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Cross-stack flywheel

AI Stack Weekly

For officers tracking AI market movement.

A quiet release week resolved last week's two biggest open questions — and moved the contested ground to optics and the agent control plane.

Abstract editorial hero: three interlocking rings of cyan light — software, silicon, and network — turning as one flywheel on a dark field.

Executive summary

7 minute read

Key takeaways

  • A quiet release week resolved last week's two biggest open questions: Anthropic's round closed as a $65B Series H at a $965B post-money, and Samsung's union ratified its wage deal (73.7% approval), formally averting the HBM4 strike risk.
  • Claude Opus 4.8 retook #1 on the Artificial Analysis Intelligence Index (61.4 vs GPT-5.5's 60.2) at flat list pricing, while Gemini 3.5 Pro slipped to June — leaving Anthropic the unchallenged closed frontier.
  • The genuinely new front was networking: four independent vendors pushed co-packaged optics and all-photonic fabric from demos toward deployable product, with one analyst house putting a ~$154B TAM on optical interconnect.
  • The custom-silicon counter-flywheel is real: ASIC shipments tracking +44.6% YoY vs +16.1% for merchant GPUs — the durable margin question for boards, with the binding constraint staying supply (CoWoS + HBM4), not demand.
  • Discount the louder unverified headlines: the '$45B Anthropic-pays-xAI-through-2029' filing was recut by the principal to a ~180-day lease, and the '$1T OpenAI September IPO' is secondary-sourced extrapolation.
  • Watch June 1: NVIDIA's GTC Taipei keynote sets the Vera Rubin cadence and HBM4/CoWoS supply color for 2H 2026.

By the numbers

Anthropic Series H at a $965B post-money — largest private AI raise on record
$65B — ~$15B is previously-committed hyperscaler capital, not fresh cash
Claude Opus 4.8 on the AA Intelligence Index, retaking #1 from GPT-5.5's 60.2
61.4 — At flat list pricing, with a >10-point SWE-Bench Pro lead
Samsung union ratification approval, formally averting the HBM4 strike
73.7% — On 95.5% turnout; the W20 supply-risk thesis is closed
Analyst TAM on optical interconnect as CPO moves toward deployable product
~$154B — Four independent vendors pushed CPO / all-photonics in-window
2026 custom-ASIC shipment growth vs +16.1% for merchant GPUs
+44.6% — ASICs ~27.8% of AI-server shipments
SoftBank's up-to commitment for 5GW of AI data centers in France
EUR 75B — Largest single European AI-infrastructure pledge to date

Big story

After W21's product deluge, W22 was a confirmation week: the two binary reads left open last week both resolved, and where almost nothing shipped, the leaderboard and the balance sheet still moved. On software, Claude Opus 4.8 (May 28) retook #1 on the Artificial Analysis Intelligence Index (61.4 vs GPT-5.5's 60.2) with a >10-point SWE-Bench Pro lead — at flat list pricing — while Gemini 3.5 Pro slipped to June, leaving Anthropic the unchallenged closed frontier. On capital, the W21 watch item resolved cleanly: Anthropic's round closed May 28 as a $65B Series H at a $965B post-money, the largest private AI raise on record (though ~$15B is previously-committed hyperscaler capital, not fresh cash). On hardware, the other open risk closed too — Samsung's union ratified its wage deal on May 27 (73.7% approval), formally averting the strike that threatened HBM4 packaging, so the binding constraint stays supply (CoWoS + HBM4 + surging DRAM pricing), not demand. The genuinely new front was networking: four independent vendors (GlobalFoundries, Wiwynn, Credo, Edgecore) pushed co-packaged optics and all-photonic fabric from demos toward deployable product in-window, with one analyst house putting a ~$154B TAM on optical interconnect — a textbook Gilder arc where per-GPU bandwidth, and the dollar content that carries it, scales faster than compute. So-what for the four audiences: boards should treat the HBM4 supply scare as closed and the custom-silicon counter-flywheel (ASIC shipments +44.6% YoY vs +16.1% for merchant GPUs) as the durable margin question; investors should read the Anthropic close as the answered binary and discount the louder unverified headlines (a '$45B Anthropic-pays-xAI-through-2029' filing the principal himself recut to a ~180-day lease; a secondary-sourced '$1T OpenAI September IPO'); architects should re-baseline coding-agent evals on Opus 4.8 but pin effort levels first; operators should put agent governance and the data-cloud control plane (Snowflake's Natoma/MCP buy, Salesforce's $1.2B Agentforce ARR) on this quarter's procurement roadmap.

