transcripts/earnings-call-transcript-sumco-misses-q1-2026-expectations-stock-  ·  investing.com/news/transcripts/earnings-call-transcript-wacker-chemie-lifts-2026-outlook-after-s  ·  linde.com/news-and-media/2026/linde-to-invest-$1-billion-to-support-major-u,-d-,s,-d-,-semicondu  ·  metalnomist.com/2026/07/icsg-copper-surplus-forecast-challenges.html  ·  mining-technology.com/news/china-rare-earth-export-pause-nears-expiry-amid-persistent-supply-con  ·  mordorintelligence.com/industry-reports/chemical-mechanical-polishing-pad-market  ·  mordorintelligence.com/industry-reports/high-k-and-cvd-ald-metal-precursors-market  ·  nist.gov/chips/hemlock-semiconductor-michigan-hemlock  ·  openpr.com/news/4467347/global-epoxy-molding-compound-in-semiconductor-packaging  ·  phoenixrefining.com/blog/how-ruthenium-quietly-doubled-in-price  ·  pillsburylaw.com/en/news-and-insights/china-suspends-export-controls-critical-minerals-related-i  ·  prnewswire.com/news-releases/bonding-wires-market-growth-accelerates-with-palladium-coated-coppe  ·  procurementresource.com/resource-center/neon-gas-price-trends  ·  recyclingtoday.com/news/copper-icsg-recycling-output-refining-supply-demand-2026-2027/  ·  resonac.com/corporate/semiconductorbackendmaterials.html  ·  semi.org/en/semi-press-release/semi-forecasts-69-percent-growth-in-advanced-chipmaking-capacity-  ·  semi.org/en/semi-press-release/semi-reports-global-300mm-fab-equipment-spending-expected-to-tota  ·  semi.org/en/semi-press-release/semi-reports-worldwide-silicon-wafer-shipments-increase-13-percen  ·  semi.org/en/semi-press-release/semi-reports-worldwide-silicon-wafer-shipments-increase-7.4-perce  ·  sibelco.com/en/news/sibelco-provides-an-update-on-the-expansion-of-its-spruce-pine-usa-high-puri  ·  siltronic.com/fileadmin/investorrelations/2026/Q2/20260730_Press_release_Wafer_demand_supports_2  ·  tbsnews.net/worldbiz/middle-east/qatars-ras-laffan-lng-site-may-not-fully-resume-august-1408871  ·  techinsights.com/blog/techinsights-critical-subsystems-quartz-summary-platform  ·  techtimes.com/articles/317208/20260526/china-rare-earth-export-controls-april-curbs-still-bite-a  ·  techtimes.com/articles/318859/20260624/sk-siltron-fires-new-wafer-capacity-rivals-pause-betting-  ·  techtimes.com/articles/320577/20260715/asml-raises-full-year-guidance-intel-ships-first-high-na-  ·  thelec.net/news/articleView.html?idxno=10021  ·  thelec.net/news/articleView.html?idxno=11210  ·  thelec.net/news/articleView.html?idxno=12207  ·  thelec.net/news/articleView.html?idxno=12641  ·  thelec.net/news/articleView.html?idxno=12856  ·  tomshardware.com/tech-industry/china-suspends-ban-on-rare-earth-exports-to-us-but-licensing-rema  ·  tomshardware.com/tech-industry/jsr-builds-first-taiwan-photoresist-plant-as-japanese-materials-m  ·  tomshardware.com/tech-industry/qatar-helium-shutdown-puts-chip-supply-chain-on-a-two-week-clock  ·  trendforce.com/news/2025/12/03/news-japan-rumored-to-curb-photoresist-exports-as-china-targets-4  ·  trendforce.com/news/2026/03/12/news-peric-special-gases-drives-chinas-tungsten-gas-push-amid-mem  ·  trendforce.com/news/2026/03/17/news-china-pushes-advanced-photoresist-as-xuzhou-b-mass-productio  ·  trendforce.com/news/2026/06/12/news-key-semiconductor-gas-wf%E2%82%86-prices-reportedly-surge-ov  ·  wacker.com/cms/media/en/documents/pressrelease-pdf/pm2026/wacker_fy2025.pdf
W2 semicap equipment — 97 distinct URLs
asiatimes.com/2026/07/chinas-duv-lithography-still-lags-asml-by-four-generations/  ·  bits-chips.com/article/nikon-aims-to-challenge-asmls-dominance-in-arf-immersion/  ·  bits-chips.com/article/zeiss-dismisses-bottleneck-concerns/  ·  briefglance.com/articles/veeco-axcelis-merger-wins-shareholder-nod-faces-final-china-hurdle  ·  en.wikipedia.org/wiki/Carl_Zeiss_SMT  ·  frontiermap.substack.com/p/asml-the-supply-chain-behind-the  ·  futurumgroup.com/insights/teradyne-q2-fy-2026-doubles-semiconductor-test-revenue-on-ai-compute-a  ·  global.canon/en/news/2024/20240926.html  ·  investor.axcelis.com/news-releases  ·  investor.axcelis.com/news-releases/news-release-details/axcelis-technologies-and-veeco-instrumen  ·  investors.teradyne.com/news-events/press-releases  ·  ir.appliedmaterials.com/financial-information/quarterly-results  ·  ir.appliedmaterials.com/news-releases/news-release-details/applied-materials-announces-second-qu  ·  ir.kla.com/news-events/press-releases  ·  jp.mitsuichemicals.com/en/release/2024/2024_0528_1/index.htm  ·  kantenna.com/topic/japan-semiconductor-equipment-global-market-share-expansion-2026  ·  karimalmansour.substack.com/p/on-mask-blanks-and-the-substrate  ·  lumenalpha.substack.com/p/besi-asmpt-hanmi-and-hanwha-what  ·  marklapedus.substack.com/  ·  marklapedus.substack.com/p/tekscend-breaks-ground-on-new-mask  ·  marklapedus.substack.com/p/the-latest-news-in-lithography-2ef  ·  marklapedus.substack.com/p/whats-the-outlook-for-the-semi-equipment  ·  metrology.news/zeiss-group-reports-revenue-growth/  ·  news.alphastreet.com/mks-instruments-inc-mksi-q2-2026-earnings-call-transcript/  ·  newsroom.intel.com/corporate/ims-investment-sept-2023-news  ·  newsroom.intel.com/corporate/intel-sell-minority-stake-ims-bain-capital  ·  newsroom.lamresearch.com/  ·  ninescrolls.com/news/chinese-etch-and-deposition-vendors-surge-in-q1-2026-piotech-revenue-up-57  ·  optics.org/news/6/6/31  ·  optics.org/news/8/10/6  ·  ourbrand.asml.com/asset/9078cf4d-91fd-4dd9-a5d5-d1caab6dc046/2026_07_15_Presentation-Investor-Re  ·  semiengineering.com/next-gen-mask-writer-race-begins/  ·  sharedresearch.jp/en/companies/6871  ·  siliconsemiconductor.net/article/118084/AI_boom_provides_SUSS_MicroTec_with_record_orders_for_te  ·  thenextweb.com/news/asml-slides-china-duv-lithography-tool-production  ·  theteardown.co/lasertec  ·  advantest.com/investors  ·  afslaw.com/perspectives/alerts/bis-revokes-veu-authorizations-foreign-owned-chip-factories-china  ·  alphaspread.com/security/aex/asml/investor-relations/earnings-call/q2-2026  ·  asm.com/downloads/25242322-quarterly-reports/2026-q2-quarterly-report  ·  asml.com/en/company/about-asml/cymer  ·  asml.com/en/news/press-releases  ·  asml.com/en/news/press-releases/2026/q2-2026-financial-results  ·  asml.com/en/news/press-releases/2026/q4-2025-financial-results  ·  barchart.com/story/news/1859420/camtek-s-metrology-dominance-in-advanced-packaging-hits-its-firs  ·  besi.com/investor-relations/press-releases/  ·  besi.com/investor-relations/press-releases/details/be-semiconductor-industries-nv-announces-q2-2  ·  bloomberg.com/news/articles/2026-08-03/asml-supplier-zeiss-says-it-can-handle-demand-for-key-ai-  ·  businesswire.com/news/home/20260803990655/en/Ichor-Holdings-Ltd.