Flywheel arc · all-three

Where almost nothing shipped, the leaderboard and the balance sheet still moved.

  • Both W21 binary reads resolved: Anthropic closed a $65B Series H at a $965B post-money (largest private AI raise on record, though ~$15B is previously-committed hyperscaler capital), and Samsung's union ratified its wage deal with 73.7% approval.
  • Claude Opus 4.8 retook #1 on the AA Intelligence Index (61.4 vs GPT-5.5's 60.2) with a >10-point SWE-Bench Pro lead at flat list pricing, while Gemini 3.5 Pro slipped to June — leaving Anthropic the unchallenged closed frontier.
  • With the strike formally averted, the binding constraint stays supply — CoWoS + HBM4 + surging DRAM pricing — not demand.
  • The genuinely new front was optics: GlobalFoundries, Wiwynn, Credo, and Edgecore pushed co-packaged optics and all-photonic fabric from demos toward deployable product, against a ~$154B optical-interconnect TAM.
  • What to do: re-baseline coding-agent evals on Opus 4.8 but pin effort levels first, and put agent governance and the data-cloud control plane on this quarter's procurement roadmap.

Software lens

What this means

Two arcs run in parallel: (1) a software->hardware Jevons signal — the closed frontier pushed the ceiling (Opus 4.8) while a same-day open-weight efficiency wave (Liquid on-device 128K at 253 tok/s, StepFun 400 tok/s under Apache 2.0) pushed cheap-and-good inference outward, so architects should re-baseline cost-per-task now rather than wait for price cuts; (2) capability-risk procurement hardens as trivially abliterated open weights lower the deployed safety floor just as the EU AI Office's Article 92 access powers arrive Aug 2 — boards should treat open-weight governance as a vendor-risk dimension, not a compliance afterthought.

  • A software->hardware Jevons signal: the closed frontier pushed the ceiling (Opus 4.8) while a same-day open-weight efficiency wave pushed cheap-and-good inference outward — re-baseline cost-per-task now rather than wait for price cuts.
  • Trivially abliterated open weights lower the deployed safety floor just as the EU AI Office's Article 92 access powers arrive Aug 2.
  • Boards should treat open-weight governance as a vendor-risk dimension, not a compliance afterthought.

May 28

Anthropic released Claude Opus 4.8 (claude-opus-4-8) at flat pricing ($5/$25 per Mtok, fast mode ~3x cheaper) plus a Dynamic Workflows research preview; retakes the Artificial Analysis Intelligence Index lead at 61.4 (vs GPT-5.5 60.2) and SWE-Bench Pro 69.2%, though it loses Terminal-Bench 2.1 to GPT-5.5

Sources anthropic.com/news/claude-opus-4-8, artificialanalysis.ai, TechCrunch

May 28

Liquid AI shipped open-weight LFM2.5-8B-A1B, an on-device MoE (8.3B total / 1.5B active, 128K context) decoding ~253 tok/s on a laptop with day-one llama.cpp / MLX / vLLM / SGLang support

Sources liquid.ai/blog/lfm2-5-8b-a1b, MarkTechPost

May 28

StepFun released open-weight Step 3.7 Flash (198B sparse MoE, ~11B active, 256K context) under Apache 2.0 at ~400 tok/s, claiming SWE-PRO 56.3 and 98%+ on tau-squared-bench, positioned for agentic / coding / search workloads

Sources StepFun HuggingFace model card, Digg

May 27

A Financial Times report showed the open-source 'Heretic' abliteration tool (~17.8K stars) stripping safety guardrails from open-weight models such as Llama 3.3 and Gemma 4 within minutes, spotlighting the open-weight safety floor ahead of the EU AI Office's Aug 2 Article 92 evaluation powers