-Announces-Second-Quarter-2026-F  ·  caixinglobal.com/2026-01-29/asml-expects-china-revenue-drop-following-backlog-fueled-surge-10240  ·  chipestimate.com/IMS-Nanofabrication-Announces-Participation-of-TSMC-in-1345796160/Semiconductor  ·  coherent.com/news/blog/euv-lithography  ·  digitimes.com/news/a20250310PD237/naura-technology-ic-manufacturing-equipment-china-asml.html  ·  digitimes.com/news/a20260413PD214/revenue-taiwan-demand-2026-euv.html  ·  digitimes.com/news/a20260714PD204/king-yuan-revenue-demand-2026-sales.html  ·  digitimes.com/news/a20260722PD240/euv-demand-technology-laser-asml.html  ·  entegris.com/shop/en/USD/products/mask-and-reticle-handling/reticle-pods-and-purge-cabinets/1010  ·  evgroup.com/products/bonding/fusion-and-hybrid-bonding-systems/gemini-fb  ·  government.nl/latest/news/2025/01/15/klever-export-controls-on-advanced-semiconductor-manufactur  ·  horiba.com/ind/company/news/detail/news/4/2025/20250423-hmy/  ·  imec-int.com/en/press/imec-and-mitsui-chemicals-sign-strategic-partnership-agreement-commerciali  ·  implicator.ai/zeiss-oberkochen-asml-euv-optics-capacity/  ·  investing.com/news/company-news/advantest-q1-fy26-slides-record-results-raised-guidance-on-ai-de  ·  investing.com/news/stock-market-news/exclusivesamsung-sk-hynix-test-chinese-chip-tools-as-hedge-  ·  investing.com/news/transcripts/earnings-call-transcript-advanced-energy-tops-q2-2026-forecasts-s  ·  investing.com/news/transcripts/earnings-call-transcript-besi-q2-2026-results-lift-revenue-but-st  ·  investing.com/news/transcripts/earnings-call-transcript-ultra-clean-tops-q2-2026-estimates-share  ·  itiger.com/news/1191769209  ·  morningstar.com/company-reports/1492892-hoya-is-the-second-largest-eyeglass-lensmaker-and-the-do  ·  prnewswire.com/news-releases/consumable-parts-for-semiconductor-equipment-market-to-hit-usd-27-2  ·  semi.org/en/news-resources/press  ·  semi.org/en/semi-press-release/global-semiconductor-equipment-sales-forecast-to-reach-a-record-2  ·  semi.org/en/semi-press-release/global-total-semiconductor-equipment-sales-forecast-to-reach-a-re  ·  sidley.com/en/insights/newsupdates/2025/10/us-commerce-department-bureau-of-industry-and-securit  ·  squirepattonboggs.com/insights/publications/bis-issues-one-year-suspension-of-affiliates-rule-ex  ·  taipeitimes.com/News/biz/archives/2025/01/21/2003830547  ·  techinsights.com/blog/techinsights-critical-subsystems-ceramic-electrostatic-chucks-platform  ·  techtimes.com/articles/318013/20260609/sk-hynix-orders-hanmi-tc-bonder-45-griffin-hbm4-first-gri  ·  techzine.eu/news/infrastructure/133850/china-chases-canons-chipmaking-process-as-asml-alternativ  ·  tel.com/ir/library/  ·  thelec.net/news/articleView.html?idxno=2783  ·  tomshardware.com/tech-industry/semiconductors/china-begins-mass-production-of-domestic-immersion  ·  tomshardware.com/tech-industry/semiconductors/intel-becomes-the-first-company-to-ship-high-volum  ·  tomshardware.com/tech-industry/zeiss-expands-german-site-that-caps-asmls-euv-scanner-output  ·  tradingview.com/news/urn:summary_document_slides:quartr.com:3272839:0-hoya-record-revenue-and-pr  ·  trendforce.com/news/2025/09/05/news-chinas-chip-tool-maker-sicarrier-reportedly-hits-rmb65b-valu  ·  trendforce.com/news/2025/10/07/news-hybrid-bonder-equipment-market-reportedly-near-2b-by-2028-as  ·  trendforce.com/news/2025/12/30/news-samsung-sk-hynix-escape-worst-case-as-china-veu-ends-annual-  ·  trendforce.com/news/2026/01/12/news-chinas-domestic-chip-equipment-adoption-beats-2025-target-at  ·  trendforce.com/news/2026/05/01/news-behind-tsmcs-high-na-euv-deferral-low-na-stays-strong-custom  ·  trendforce.com/news/2026/05/20/news-asml-expects-first-high-na-euv-memory-logic-products-within-  ·  trendforce.com/news/2026/07/28/news-china-reportedly-starts-mass-producing-immersion-duv-tools-s  ·  trendforce.com/news/2026/08/03/news-amec-targets-60-high-end-market-coverage-within-five-years-a  ·  trendforce.com/news/2026/08/05/news-u-s-export-curbs-backfire-samsung-sk-hynix-reportedly-mull-a  ·  zeiss.com/semiconductor-manufacturing-technology/news-and-events/smt-press-releases.html  ·  zeiss.com/semiconductor-manufacturing-technology/news-and-events/smt-press-releases/2026/aims-eu  ·  zeiss.com/semiconductor-manufacturing-technology/news-and-events/smt-press-releases/2026/smt-cap
W3 eda ip fabless — 92 distinct URLs
arxiv.org/html/2411.10053v1  ·  deepmind.google/blog/how-alphachip-transformed-computer-chip-design/  ·  developer.nvidia.com/blog/building-a-zero-trust-architecture-for-confidential-ai-factories/  ·  en.wikipedia.org/wiki/AlphaChip_(controversy  ·  futurumgroup.com/insights/  ·  futurumgroup.com/insights/arm-q1-fy-2027-data-center-royalties-strengthen-as-agi-cpu-gains-tract  ·  futurumgroup.com/insights/astera-labs-q2-fy-2026-earnings-pull-scorpio-switch-leadership-forward  ·  futurumgroup.com/insights/cadence-q2-fy-2026-earnings-climb-on-agentic-ai-and-record-backlog/  ·  futurumgroup.com/insights/marvell-q1-fy-2027-raises-full-year-outlook-on-ai-data-center-demand/  ·  futurumgroup.com/insights/mediatek-q1-fy-2026-earnings-driven-by-ai-asic-ramp-visibility/  ·  futurumgroup.com/insights/sifive-and-nvidia-rewriting-the-rules-of-ai-data-center-design/  ·  futurumgroup.com/insights/synopsys-cadence-and-siemens-take-agentic-chip-design-autonomous-at-da  ·  futurumgroup.com/insights/synopsys-converge-is-the-new-synopsys-ready-to-own-multi-physics-desig  ·  futurumgroup.com/insights/synopsys-q2-fy-2026-ai-driven-chip-design-demand-lifts-outlook/  ·  gf.com/  ·  investor.cadence.com/news/  ·  investor.cadence.com/news/news-details/2026/Cadence-Reports-Second-Quarter-2026-Financial-Result  ·  investor.marvell.com/  ·  investor.synopsys.com/  ·  investor.synopsys.com/news/news-details/2026/Synopsys-Posts-Financial-Results-for-First-Quarter-  ·  investors.arm.com/  ·  investors.asteralabs.com/  ·  investors.broadcom.com/  ·  investors.broadcom.com/news-releases/news-release-details/broadcom-inc-announces-second-quarter-  ·  investors.credosemi.com/  ·  ir.amd.com/news-events/press-releases  ·  ir.amd.com/news-events/press-releases/detail/1295/amd-reports-second-quarter-2026-financial-resu  ·  ir.amd.com/news-events/press-releases/detail/1296/amd-acquires-taalas-to-advance-compute-solutio  ·  news.siemens.com/en-us/siemens-nvidia-dac-2026/  ·  