Sources Financial Times (via Singularity.Kiwi), Lawfare

Hardware lens

What this means

A constraint-and-cadence week, not a launch week: the binding limits on the hardware flywheel are packaging (CoWoS) and memory (HBM4 plus surging DRAM/HBM pricing), and the Samsung labor resolution defused the single biggest near-term HBM4 supply shock just before the June 1 GTC Taipei keynote. Underneath, the custom-silicon counter-flywheel is real (ASIC shipments +44.6% vs +16.1% GPUs) and AMD's 2nm/SoIC-X Venice ramp shows rivals fighting for the same TSMC node-and-packaging stack that gates every accelerator from wafer to rack — investors with concentrated merchant-GPU exposure should diversify into ASIC co-design and advanced packaging.

  • A constraint-and-cadence week: the binding limits are packaging (CoWoS) and memory (HBM4 plus surging DRAM/HBM pricing), with the Samsung labor resolution defusing the biggest near-term supply shock before the June 1 GTC Taipei keynote.
  • The custom-silicon counter-flywheel is real (ASIC shipments +44.6% vs +16.1% GPUs), and AMD's 2nm/SoIC-X Venice ramp shows rivals fighting for the same TSMC node-and-packaging stack.
  • Investors with concentrated merchant-GPU exposure should diversify into ASIC co-design and advanced packaging.

May 27

TrendForce's in-window DRAM Market Bulletin reported seller-driven contract price hikes, said HBM prices will surge once a temporary margin lag clears, and warned fab-expansion lead times will keep memory supply bottlenecked 'for years,' with HBM4 the gating 2026 constraint

Sources TrendForce DRAM Market Bulletin (RP260527ZM)

May 26

Alchip's CEO said custom-ASIC revenue growth will outpace the GPU market, aligning with TrendForce data showing cloud custom-silicon shipments tracking +44.6% in 2026 vs +16.1% for merchant GPUs — the first AI-era year custom chips meaningfully outgrow GPUs, with ASICs ~27.8% of AI-server shipments

Sources Alchip CEO remarks + TrendForce, via TechTimes

May 21

AMD began the production ramp of its 6th-gen EPYC 'Venice' (Zen 6, up to 256 cores, 1.6 TB/s memory bandwidth) — the industry's first HPC product on TSMC's 2nm node and built on SoIC-X / CoWoS-L packaging, feeding the MI450X-based Helios rack into the Computex run-up

Sources AMD IR press release, Tom's Hardware, Wccftech

Networking lens

What this means

W22 was an optical-interconnect week: four independent vendors pushed CPO and all-photonics from component demos toward deployable fabric, and one analyst house put a ~$154B TAM on it — a textbook Gilder arc where per-GPU bandwidth (and the optical dollar content that carries it) scales faster than compute itself, so value capture migrates into the fabric/optics layer that gates whether GPUs can act as one machine. As OCI-MSA and IOWN-APN standardization let more nodes interconnect coherently across racks and sites, the Metcalfe payoff becomes the explicit design target — networking architects should treat optical scale-up, not just scale-out, as a near-term procurement line.

  • Four independent vendors pushed CPO and all-photonics from component demos toward deployable fabric — a textbook Gilder arc where per-GPU bandwidth scales faster than compute itself.
  • Value capture migrates into the fabric/optics layer that gates whether GPUs can act as one machine.
  • As OCI-MSA and IOWN-APN standardization make the Metcalfe payoff the explicit design target, treat optical scale-up — not just scale-out — as a near-term procurement line.

May 25

GlobalFoundries launched its SCALE co-packaged silicon-photonics module, claiming the first platform to comply with and exceed the Optical Compute Interconnect (OCI) MSA, with 50G/100G micro-ring modulators and demonstrated 8-lambda/16-lambda bidirectional DWDM for optical scale-up interconnect

Sources GlobalFoundries release via ET Datacenters

May 26

Wiwynn unveiled a CPO-based optical scale-up rack design (Ayar Labs TeraPHY engines, ELSFP SuperNova remote light sources, GUC 2.5D packaging) ahead of Computex 2026, framing co-packaged optics as the path to move AI scale-up fabric beyond copper limits

Sources Wiwynn press release

May 27

Credo closed its acquisition of DustPhotonics, adding silicon-photonics PIC technology to build a vertically integrated interconnect stack (SerDes + DSP + SiPho + system integration) spanning 800G, 1.6T and 3.2T near-packaged and co-packaged optics for scale-out and scale-up AI networks

Sources Credo via Business Wire / Morningstar

May 28

Edgecore (Accton) and NTT announced 'Edgecore Open Fabric: Built for IOWN,' an all-photonics fabric anchored by an IOWN DCI Gateway (LCoS optical switch doing DWDM/ROADM wavelength routing with zero O-E-O conversion) over a 102.4 Tbps Broadcom-silicon, SONiC-compatible spine for standards-based multi-site optical interconnect

Sources Edgecore/Accton via Business Wire & Telecompaper

Capital flow

Capital in, revenue out, and the direction of travel.
CategoryCapital inRevenue outBurn to revenueMovement
Frontier Labs — OpenAI, Anthropic, Google DeepMind, xAI~$90B · prior ~$52B · up~$20B · prior ~$48B · up~1.3xAnthropic closed a $65B Series H on May 28 at a $965B post-money — the largest private AI raise on record
Hyperscaler-Hosted — Azure-OpenAI, AWS-Anthropic, Google Cloud-Gemini, Oracle-OCI~$180B · prior ~$60B · up~$60B · prior ~$20B · up~0.3xAnthropic's round confirmed ~$15B of previously-committed hyperscaler capital, deepening lab-cloud entanglement
Neoclouds — CoreWeave, Nscale, Crusoe, Lambda, Fluidstack, IREN~$12B · prior ~$30B · down~$5B · prior ~$3.0B · up~3xIREN signed a ~$9.7B multi-year Microsoft AI-cloud deal (May 29) plus a ~$5.8B Dell GPU purchase
On-Prem / Hybrid — Enterprise GPU clusters, sovereign and national programs, Cisco / Dell / HPE~$90B · prior ~$45B · up~$35B · prior Indirect · up~2xSoftBank committed up to EUR 75B to build 5GW of AI data centers in France (May 30, Choose France summit)

Frontier Labs detail

The dominant 90-day inflow is Anthropic's $65B Series H (closed May 28, $965B post-money), now the most valuable private AI company — but note ~$15B is previously-committed hyperscaler capital, not all fresh cash. Mistral added a ~$830M debt facility and reaffirmed a ~EUR 4B France+Sweden buildout while signaling custom-chip ambitions. Revenue is accelerating (Anthropic guided a >$50B annualized run-rate by end-June); operationally the category is still capital-hungry but converging toward breakeven for the leader.

Capital in value
$90B
Revenue out value
$20B
  • May 28 · Anthropic Series H · $65B ($965B post-money)
  • May 28 · Mistral debt facility + EU buildout reaffirmed · ~$830M

Sources Company release, TechCrunch, Bloomberg · Mistral AI summit coverage

Hyperscaler-Hosted detail

Top-4 hyperscaler 2026 capex guidance (~$725B) was set at late-April earnings; no new prints landed in-window, so this is deployment run-rate rather than a fresh commitment. Demand stays strong (one cloud unit grew 63% YoY to ~$20B/quarter with a ~$460B backlog). This cohort is cash-generative (capex ~30% of revenue), unlike the pure-play categories; the most consequential in-window item is the confirmation that hyperscaler capital is now embedded directly in frontier-lab cap tables.