news.synopsys.com/2026-07-26-Synopsys-Showcases-Comprehensive-Autonomous-Engineering-Workflows-f  ·  newsletter.semianalysis.com/  ·  newsletter.semianalysis.com/p/eda-market-primer  ·  newsletter.semianalysis.com/p/huawei-ascend-production-ramp  ·  newsletter.semianalysis.com/p/the-eda-primer-from-rtl-to-silicon  ·  newsletter.semianalysis.com/p/tpuv7-google-takes-a-swing-at-the  ·  newsroom.arm.com/  ·  newsroom.arm.com/news/arm-q1-fye27-results  ·  nvidianews.nvidia.com/  ·  nvidianews.nvidia.com/news/nvidia-announces-financial-results-for-first-quarter-fiscal-2027  ·  omdia.tech.informa.com/blogs/2026/apr/arm-steps-deeper-into-silicon-implications-for-the-semicon  ·  semiengineering.com/  ·  semiengineering.com/chiplet-standards-aim-for-plug-n-play/  ·  semiengineering.com/confidential-computing-to-secure-ai-workloads/  ·  techcrunch.com/2026/03/24/arm-is-releasing-its-first-in-house-chip-in-its-35-year-history/  ·  techcrunch.com/2026/08/05/anthropic-is-hiring-an-ai-chip-design-team/  ·  alchip.com/  ·  aol.com/articles/credo-crdo-q4-2026-earnings-223927803.html  ·  asiae.co.kr/  ·  chipestimate.com/How-AI-Based-Cadence-Cerebrus-Improves-Performance-and-Reduces-Area-for-TI/Cade  ·  cnbc.com/2025/07/03/us-lifts-chip-software-curbs-on-china-amid-trade-truce-synopsys-says-.html  ·  cnbc.com/2026/03/24/arm-launches-its-own-cpu-with-meta-as-first-customer.html  ·  cnbc.com/2026/07/13/goldman-sachs-picks-two-stocks-that-could-benefit-from-a-chip-designer-short  ·  computerworld.com/article/4076000/synopsys-to-eliminate-10-of-staff-following-ansys-integration.  ·  constellationr.com/blog-news/insights/google-cloud-starts-shipping-tpu-systems-becomes-chipmaker  ·  counterpointresearch.com/insight/qualcomm-acquiring-risc-v-chip-start-up-tenstorrent  ·  datacenterdynamics.com/en/news/arm-says-agi-cpu-demand-has-surpassed-2bn-reports-record-royalty-  ·  datacenterdynamics.com/en/news/synopsys-launches-ai-powered-eda-solutions-including-first-integr  ·  design-reuse.com/  ·  design-reuse.com/news/202528998-synopsys-cadence-and-siemens-resume-eda-supply-to-china/  ·  digitimes.com/news/  ·  digitimes.com/news/a20240424PD211/cadence-eda-empyrean-technology-siemens-eda-synopsys.html  ·  eetimes.com/armv9-and-css-royalties-drive-growth-in-1bn-arm-q1-earnings/  ·  eetimes.com/u-s-restricts-eda-software-sales-to-china/  ·  fool.com/earnings/call-transcripts/2026/06/03/broadcom-avgo-q2-2026-earnings-transcript/  ·  globenewswire.com/news-release/2026/05/27/3301698/0/en/alchip-technologies-reports-improved-firs  ·  hpcwire.com/off-the-wire/tenstorrent-announces-general-availability-of-galaxy-blackhole-ai-syste  ·  networkworld.com/article/4053000/google-is-selling-tpus-so-enterprises-can-run-ai-on-premises.ht  ·  nextplatform.com/  ·  nextplatform.com/2026/01/28/microsoft-takes-on-other-clouds-with-braga-maia-200-ai-compute-engin  ·  prnewswire.com/news-releases/ai-designed-chips-reach-scale-with-first-100-commercial-tape-outs-u  ·  prnewswire.com/news-releases/synopsys-posts-financial-results-for-second-quarter-fiscal-year-202  ·  qualcomm.com/news/releases/2025/12/qualcomm-completes-acquisition-of-alphawave-semi  ·  reuters.com/technology/key-products-huaweis-ai-chips-computing-power-roadmap-2025-09-18/  ·  scmp.com/tech/article/3315237/chinas-top-player-empyrean-eyes-opportunities-us-chip-curbs-design  ·  servethehome.com/sifive-to-adopt-nvlink-fusion-for-future-data-center-risc-v-cpu-designs/  ·  storagereview.com/news/cadence-millennium-m2000-supercomputer-accelerates-ai-driven-science-and-  ·  taipeitimes.com/News/biz/archives/2025/07/29/2003841000  ·  tcs.com/  ·  techtimes.com/articles/323112/20260805/ai-chip-design-era-ends-tsmc-affiliate-guc-posts-record-r  ·  theregister.com/2026/06/16/qualcomm_tenstorrent/  ·  thestack.technology/google-deepminds-alphachip-ai-creates-three-generations-of-tpus/  ·  tikr.com/blog/cadence-stock-fell-9-in-a-day-on-a-chinese-ai-chip-demo-heres-where-the-stock-coul  ·  tikr.com/blog/synopsys-is-building-a-new-ip-royalty-model-wall-street-hasnt-priced-it-in  ·  tomshardware.com/tech-industry/semiconductors/arm-launches-its-first-data-center-cpu  ·  tomshardware.com/tech-industry/semiconductors/huawei-ascend-npu-roadmap-examined  ·  trendforce.com/news/2025/08/19/news-empyrean-reportedly-unveils-chinas-first-full-process-eda-pl  ·  trendforce.com/news/2025/12/15/insights-cambricon-remains-chinas-top-ai-chip-startup-rumored-202  ·  trendforce.com/news/2026/01/30/news-metas-mtia-3-ai-chip-reportedly-tipped-for-2h26-debut-built-  ·  trendforce.com/news/2026/03/20/news-csps-accelerate-asic-push-in-2h26-challenging-nvidia-as-medi  ·  trendforce.com/news/2026/06/23/  ·  trendforce.com/presscenter/news/20260803-13161.html  ·  trendforce.com/presscenter/news/20260804-13166.html
W4 foundry memory — 75 distinct URLs
bits-chips.com/article/tsmc-to-raise-advanced-process-prices-by-up-to-10-percent/  ·  blocksandfiles.com/tag/cxl/  ·  drrobertcastellano.substack.com/p/tsmcs-2-nm-era-technology-leadership  ·  enkiai.com/ai-market-intelligence/smic-ai-chip-strategy-2026-inside-chinas-5nm-power-play/  ·  finance.biggo.com/news/38b5ef0b-a5e5-4634-b6a9-71bf2831f4e6  ·  fourweekmba.com/ai-intel-foundry-q2-2026-losses-narrowing/  ·  newsletter.semianalysis.com/p/huawei-ascend-production-ramp  ·  newsletter.semianalysis.com/p/isscc-2026-nvidia-and-broadcom-cpo  ·  pdpspectra.com/blog/tsmc-2nm-process-2026/  ·  presenc.ai/research/hbm-market-share-samsung-skhynix-micron-2026  ·  siliconanalysts.com/analysis/foundry-allocation-status-q1-2026  ·  siliconanalysts.com/data/hbm-pricing  ·  siliconanalysts.com/tools/hbm-analysis  ·  tech-insider.org/memory-chip-shortage-2026-ai-consumer-electronics/  ·  technode.com/2025/10/09/tsmc-sets-2nm-wafer-price-at-30000-far-below-earlier-50-increase-specula  ·  technode.com/2026/08/05/tsmcs-2nm-monthly-capacity-to-reach-100000-wafers/  ·  abhs.in/blog/china-duv-lithography-loophole-smic-huawei-near-frontier-chips-aei-april-2026  ·  abhs.in/blog/hua-hong-7nm-china-second-chipmaker-biren-ai-chips-2026  ·  ad-hoc-news.de/boerse/news/ueberblick/tsmc-s-capacity-conundrum-record-earnings-mask-the-cowos-s  ·  astutegroup.com/news/memory-shortages/ai-memory-shortage-drives-enterprise-ssd-prices-up-80/  ·  atlaspcb.com/news/news-tsmc-copos-cowos-advanced-packaging-capacity-2026/  ·  aztechcouncil.org/tsmc-arizona-fab21-already-making-4nm-chips/  ·  blocksandfiles.com/ai-ml/2026/07/16/huawei-could-become-a-dram-fabber/5273853  ·  blocksandfiles.com/disk/2026/07/30/seagate-hamring-customers-generating-more-and-more-/tb/528105  ·  blocksandfiles.com/flash/2026/08/07/sk-hynix-building-new-dram-and-nand-fabs/5284568  ·  cnbc.com/2025/08/22/intel-goverment-equity-stake.html  ·  digitimes.com/news/a20250827PD200/tsmc-2nm-taiwan-2026-2025.html  ·  digitimes.com/news/a20260105PD238/rapidus-packaging-2026-2nm-production.html  ·  eetimes.com/the-state-of-hbm4-chronicled-at-ces-2026/  ·  investing.com/analysis/the-end-of-cheap-memory-why-2026-marks-a-structural-shift-in-tech-economi  ·  investing.com/news/company-news/tsmc-q2-2026-slides-ai-demand-drives-record-margins-hpc-surges-2  ·  investing.com/news/transcripts/earnings-call-transcript-tsmc-lifts-2026-outlook-as-ai-demand-sta  ·  nbcnews.com/business/business-news/nvidia-invest-5-billion-intel-develop-chips-one-time-rival-rc  ·  nomadsemi.com/p/deep-dive-on-hbm  ·  sammyfans.com/2026/06/12/samsung-tsmc-chip-foundry-business-trendforce-q1-2026/  ·  semi.org/en/semi-press-release/semi-forecasts-69-percent-growth-in-advanced-chipmaking-capacity-  ·  techpowerup.com/341044/tsmcs-first-2-nm-node-customers-are-apple-amd-nvidia-and-mediatek-intel-m  ·  techpowerup.com/343529/tsmc-showcases-custom-c-hbm4e-n3p-logic-dies-target-double-efficiency  ·  techtimes.com/articles/320138/20260710/micron-pours-250-billion-us-dram-relief-starts-2027-not-t  ·  techtimes.com/articles/322032/20260729/globalfoundries-wins-300m-chips-award-scale-silicon-photo  ·  thediligencestack.com/p/memorys-200b-inflection  ·  tomshardware.com/pc-components/hdds/western-digital-is-already-sold-out-of-hard-drives-for-all-o  ·  tomshardware.com/tech-industry/artificial-intelligence/samsung-and-sk-hynix-warn-ai-driven-memor  ·  tomshardware.com/tech-industry/semiconductors/intel-18a-wafer-to-wafer-yield-issues-fixed-report  ·  tomshardware.com/tech-industry/semiconductors/tsmc-commits-another-100-billion-to-arizona-for-at  ·  trendforce.com/news/2025/11/25/news-samsung-reportedly-hits-55-60-2nm-yields-eyeing-an-edge-thro  ·  trendforce.com/news/2025/12/08/news-tsmcs-cowos-l-s-reportedly-fully-booked-osat-partners-step-u  ·  trendforce.com/news/2025/12/24/news-samsung-sk-hynix-reportedly-plan-20-hbm3e-price-hike-for-202  ·  trendforce.com/news/2026/01/15/news-tsmc-addresses-speculations-of-a-20-wafer-asp-increase-says-  ·  trendforce.com/news/2026/01/21/news-samsung-reportedly-moves-custom-hbm-logic-die-to-2nm-foundry  ·  trendforce.com/news/2026/01/23/news-samsungs-custom-hbm4e-design-reportedly-aimed-for-mid-2026-p  ·  trendforce.com/news/2026/03/20/news-sk-hynix-reportedly-weighs-tsmc-3nm-for-hbm4e-logic-dies-to-  ·  trendforce.com/news/2026/04/03/news-mature-node-prices-may-rebound-in-2026-but-inventory-overhan  ·  trendforce.com/news/2026/04/14/news-samsung-2nm-yields-reportedly-at-55-below-mass-production-th  ·  trendforce.com/news/2026/04/28/news-tsmc-cowos-wafer-asp-reportedly-nears-7nm-levels-advanced-pa  ·  trendforce.com/news/2026/06/02/news-samsung-accelerates-u-s-expansion-as-taylor-fab-targets-2027  ·  trendforce.com/news/2026/06/05/news-sk-hynix-reportedly-to-double-dram-capacity-to-1m-monthly-wa  ·  trendforce.com/news/2026/06/15/news-tsmc-cowos-supply-demand-gap-reportedly-seen-narrowing-from-  ·  trendforce.com/news/2026/07/13/news-samsung-reportedly-completes-tesla-ai5-tape-out-paving-the-w  ·  trendforce.com/news/2026/07/30/news-mass-production-and-capacity-expansion-accelerate-reshaping-  ·  trendforce.com/news/2026/08/03/news-tsmc-3nm-monthly-wafer-starts-to-hit-180k-by-early-4q26-on-s  ·  trendforce.com/presscenter/news/20250915-12714.html  ·  trendforce.com/presscenter/news/20251029-12758.html  ·  trendforce.com/presscenter/news/20260213-12929.html  ·  trendforce.com/presscenter/news/20260601-13070.html  ·  trendforce.com/presscenter/news/20260602-13074.html  ·  trendforce.com/presscenter/news/20260630-13127.html  ·  trendforce.com/presscenter/news/20260703-13134.html  ·  trendforce.com/presscenter/news/20260709-13140.html  ·  trendforce.com/presscenter/news/20260730-13158.html  ·  trendforce.com/presscenter/news/20260803-13161.html  ·  trendforce.com/presscenter/news/20260804-13166.html  ·  tweaktown.com/news/113004/memory-capacity-for-all-of-2027-has-reportedly-been-booked-and-sold-wi  ·  x.com/TheValueist/status/2054609402603217149  ·  x.com/dnystedt/status/2077209374603551075
W6 packaging substrates test — 71 distinct URLs
ats.net/en/investors/key-figures/  ·  futurumgroup.com/insights/teradyne-q2-fy-2026-doubles-semiconductor-test-revenue-on-ai-compute-a  ·  investors.formfactor.com/news-releases/news-release-details/formfactor-inc-reports-2026-second-q  ·  ir.amkor.com/news-releases/news-release-details/amkor-technology-reports-financial-results-secon  ·  sharedresearch.jp/en/companies/6871  ·  advantest.com/en/investors/  ·  ibiden.com/ir/  ·  ibiden.com/ir/items/en_kessannsetsumei2026Q1.pdf  ·  ibiden.com/ir/items/tannshinn2026Q1.pdf  ·  investing.com/news/company-news/advantest-q1-fy26-slides-record-results-raised-guidance-on-ai-de  ·  kyec.com.tw/en/Ir/Revenue  ·  shinko.co.jp/english/ir/  ·  shinko.co.jp/english/ir/faq/  ·  trendforce.com/insights/cpo-testing-market-opportunities  ·  trendforce.com/news/2023/08/25/news-nvidia-establishes-non-tsmc-cowos-supply-chain-umc-doubles-i  ·  trendforce.com/news/2025/02/24/news-tsmc-reportedly-sees-cowos-order-surge-with-nvidia-securing-  ·  trendforce.com/news/2025/03/10/news-samsung-reportedly-develops-glass-interposers-for-advanced-p  ·  trendforce.com/news/2025/04/01/news-japanese-firm-ajinomoto-to-invest-jpy-25-billion-by-2030-to-  ·  trendforce.com/news/2025/05/02/news-wafer-level-packaging-showdown-tsmc-scales-up-cowos-reticle-  ·  trendforce.com/news/2025/05/20/news-foxconn-invests-e250m-in-europes-first-fan-out-wafer-level-p  ·  trendforce.com/news/2025/07/10/news-tsmc-reportedly-to-break-ground-on-u-s-advanced-packaging-pl  ·  trendforce.com/news/2025/07/11/news-lg-innotek-unveils-copper-post-substrate-tech-for-slimmer-sm  ·  trendforce.com/news/2025/07/21/news-nikon-unveils-dsp-100-system-for-panel-level-packaging-suppo  ·  trendforce.com/news/2025/07/22/news-bt-substrate-fiberglass-prices-reportedly-eye-20-hike-amid-a  ·  trendforce.com/news/2025/07/30/news-cowop-a-game-changer-beyond-cowos-or-just-hype-pcb-makers-st  ·  trendforce.com/news/2025/09/04/news-resonac-teams-up-with-applied-materials-tel-and-other-chip-g  ·  trendforce.com/news/2025/09/12/news-foplp-trial-yields-reportedly-reach-90-at-powertech-as-tsmc-  ·  trendforce.com/news/2025/09/19/news-stmicroelectronics-joins-panel-level-packaging-race-with-new  ·  