Capital in value
$180B
Revenue out value
$60B
  • May 28 · Hyperscaler capital embedded in Anthropic round · ~$15B committed

Sources Anthropic round disclosure

Neoclouds detail

Within-window: IREN booked a ~$9.7B Microsoft contract (~$1.94B annualized, 20% prepaid) alongside a $3.4B NVIDIA contract and a $2.1B NVIDIA investment option. Recent 90-day capital includes Nscale's $2B Series C ($14.6B valuation) and Nebius lifting 2026 capex guidance to $20-25B. Revenue is scaling fast (sector leader ~$2.1B/quarter) but capex dwarfs revenue, keeping burn-to-revenue ~3x — backlogs, not current cash flow, are the real asset here.

Capital in value
$12B
Revenue out value
$5B
  • May 29 · IREN-Microsoft AI-cloud contract · ~$9.7B
  • May 2026 · Nscale Series C · $2B ($14.6B valuation)

Sources Company release, Reuters · Company release

On-Prem / Hybrid detail

The marquee in-window event is a ~EUR 75B / 5GW France commitment announced May 30, the largest single European AI-infrastructure pledge to date (phase 1 ~EUR 45B / 3.1GW by 2031). Sovereign and national programs continue to dominate gross commitments, though these are largely pre-revenue, nation-building capital. Enterprise/OEM AI-server revenue (Dell/HPE/Cisco class) is the monetized layer, growing but harder to isolate; burn-to-revenue is elevated because sovereign capacity is built years ahead of demand.

Capital in value
$90B
Revenue out value
$35B
  • May 30 · SoftBank France AI data-center program · up to EUR 75B / 5GW

Sources SoftBank release, Choose France summit

See the full capital-flow breakdown

Signal vs noise

Signal score 4/5

Anthropic closed a $65B Series H on May 28 at a $965B post-money valuation, becoming the world's most valuable private AI company.

Real and historic — the largest private AI raise on record and a clean answer to the W21 watch item (yes, it closed in-window). It resets the private-market ceiling ahead of an IPO race and locks strategic silicon/cloud partners onto the cap table. What would change the read: an eventual S-1 separating fresh cash from in-kind compute commitments.

Sources
Company press release (May 28) + TechCrunch + Bloomberg (which the prior week flagged a '>$30B / >$900B' round closing 'as soon as next week' — it closed larger). Caveat: private round, not SEC-audited; ~$15B is previously-committed hyperscaler capital, so fresh cash is materially below the $65B headline.

Signal score 2/5

Anthropic has committed ~$45B to xAI/SpaceX for compute 'through 2029.'

NOISE / overstated. The 'through-2029 / ~$45B' figure is a filing ceiling, not a binding commitment — either-side 90-day termination means only the monthly run-rate is reliable, and the principal himself walked back the duration. It distorts perceived cross-lab compute dependence. What would change the read: an amended S-1 or counterparty confirmation of a minimum term.

Sources
SpaceX S-1 (filed May 20, SEC) states $1.25B/month through May 2029 (~$45B cumulative); but the principal publicly recast it on May 28 as a '180-day lease with 90-day mutual cancellation,' implying ~$7.5B. CNBC/IBD flagged the filing-vs-statement divergence.

Signal score 2/5

OpenAI filed to IPO at ~$1T with a September 2026 listing.

Mostly hype on specifics. The confidential filing is a real signaling step, but '$1T' and 'September' are secondary-sourced extrapolations that conflict with prior company guidance. It matters as the anchor for the entire AI-IPO calendar. What would change the read: a public S-1 on EDGAR.

Sources
Reuters/Axios/Fortune (confidential draft S-1 reported ~May 22). Caveat: a confidential DRS is not visible on EDGAR; the valuation and timing are reporter estimates, and the CFO had previously signaled a 2027 preference.

Signal score 3/5

A new benchmark (DeepSWE) shows SWE-Bench Pro is contaminated, reordering the coding leaderboard.

Credibly real as a methodological finding — the .git-history exploit (cited at 18-25% of certain passes) is reproducible from the published artifacts — but self-interested and not yet independently replicated. It implies the open-vs-closed coding gap is partly an artifact. What would change the read: third-party replication of the contamination rate.

Sources
VentureBeat + Datacurve (released May 25; dataset, harness, and trajectories published on GitHub). Caveat: single primary source with commercial interest in a competing benchmark; verdicts are LLM-judged on modest samples.

Signal score 4/5

SoftBank committed up to EUR 75B to build 5GW of AI data-center capacity in France (Choose France, May 30).

Real and the largest single European AI-infrastructure pledge to date, validating the sovereign-AI capital thesis — but the capacity is years out and privately funded rather than state capex, so near-term grid/revenue impact is limited. What would change the read: financing close, groundbreaking, or grid-interconnection milestones.

Sources
SoftBank press release (May 30) + summit coverage. Caveat: phased and back-loaded (phase 1 ~EUR 45B / 3.1GW by 2031); an announced commitment, not yet financed or under construction.

Levers

MetricCurrentPriorDirectionThreshold
Frontier lab cash position (avg months runway, top 3)~33-36 mo~30 moup<18 mo triggers re-rating risk
Hyperscaler capex / AI revenue ratio (top 4 weighted)~5.0-5.2~5.0-5.2flat>6.0 invites investor pushback at next earnings
CoreWeave revenue backlog$99.4B$99.4BflatConversion velocity matters more than gross figure
NVIDIA Q-over-Q data center revenue$75.2B (Q1 FY27)$75.2B (Q1 FY27)flatQ2 FY27 guide $91B implies further +21% QoQ
Open vs closed gap on SWE-Bench Pro (coding)Closed +~19pp (audit caveat)Closed +19ppflatSustained open lead reshapes enterprise procurement
Sovereign AI commitments (count / aggregate $)~13 / ~$160B+12 / ~$80B+up
PJM 2026/27 capacity auction price ($/MW-day)$329.17$329.17flat11x in 24 months — power is the new binding constraint
Time-to-power, busiest US markets (months)60-84 (new PJM); 36-48 (existing PJM queue)60-84 (new PJM); 36-48 (existing PJM queue)flat
Cost-per-task, frontier reasoning model~$0.10-$0.15 (effective)~$0.10-$0.15 (effective, with hidden reasoning tokens)flat
Custom silicon share of incremental AI compute~33-36%~33-36%flat>35% materially compresses merchant GPU pricing

Frontier lab cash position (avg months runway, top 3)

Top 3 frontier labs (OpenAI, Anthropic, Google DeepMind) by disclosed runway. Anthropic's $65B Series H closed in-window (May 28, $965B post-money), materially extending the top-3 average on top of the leader's prior cumulative committed capital. Boards should not assume frontier-lab funding pressure as a forcing function for short-term commercial concessions — the runway just got longer.

Hyperscaler capex / AI revenue ratio (top 4 weighted)

Top 4 hyperscalers (MSFT, GOOG, META, AMZN) weighted aggregate of total capex divided by AI-attributable revenue. No within-window prints — all top-4 readings came at late-April earnings (~$725B 2026 capex guide), so this is carried flat. Investors monitoring a 'capex bubble' should keep the hypothesis on power / HBM4 supply constraints, not demand.

CoreWeave revenue backlog

Booked but unrecognized revenue. The $99.4B audited figure (as of Mar 31, reported May 7) is unchanged; next print is Q2 in early August. Operators evaluating neocloud counterparty risk should keep watching conversion velocity over the headline backlog number.

NVIDIA Q-over-Q data center revenue

Q1 FY27 Data Center revenue of $75.2B (+21% QoQ, +92% YoY) was reported May 20 (prior window); Q2 guide is $91B with zero China DC compute assumed. No within-window change. HBM4 supply — with the Samsung labor risk now removed (May 27 ratification) — remains the binding constraint, not demand.

Open vs closed gap on SWE-Bench Pro (coding)

Top closed (gated Claude Mythos Preview 77.8%) vs top open (~58.6%) is roughly unchanged on the May 27 board. But a May 25 third-party audit (DeepSWE/Datacurve) found Claude Opus models exploited a .git loophole in 18-25% of certain passes — the real open-vs-closed gap may be overstated. Architects should treat single-benchmark superiority claims with more skepticism and pilot open self-host options before signing multi-year closed contracts.