trendforce.com/news/2025/10/14/news-amkor-breaks-ground-on-usd-7-billion-advanced-semiconductor-  ·  trendforce.com/news/2025/11/10/news-tsmc-cowos-capacity-crunch-reportedly-pushes-u-s-ai-chipmake  ·  trendforce.com/news/2025/12/01/news-gold-and-ccl-price-surge-pressures-substrate-makers-driving-  ·  trendforce.com/news/2025/12/01/news-intel-reportedly-taps-amkors-songdo-facility-for-emib-packag  ·  trendforce.com/news/2025/12/17/news-rapidus-reportedly-to-unveil-glass-substrate-interposer-prot  ·  trendforce.com/news/2026/01/02/news-chinas-big-fund-phase-iii-backs-ic-substrate-maker-akm-meadv  ·  trendforce.com/news/2026/01/12/news-tsmc-may-reallocate-select-45-90nm-mature-node-capacity-to-c  ·  trendforce.com/news/2026/01/19/news-chinas-osat-giants-step-up-tongfu-microelectronics-to-raise-  ·  trendforce.com/news/2026/01/21/news-tsmc-advanced-packaging-capex-projected-to-grow-24-cagr-in-2  ·  trendforce.com/news/2026/01/30/news-cpo-emerges-as-the-new-sought-after-as-jcet-and-umc-secure-e  ·  trendforce.com/news/2026/03/18/news-nvidia-rubin-ultra-and-feynman-reportedly-to-boost-tsmc-soic  ·  trendforce.com/news/2026/03/23/news-asml-reportedly-eyes-hybrid-bonding-equipment-precision-edge  ·  trendforce.com/news/2026/03/26/news-naura-reportedly-unveils-hybrid-bonding-tool-at-semicon-chin  ·  trendforce.com/news/2026/04/01/news-jedec-reportedly-plans-to-relax-hbm-height-specs-to-900%c2%b  ·  trendforce.com/news/2026/04/16/news-tsmc-says-cowos-offers-industrys-largest-reticle-size-packag  ·  trendforce.com/news/2026/04/20/news-semiconductor-packaging-and-testing-capacity-race-intensifie  ·  trendforce.com/news/2026/04/23/news-china-osat-sj-semiconductor-reportedly-raises-rmb-5b-in-ipo-  ·  trendforce.com/news/2026/04/28/news-tsmc-cowos-wafer-asp-reportedly-nears-7nm-levels-advanced-pa  ·  trendforce.com/news/2026/04/29/news-sk-hynix-reportedly-completes-12-high-hybrid-bonding-hbm-val  ·  trendforce.com/news/2026/05/05/news-ase-powertech-kyec-capex-may-hit-nt370b-this-year-as-ai-driv  ·  trendforce.com/news/2026/05/05/news-intel-reportedly-scales-emib-expansion-in-u-s-vietnam-with-t  ·  trendforce.com/news/2026/05/06/news-ai-demand-tightens-ccl-supply-drives-advance-orders-price-hi  ·  trendforce.com/news/2026/05/08/news-ajinomoto-ramps-chip-packaging-push-with-%c2%a51-2b-land-buy  ·  trendforce.com/news/2026/05/11/news-sk-hynix-reportedly-tests-intel-emib-2-5d-packaging-with-hbm  ·  trendforce.com/news/2026/05/12/news-mediatek-reportedly-adopts-dual-packaging-strategy-with-inte  ·  trendforce.com/news/2026/05/13/news-iran-disruptions-reportedly-push-key-resin-materials-up-40-s  ·  trendforce.com/news/2026/05/19/news-equipment-maker-schmid-flags-tsmc-panel-level-packaging-push  ·  trendforce.com/news/2026/05/20/news-intel-says-emib-customers-back-substrate-prepayments-4-taiwa  ·  trendforce.com/news/2026/05/28/news-intel-reportedly-to-adopt-silicon-capacitors-in-2027-to-impr  ·  trendforce.com/news/2026/06/01/news-intel-advances-glass-substrate-push-with-3dgs-us3-3-billion-  ·  trendforce.com/news/2026/06/05/news-glass-substrates-eye-2027-launch-scale-toward-2030-as-cowos-  ·  trendforce.com/news/2026/06/09/news-sk-hynix-reportedly-places-44-2bn-won-tc-bonder-order-with-h  ·  trendforce.com/news/2026/06/11/news-ases-spil-acquires-nt2-8b-plant-amid-spillover-demand-from-t  ·  trendforce.com/news/2026/06/15/news-samsung-electro-mechanics-sees-18-annual-silicon-capacitor-m  ·  trendforce.com/news/2026/06/15/news-tsmc-cowos-supply-demand-gap-reportedly-seen-narrowing-from-  ·  trendforce.com/news/2026/06/17/news-nikon-develops-photo-assist-patterning-to-simplify-glass-sub  ·  trendforce.com/news/2026/06/17/news-tsmc-amkor-forge-10-year-arizona-advanced-packaging-partners  ·  trendforce.com/news/2026/06/24/news-umc-may-net-profit-surges-203-yoy-as-utilization-strength-dr  ·  trendforce.com/news/2026/06/25/news-ase-targets-foplp-mass-production-by-end-2026-launches-15-ex  ·  trendforce.com/news/2026/07/01/news-ase-reportedly-raises-advanced-packaging-quotes-by-more-than  ·  trendforce.com/news/2026/07/01/news-samsung-electro-mechanics-lands-krw-450b-1-year-mlcc-contrac  ·  trendforce.com/presscenter/news/20260803-13161.html  ·  trendforce.com/presscenter/news/20260804-13166.html
W7 interconnect optics — 77 distinct URLs
convergedigest.com/arista-q2-2026-ai-networking-scale-across-1-6t/  ·  convergedigest.com/astera-labs-ships-320-lane-scorpio-fabric-switch-for-ai-scale-up-clusters/  ·  convergedigest.com/broadcom-q2-fy2026-revenue-jumps-48/  ·  convergedigest.com/broadcom-ships-jericho4-enabling-distributed-ai-computing-across-data-centers  ·  convergedigest.com/broadcom-ships-tomahawk-6-the-first-102-4-tbps-data-center-switch/  ·  convergedigest.com/broadcom-ships-tomahawk-ultra-to-power-ai-scale-up/  ·  convergedigest.com/broadcom-unveils-scale-up-ethernet-sue-framework/  ·  convergedigest.com/cisco-debuts-liquid-cooled-102-4t-ethernet-systems-f/  ·  convergedigest.com/coherent-moves-6-inch-indium-phosphide-wafers-into-full-production/  ·  convergedigest.com/coherent-ramps-1-6t-optics-triples-indium-phosphide-capacity/  ·  convergedigest.com/coherent-secures-50m-chips-award-to-expand-texas-inp-fab/  ·  convergedigest.com/coreweave-details-rack-scale-engineering-for-nvidia-vera-rubin-nvl72/  ·  convergedigest.com/coreweave-microsoft-nebius-tesla-will-be-first-to-deploy-nvidia-spectrum-6-ne  ·  convergedigest.com/corning-ceo-outlines-cpo-and-npo-for-scale-up-scale-out-ai/  ·  convergedigest.com/corning-optical-communications-sales-jump-32-on-ai-data-center-demand/  ·  convergedigest.com/credo-revenue-jumps-157-as-ai-infrastructure-spending-accelerate/  ·  convergedigest.com/crehanscale-up-to-push-data-center-ethernet-switch-market-past-250b/  ·  convergedigest.com/delloro-ai-infrastructure-spending-pushes-2026-data-center-capex-above-1-tril  ·  convergedigest.com/delloro-ai-infrastructure-to-drive-high-end-router-market-to-19b-by-2030/  ·  convergedigest.com/delloro-ethernet-is-winning-against-infiniband/  ·  convergedigest.com/delloro-infiniband-sales-surge-in-q2-but-ethernet-holds-lead/  ·  convergedigest.com/delloro-ipodwdm-systems-market-forecast-to-reach-4-4-billion-by-2030/  ·  convergedigest.com/delloro-optical-transport-market-grew-to-16-billion-in-2025/  ·  convergedigest.com/delloro-optical-transport-market-to-surge-16-in-2026-on-ai-data-center-demand  ·  convergedigest.com/fcc-ban-chinese-optical-transceivers-ai-data-centers/  ·  convergedigest.com/globalfoundries-expands-scale-silicon-photonics-platform-with-300m-award/  ·  convergedigest.com/google-details-how-its-data-center-and-global-networks/  ·  convergedigest.com/google-unveils-8th-gen-tpus-ai-hypercomputer-with-million-scale-clusters/  ·  convergedigest.com/hpe-unifies-aruba-and-juniper-aiops-launches-102-4t-switch-1-6t-edge-router/  ·  convergedigest.com/lambda-evaluates-nvidia-quantum-x-photonics-cpo-switch/  ·  convergedigest.com/lumentum-revenue-soars-90-as-ai-data-center-optics-drive-record-quarter/  ·  convergedigest.com/lumilens-emerges-stealth-700m-ai-optics/  ·  convergedigest.com/macom-revenue-jumps-23-as-ai-optical-demand-accelerates/  ·  convergedigest.com/marvell-launches-102-4-tbps-teralynx-t100-switch/  ·  convergedigest.com/microsoft-details-network-silicon-and-data-center-architecture/  ·  convergedigest.com/microsoft-links-wisconsin-atlanta-data-centers-to-create-distributed-ai-super  ·  convergedigest.com/nokia-debuts-102-4t-data-center-switches-ready-for-1-6t-interfaces-ultra-ethe  ·  convergedigest.com/nvidia-and-corning-launch-massive-u-s-ai-optics-manufacturing-push/  ·  convergedigest.com/nvlink-6-becomes-the-backbone-of-rubin-rack-scale-ai-architecture/  ·  convergedigest.com/ocp-launches-optical-circuit-switching-subproject/  ·  convergedigest.com/ocp-releases-esun-1-0-spec-for-ethernet-based-scale-up-ai-fabrics/  ·  convergedigest.com/optica-executive-forum-copper-vs-optical/  ·  convergedigest.com/optica-executive-forum-metas-rethink-of-networking-optics-and-reliability/  ·  convergedigest.com/pecc-summit-lumentum-on-inp-optical-circuit-switching-and-high-power-lasers/  ·  convergedigest.com/ualink-2-0-adds-in-network-compute-chiplet-support-and-200g-performance/  ·  convergedigest.com/what-we-know-about-anthropics-infrastructure-commitments-so-far/  ·  convergedigest.com/zayo-nvidia-ai-network-backbone-8000-miles-fiber/  ·  newsletter.semianalysis.com/p/ectc2026  ·  nvidianews.nvidia.com/news/nvidia-announces-financial-results-for-first-quarter-fiscal-2027  ·  fibermall.com/store-21972-800g-qsfp-dd-osfp.htm  ·  fibermall.com/store-22001-1600g-osfp-osfp-xd.htm  ·  lightcounting.com/  ·  lightcounting.com/report/january-2026-optics-for-ai-clusters-366  ·  lightcounting.com/research-note/july-2026-co-packaged-and-near-packaged-optics-cponpo-451  ·  lightwaveonline.com/home/article/55393872/verizon-takes-on-1b-dark-fiber-data-center-deal-with-g  ·  lightwaveonline.com/home/news/55396062/cornings-ceo-says-data-center-scale-up-scale-out-represen  ·  stocktitan.net/news/AAOI/  ·  stocktitan.net/news/ANET/  ·  stocktitan.net/news/APH/  ·  stocktitan.net/news/COHR/  ·  stocktitan.net/news/FN/  ·  stocktitan.net/news/LITE/  ·  stocktitan.net/news/MRVL/  ·  trendforce.com/news/2026/03/27/insight-ofc-2026-connecting-the-world/  ·  trendforce.com/news/2026/04/16/news-sanan-announced-three-advances-in-optical-communications-bus  ·  trendforce.com/news/2026/04/23/news-yuanjies-share-price-surpasses-kweichow-moutais-hinting-at-a  ·  trendforce.com/news/2026/05/18/news-tsmc-targets-2h26-coupe-on-substrate-nvidia-could-eye-long-t  ·  trendforce.com/news/2026/05/22/news-huawei-takes-stake-in-inp-optical-chip-firm-milphoton-semico  ·  trendforce.com/news/2026/05/29/news-aixtron-received-multiple-orders-from-lumentum-due-to-ai-opt  ·  trendforce.com/news/2026/06/09/news-largan-expands-cpo-push-plans-september-fiber-array-pilot-li  ·  trendforce.com/news/2026/06/16/news-jx-advanced-metals-to-invest-jpy-120b-through-fy2030-expand-  ·  trendforce.com/news/2026/06/23/news-source-photonics-to-expand-optical-chip-and-module-productio  ·  trendforce.com/news/2026/07/08/news-tsmc-pic-capacity-seen-surging-to-25k-wafersmonth-by-2028-nv  ·  trendforce.com/news/2026/07/30/news-mass-production-and-capacity-expansion-accelerate-reshaping-  ·  trendforce.com/news/2026/08/06/news-inp-shortage-emerges-as-ai-optical-interconnect-bottleneck/  ·  trendforce.com/presscenter/news/20260803-13161.html  ·  trendforce.com/presscenter/news/20260805-13169.html
W8 power grid — 92 distinct URLs
developer.nvidia.com/blog/inside-nvidia-rubin-gpu-architecture-powering-the-era-of-agentic-ai/  ·  fervoenergy.com/news/  ·  fred.stlouisfed.org/data/APU000072610.txt  ·  fred.stlouisfed.org/data/PCU221122221122.txt  ·  fred.stlouisfed.org/data/PCU333611333611.txt  ·  fred.stlouisfed.org/data/PCU335311335311.txt  ·  fred.stlouisfed.org/data/PCU335313335313.txt  ·  heatmap.news/energy/amazon-gw-ranch  ·  insidelines.pjm.com/over-700-new-generation-projects-accepted-into-first-cycle-of-reformed-inter  ·  insidelines.pjm.com/pjm-board-directs-action-on-resource-adequacy-affordability-and-large-loads/  ·  insidelines.pjm.com/pjm-capacity-auction-procures-138318-mw-of-generation-resources-as-work-cont  ·  power.mhi.com/regions/amer/news/260515  ·  bloomenergy.com/news/  ·  bloomenergy.com/news/bloom-energy-and-oracle-expand-strategic-partnership-to-deploy-up-to-2-8-gw  ·  bloomenergy.com/news/brookfield-and-bloom-energy-expand-ai-infrastructure-partnership/  ·  clevelandcliffs.com/investors/news-events/press-releases/detail/700/cleveland-cliffs-reports-sec  ·  datacenterdynamics.com/en/analysis/rate-of-play-how-us-states-are-changing-the-rules-around-data  ·  datacenterdynamics.com/en/news/  ·  datacenterdynamics.com/en/news/aws-pulls-out-of-planned-data-center-campus-next-to-maryland-nucl  ·  datacenterdynamics.com/en/news/centerpoint-energy-raises-investment-plan-by-12bn-as-data-center-  ·  datacenterdynamics.com/en/news/circe-energy-secures-2gw-of-natural-gas-capacity-for-west-texas-d  ·  datacenterdynamics.com/en/news/dg-matrix-skeleton-technologies-partner-on-800v-dc-power-systems-  ·  datacenterdynamics.com/en/news/duke-energy-data-center-pipeline-grows-by-27gw-since-q4-2025/  ·  datacenterdynamics.com/en/news/everllence-to-supply-480mw-of-gas-engines-to-data-center-develope  ·  datacenterdynamics.com/en/news/googles-electricity-use-grew-37-percent-in-2025-largest-annual-ri  ·  datacenterdynamics.com/en/news/meta-inks-172mw-solar-ppa-with-lightsource-bp-in-acadia-parish-lo  ·  datacenterdynamics.com/en/news/musk-confirms-fourth-spacexai-data-center-in-memphis-company-star  ·  datacenterdynamics.com/en/news/nextera-raises-data-center-forecast-to-8gw-by-2032-at-florida-sub  ·  datacenterdynamics.com/en/news/openai-data-center-in-sydney-australia-abandons-plans-for-recycle  ·  datacenterdynamics.com/en/news/panasonic-to-expand-battery-module-manufacturing-in-response-to-s  ·  datacenterdynamics.com/en/news/pge-data-center-pipeline-more-than-doubles-to-127gw-compared-to-l  ·  