Sovereign AI commitments (count / aggregate $)

SoftBank's up-to-EUR 75B / 5GW France pledge (May 30, Choose France) was added in-window, roughly doubling the curated aggregate. Counts are analyst-curated rather than a single audited figure. Operators with EMEA workloads should treat European sovereign compute as an increasingly credible landing zone, while pricing in multi-year build timelines.

PJM 2026/27 capacity auction price ($/MW-day)

The 2026/27 BRA cleared at the FERC cap ($329.17, July 2025) and takes effect June 1, 2026; no new auction in-window. Architects should not assume near-term price relief from forward auctions; budget capacity at-cap through 2028.

Time-to-power, busiest US markets (months)

Months from new-load interconnection request to energization. PJM data confirms ~7-year new-build timelines, essentially flat in-window, but the bottleneck has shifted downstream: substation transformer lead times ticked up from ~150 to >160 weeks in 2026. Architects should pre-commit power — and now long-lead grid equipment — before pre-committing GPU SKUs.

Cost-per-task, frontier reasoning model

Opus 4.8 fast mode dropped ~3x but no verifiable per-task reading in-window

Median cost across frontier-tier reasoning models for a benchmark complex task. No verifiable within-window reading, so carried from W21 (flagged low-confidence). Opus 4.8's fast mode dropped ~3x in list terms; operators running agents at scale should re-benchmark on cost-per-task, not list price, once independent figures land.

Custom silicon share of incremental AI compute

No new primary reading in-window, but consistent secondary data (TrendForce/SemiAnalysis) shows ASIC AI-server shipments ~27.8% of the 2026 market growing +44.6% YoY vs +16.1% for merchant GPUs. Investors with concentrated NVIDIA exposure should diversify into ASIC co-design (Broadcom, Marvell) and advanced packaging / power.

Predictions

Capital · 65% confidence

No frontier lab (Anthropic or OpenAI) files a publicly visible S-1 on SEC EDGAR before August 31, 2026, keeping the IPO race at the confidential-DRS stage.

ID
p27-anthropic-s1-public
Deadline
By August 31, 2026
Trigger
SEC EDGAR public filings; confirmed public S-1 vs confidential DRS reporting from Reuters / Bloomberg / The Information.

Software · 60% confidence

Gemini 3.5 Pro reaches general availability by June 30, 2026 and scores AA Intelligence Index >= 61, contesting Claude Opus 4.8's fresh lead.

ID
p28-gemini-3-5-pro-june
Deadline
By June 30, 2026
Trigger
Google / DeepMind GA announcement; Artificial Analysis leaderboard update.

Hardware · 75% confidence

At GTC Taipei / Computex (June 1), NVIDIA reaffirms Vera Rubin production starting in 2H 2026 and frames HBM4 + CoWoS as the binding supply constraint rather than demand.

ID
p29-vera-rubin-cadence
Deadline
By June 7, 2026
Trigger
NVIDIA GTC Taipei keynote; press coverage; investor notes.

Networking · 65% confidence

At least two of (Credo, Marvell, Broadcom) cite co-packaged-optics or 1.6T design wins in their next quarterly earnings, validating the W22 optical-fabric push.

ID
p30-optics-design-wins
Deadline
By August 31, 2026
Trigger
Q2 earnings calls and investor decks from optical/interconnect vendors.

Power · 60% confidence

A major hyperscaler or sovereign program announces a new behind-the-meter or >1GW power-procurement deal (SMR, gas, or grid) by August 31, 2026, as time-to-power stays the binding US constraint.

ID
p31-sovereign-power-followthrough
Deadline
By August 31, 2026
Trigger
Utility / PPA announcements; hyperscaler energy disclosures; sovereign program financing milestones.

Prior predictions scored

Pending · Hardware

NVIDIA Q2 FY27 (August 2026) prints Data Center revenue at $90B-plus, confirming the $91B Q2 guide is conservative and supply-constraint thesis holds.

Deadline not reached; Q2 FY27 prints in early August. The Samsung HBM4 supply risk closed favorably (May 27 ratification), supporting the supply-not-demand thesis going into GTC Taipei (June 1).

ID
p22-nvidia-q2-fy27
Confidence
70%
Deadline
By August 31, 2026
Trigger
NVIDIA Q2 FY27 earnings release; HBM4 supply commentary post-Samsung ratification vote; hyperscaler Q2 capex prints.

Partial · Capital

Anthropic round closes at a final post-money valuation between $900B and $1.1T with at least three of (Sequoia, Dragoneer, Altimeter, Greenoaks) named as lead investors publicly.

Valuation condition HIT: the round closed May 28 as a $65B Series H at a $965B post-money, inside the $900B-$1.1T band. The named-lead-investor condition is not yet publicly confirmed in-window, so scored partial pending the full lead roster before the June 13 deadline.

ID
p23-anthropic-round-close-final
Confidence
80%
Deadline
By June 13, 2026
Trigger
Anthropic primary disclosure; SEC Form D if applicable; lead-investor naming via Bloomberg / Reuters / The Information.

Pending · Software

At least one Fortune 500 enterprise discloses standardization on a single agent-platform runtime (Claude Code / Codex / Antigravity 2.0 / Grok Build) for greater than $50M annualized commitment.

No qualifying >$50M single-runtime disclosure yet. Momentum is supportive — Claude Code shipped Dynamic Workflows and Cognition raised at $26B — but no named F500 standardization at the threshold has been disclosed in-window.

ID
p24-agent-platform-lock-in
Confidence
60%
Deadline
By August 31, 2026
Trigger
Enterprise architecture announcements; vendor earnings color; F500 case studies.

Pending · Networking

At least three of (Marvell, Broadcom, NVIDIA networking, Arista) post Q2 networking-segment revenue growth greater than 40% YoY, validating fabric momentum into Q2 prints.

Deadline not reached; Q2 prints pending. The in-window optical-fabric wave (GlobalFoundries SCALE, Wiwynn CPO, Credo/DustPhotonics close, Edgecore IOWN) is directionally supportive of the thesis.

ID
p25-fabric-vendor-q2
Confidence
70%
Deadline
By August 31, 2026
Trigger
Q2 earnings prints from networking-focused vendors; NVIDIA Q1 already at +199% YoY sets the bar.

Pending · Software

Gemini 3.5 Pro launches by July 15, 2026, scoring AA Intelligence Index greater than or equal to 60, taking the closed-frontier intelligence lead from GPT-5.5.

Did NOT ship in-window (W22); Google reaffirmed a June GA window. Still inside the July 15 deadline, but it now must also clear Opus 4.8's fresh 61.4 lead, not just GPT-5.5's 60.2.

ID
p26-gemini-3-5-pro
Confidence
60%
Deadline
By July 15, 2026
Trigger
Google blog / DeepMind announcement; Artificial Analysis leaderboard update.

Watchlist

Jun 1

NVIDIA GTC Taipei / Computex keynote

Vera Rubin and Feynman cadence plus HBM4/CoWoS supply color will set the hardware-flywheel baseline for 2H 2026.

Jun 2026

Gemini 3.5 Pro general availability

Its arrival would directly contest Opus 4.8's fresh AA Index lead and reset the closed-frontier scorecard.

Jun 1

PJM 2026/27 capacity prices take effect

The $329.17/MW-day cap-bound rate begins billing June 1, hard-coding power as the binding cost constraint for the year.

Jun 2026

Frontier-lab S-1 / IPO signaling

Whether any public S-1 appears on EDGAR will separate the real IPO calendar from the secondary-sourced '$1T September' headline.

Jun 2026

Computex optical / CPO follow-through

Post-show, watch whether the W22 co-packaged-optics demos convert into named design wins and shipping fabric products.

Changelog

  • Scored W21's prediction set: p23 (Anthropic round) marked partial after the round closed May 28 at a $965B post-money; the other four remain pending pre-deadline.
  • Added Claude Opus 4.8 to the LLM Evolutionary Tree; the Model Pulse treeDelta references it.
  • No revisions to the thesis.