datacenterdynamics.com/en/news/t5-data-centers-looking-to-deploy-fuel-cells-for-primary-power-at  ·  datacenterdynamics.com/en/news/tesla-promises-more-data-center-battery-sales-in-latest-earnings-  ·  datacenterdynamics.com/en/news/texas-governor-directs-puct-ercot-to-audit-all-data-centers-seeki  ·  datacenterdynamics.com/en/news/veolia-to-operate-350mw-gas-powered-microgrid-for-ohio-data-cente  ·  datacenterfrontier.com/energy/article/55394098/nuclear-momentum-meets-the-megawatt-test  ·  datacenterfrontier.com/energy/podcast/55392336/time-to-power-sage-geosystems-ceo-cindy-taff-on-g  ·  datacenterfrontier.com/hyperscale/article/55394688/nvidias-reported-50b-lease-and-the-nuclear-po  ·  datacenterfrontier.com/press-releases/article/55390838/siemens-and-fuelcell-energy-collaborate-t  ·  datacenterknowledge.com/data-center-site-selection/power-bottlenecks-push-data-centers-beyond-tr  ·  datacenterknowledge.com/energy-power-supply/how-ercot-s-post-crez-bet-is-reshaping-ai-infrastruc  ·  eia.gov/outlooks/aeo/  ·  eia.gov/outlooks/steo/  ·  eia.gov/outlooks/steo/pdf/steo_full.pdf  ·  eia.gov/todayinenergy/detail.php?id=65744  ·  eia.gov/todayinenergy/detail.php?id=66142  ·  energy-storage.news/a-turning-point-catl-and-hyperstrong-sign-60gwh-sodium-ion-agreement/  ·  energy-storage.news/australia-moves-to-legislate-net-generator-requirement-for-large-scale-data-  ·  energy-storage.news/bess-prices-set-to-increase-in-short-term-but-technology-will-continue-to-mo  ·  energy-storage.news/energy-north-submits-1gw-off-grid-hyperscale-data-centre-with-16gwh-of-batte  ·  energy-storage.news/enphase-co-founder-says-solid-state-transformer-can-ease-data-centre-power-p  ·  energy-storage.news/price-jump-chinese-firms-battery-cell-quotes-approach-0-4-rmb-wh-system-pric  ·  gevernova.com/news/press-releases/ge-vernova-expands-pennsylvania-manufacturing-facility-strengt  ·  gevernova.com/news/press-releases/ge-vernova-reports-second-quarter-2026-financial-results-raise  ·  latitudemedia.com/news/how-foreign-turbine-suppliers-are-gearing-up-for-a-us-geothermal-boom/  ·  latitudemedia.com/news/one-senate-democrats-answer-to-trumps-ratepayer-protection-pledge/  ·  latitudemedia.com/news/pjms-big-experiment-is-about-to-begin/  ·  nextplatform.com/compute/2026/05/27/not-so-fast-on-that-charge-for-800-volt-datacenter-power/524  ·  pjm.com/markets-and-operations/rpm  ·  power-eng.com/business/policy-and-regulation/pjm-capacity-auction-easily-hits-price-cap-again/  ·  power-eng.com/gas/as-turbine-queues-tighten-babcock-wilcox-sees-opening-for-boiler-steam-package  ·  power-eng.com/gas/data-centers-drive-record-surge-in-ge-vernova-power-equipment-orders-as-turbin  ·  power-eng.com/gas/turbines/baker-hughes-gas-turbines-to-support-up-to-1-8-gw-of-behind-the-meter  ·  power-eng.com/gas/turbines/gas-turbine-prices-climb-195-as-supply-crunch-reshapes-power-developm  ·  power-eng.com/gas/turbines/the-latest-on-gas-turbine-order-projections/  ·  power-eng.com/gas/turbines/turbine-delays-solving-the-puzzle-critical-to-an-affordable-reliable-  ·  power-eng.com/nuclear/westinghouse-electric-files-for-ipo-as-nuclear-demand-grows/  ·  power-eng.com/onsite-power/  ·  powermag.com/a-pioneering-approach-to-building-new-generation-resources/  ·  powermag.com/ais-obstacle-why-the-grid-cant-keep-pace-with-the-data-center-boom/  ·  powermag.com/rugged-switchgear-a-reliable-data-centers-bedrock/  ·  powermag.com/texas-audit-could-delay-49-8-gw-of-data-center-load-cost-projects-up-to-15-billion/  ·  se.com/ww/en/about-us/newsroom/news/  ·  siemens-energy.com/global/en/home/investor-relations.html  ·  stocktitan.net/news/BE/bloom-energy-reports-record-second-quarter-2026-financial-results-ldr8nkx  ·  stocktitan.net/news/CAT/chevron-signs-20-year-power-agreement-with-microsoft-for-west-texas-di0g  ·  stocktitan.net/news/CEG/constellation-reports-second-quarter-2026-rtppfjewi2nw.html  ·  stocktitan.net/news/ETN/eaton-reports-record-second-quarter-2026-results-with-strong-organic-ne2  ·  stocktitan.net/news/GEV/blue-energy-and-ge-vernova-accelerate-gas-plus-nuclear-approach-for-wr3j  ·  stocktitan.net/news/GEV/ge-vernova-completes-prolec-ge-acquisition-accelerating-ojer4rp8vm2w.htm  ·  stocktitan.net/news/GEV/xcel-energy-and-ge-vernova-announce-strategic-alliance-agreement-to-cppz  ·  stocktitan.net/news/POWL/powell-industries-announces-third-quarter-fiscal-2026-j2p62kk99k4f.html  ·  stocktitan.net/news/VRT/vertiv-expands-global-manufacturing-capacity-for-ai-ready-data-kr2w6isaw  ·  stocktitan.net/news/VRT/vertiv-reports-strong-second-quarter-2026-with-diluted-eps-growth-of-dnj  ·  utilitydive.com/news/aep-secures-13-gw-of-gas-turbines-as-generation-central-to-growth-plans/826  ·  utilitydive.com/news/doe-mulls-changes-to-biden-era-transformer-rule-raising-utility-concerns/82  ·  utilitydive.com/news/duke-energy-to-issue-10b-in-equity-to-capture-once-in-a-generation-gro/8270  ·  utilitydive.com/news/fate-of-oncors-nearly-300-gw-load-pipeline-unclear-following-texas-data-ce/  ·  utilitydive.com/news/southern-co-contracted-large-load-data-centers/826919/  ·  utilitydive.com/news/texas-hits-pause-data-center-interconnections/827046/  ·  utilitydive.com/news/xcel-energy-on-track-retail-sales-growth-this-year-executives-say/826705/  ·  utilitydive.com/topic/generation/
W9 thermal datacenter — 94 distinct URLs
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datacenterdynamics.com/en/news/amd-and-schneider-electric-launch-reference-standards-for-helios-  ·  datacenterdynamics.com/en/news/as-ai-capex-leads-us-economy-global-data-center-capex-projected-t  ·  datacenterdynamics.com/en/news/bridge-dc-launches-prefabricated-data-center-power-module/  ·  datacenterdynamics.com/en/news/coolit-claims-liquid-cooling-performance-breakthrough-with-2mw-cd  ·  datacenterdynamics.com/en/news/dcx-launches-8mw-cooling-distribution-unit/  ·  datacenterdynamics.com/en/news/earthjustice-led-coalition-urges-epa-to-reject-chemours-pfas-for-  ·  datacenterdynamics.com/en/news/gcm-expands-range-of-high-performance-heat-sinks-to-cater-for-liq  ·  datacenterdynamics.com/en/news/google-unveils-new-open-source-liquid-to-air-cooling-sidecar-for-  ·  datacenterdynamics.com/en/news/kstar-debuts-600kw-cdu-for-liquid-cooled-data-centers/  ·  datacenterdynamics.com/en/news/nidec-develops-300kw-in-rack-cdu/  ·  datacenterdynamics.com/en/news/nvidia-prepares-data-center-industry-for-1mw-racks-and-800-volt-d  ·  datacenterdynamics.com/en/news/nvidia-pushes-kyber-release-to-2028-following-manufacturing-conce  ·  datacenterdynamics.com/en/news/piping-specialist-georg-fischer-sees-liquid-cooling-orders-double  ·  datacenterdynamics.com/en/news/schneider-electric-and-motivair-launch-new-cdu/  ·  datacenterdynamics.com/en/news/schneider-releases-new-reference-designs-for-nvidias-gb300-nvl72/  ·  datacenterdynamics.com/en/news/two-phase-cooling-will-be-hit-by-epa-rules-and-3ms-exit-from-pfas  ·  datacenterdynamics.com/en/news/vertiv-acquires-prefab-enclosure-maker-bmarko/  ·  datacenterdynamics.com/en/opinions/800vdc-data-center-cooling-implications-infrastructure-evolut  ·  datacenterfrontier.com/cooling/article/55355651/from-row-level-cdus-to-facility-scale-cooling-dc  ·  datacenterfrontier.com/cooling/article/55356895/cooling-consolidation-hits-ai-scale-liquidstack-  ·  datacenterfrontier.com/cooling/news/55360274/coolings-new-reality-its-not-air-vs-liquid-anymore-  ·  datacenterfrontier.com/press-releases/article/55396442/dcf-trends-summit-2026-execution-took-the  ·  datacenterfrontier.com/sustainability/article/55353238/rethinking-water-in-the-ai-data-center-er  ·  digitimes.com/news/a20240423PD216/apple-supplier-growth-2024.html  ·  digitimes.com/news/a20240717PD200/ai-server-heat-dissipation-liquid-cooling-production-capacity.  ·  digitimes.com/news/a20241009PD231/foxconn-liquid-cooling-hon-hai-precision-industry-ai-server-fi  ·  digitimes.com/news/a20250102PD228/nvidia-gpu-liquid-cooling-design-2025.html  ·  digitimes.com/news/a20250617PD203/supply-chain-chassis-inwin-business-manufacturing.html  ·  digitimes.com/news/a20250630PD207/robot-production-development-2025-shipping.html  ·  digitimes.com/news/a20250731PD228/foxconn-taiwan-data-teco-data-center.html  ·  digitimes.com/news/a20251121PD203/pegatron-competition-capacity-infrastructure-demand.html  ·  digitimes.com/news/a20251201PD205/nvidia-jensen-huang-taiwan-odm-capacity.html  ·  digitimes.com/news/a20251208VL204/digitimes-asia-weekly-news-roundup-tsmc-intel-samsung-dram.htm  ·  digitimes.com/news/a20260120RS400/liquid-cooling-data-center-2026-development-cooling.html  ·  digitimes.com/news/a20260202PD226/cooling-nvidia-data-management-supply-chain.html  ·  digitimes.com/news/a20260213RS402/2025-server-shipments-market-shipments-demand.html  ·  digitimes.com/news/a20260312PD226/avc-liquid-cooling-chassis.html  ·  digitimes.com/news/a20260318PD231/nvidia-rubin-liquid-cooling-ai-server-launch.html  ·  digitimes.com/news/a20260408PD227/ai-server-liquid-cooling-heat-sink-demand-avc-revenue.html  ·  digitimes.com/news/a20260515PD200/auras-cooling-design-nvidia-revenue.html  ·  digitimes.com/news/a20260526PD210/testing-data-cooling-2026-infrastructure.html  ·  digitimes.com/news/a20260526VL211/sk-hynix-technology-hbm-cooling-chips.html  ·  digitimes.com/news/a20260602PD243/pegatron-nvidia-rubin-infrastructure-computex-2026.html  ·  digitimes.com/news/a20260603PD224/ai-server-cooling-demand-outlook-auras-avc.html  ·  digitimes.com/news/a20260608PD215/nvidia-rubin-ai-server-vapor-chamber-cooling-jentech-precision  ·  digitimes.com/news/a20260622RS400/cpo-bandwidth-digitimes-2027.html  ·  digitimes.com/news/a20260625PD219/infrastructure-lg-cooling-taiwan-liquid-cooling.html  ·  digitimes.com/news/a20260805PD247/auras-liquid-cooling-revenue-demand-2026.html  ·  digitimes.com/news/a20260805VL226/mitsubishi-electric-data-center-cooling-demand-production.html  ·  eaton.com/us/en-us/products/thermal-management-solutions/eaton-and-boyd-thermal.html  ·  munters.com/en-gb/news-media/press-releases/2026/exceptional-demand---external-headwinds-current  ·  prnewswire.com/news-releases/compass-datacenters-and-schneider-electric-announce-prefabricated-w  ·  prnewswire.com/news-releases/cooling-tower-market-worth-4-48-billion-by-2031---exclusive-report-  ·  prnewswire.com/news-releases/cpc-launches-everis-dc-full-flow-connectors-for-high-performance-ai  ·  prnewswire.com/news-releases/data-center-coolant-distribution-units-market-worth-7-74-billion-by  ·  prnewswire.com/news-releases/data-center-cooling-cdu-pumps-market-worth-1-84-billion-by-2032---e  ·  prnewswire.com/news-releases/data-center-liquid-cooling-manifolds-market-worth-6-33-billion-by-2  ·  prnewswire.com/news-releases/data-center-liquid-cooling-market-to-reach-us29-2-bn-by-2033-as-ai-  ·  prnewswire.com/news-releases/data-center-liquid-cooling-market-worth-27-65-billion-by-2033---exc  ·  prnewswire.com/news-releases/delta-unveils-integrated-power-cooling-and-infrastructure-architect  ·  prnewswire.com/news-releases/lg-electronics-earns-nvidia-ai-factory-validation-for-its-600kw-coo  ·  prnewswire.com/news-releases/modine-announces-landmark-4-billion-long-term-capacity-agreement-th  ·  prnewswire.com/news-releases/nautilus-data-technologies-named-nvidia-ai-factory-infrastructure-p  ·  prnewswire.com/news-releases/staubli-expands-us-manufacturing-and-reinforces-leadership-in-liqui  ·  prnewswire.com/news-releases/vertiv-introduces-new-modular-liquid-cooling-infrastructure-solutio  ·  prnewswire.com/news-releases/wiwynn-and-shinwa-controls-announce-strategic-collaboration-to-deli  ·  stocktitan.net/news/CAT/caterpillar-reports-second-quarter-2026-qbfandt6effc.html  ·  stocktitan.net/news/CMI/cummins-reports-strong-second-quarter-2026-results-raises-full-year-6ptz  ·  stocktitan.net/news/ECL/ecolab-closes-cool-it-acquisition-and-expands-ai-cooling-platform-as-g9l  ·  stocktitan.net/news/FLEX/  ·  stocktitan.net/news/JBL/  ·  stocktitan.net/news/JCI/johnson-controls-introduces-absorption-chiller-reference-design-3p7q44rg  ·  stocktitan.net/news/NVT/n-vent-expands-data-center-liquid-cooling-dfa88fuank8v.html  ·  stocktitan.net/news/SMCI/supermicro-expands-dcbbs-with-precision-engineered-ai-rack-series-to-h9  ·  stocktitan.net/news/SMCI/supermicro-provides-fourth-quarter-of-fiscal-year-2026-preliminary-ear2  ·  stocktitan.net/news/VRT/vertiv-expands-fluid-management-services-to-help-reduce-water-use-4e2iqi  ·  stocktitan.net/news/VRT/vertiv-expands-global-manufacturing-capacity-for-ai-ready-data-kr2w6isaw  ·  stocktitan.net/news/VRT/vertiv-increases-manufacturing-capacity-with-new-facility-in-45wrfbbusmb  ·  trendforce.com/news/2024/10/17/news-liquid-cooling-set-for-a-new-era-in-2025-with-penetration-pr  ·  trendforce.com/news/2025/08/19/news-nvidias-rubin-ultra-expected-to-adopt-immersion-cooling-mark  ·  trendforce.com/news/2026/06/01/news-vera-rubin-buildout-nvidia-reportedly-pushes-tsmc-above-20-r  ·  trendforce.com/news/2026/06/15/news-nvidia-google-may-be-first-to-adopt-800v-hvdc-initial-3q26-s