Anthropic added $11B of ARR in ONE month, EBIT-positive on the print, and compute-rationing per token by 70% — unconstrained = $100-200B ARR today
Gavin Baker triangulated the Anthropic story across two podcasts in a single week (ILTB + All-In as guest besty). The print: $11B incremental ARR added in one month = combined-business-history Palantir + Snowflake + Databricks. EBIT-positive per the WSJ. The operating constraint disclosure: Opus is producing 70% fewer tokens per question — they're rationing intelligence to ration compute. Unconstrained run-rate = $100-150-200B today, meaning the $900B / $30B-raise at 18x revenue is actually ~5x unconstrained. SpaceX S1 filed: $1.75T valuation, $75B raise, June 12 IPO, Anthropic paying $15B/yr to rent Colossus. Andrej Karpathy joins Anthropic for recursive self-improvement. Cerebras opens day one at $63B as the only pure-play public AI-infra stock. Cursor Composer 2.5 (3 weeks of RL on Colossus 2) goes Pareto-dominant overnight = xAI/Cursor become the credible fourth frontier-lab. OpenAI may file S1 Friday. Orbital compute (Starlink V3 racks-in-space) + TerraFab (SpaceX/Tesla US fab) + DC-to-DC redesign = the structural answer to the power bottleneck. And the political-physics warning: 'for every Anthropic employee making $20-100M, 7,000 Block employees are being laid off' (Josh Browder).
The Threads
Issue 06 audit note (2026-05-28): This issue was patched after a Codex review showed it had buried the highest-conviction trade signal of the week (Gavin Baker’s cross-sectional pair trade) and that the deep-dive supporting it contained two fabricated specifics. The thread immediately below has been added, the Trade Docket section has been added, and the orbital-compute date claim has been corrected to match the source transcript. See
data/editorial/2026-05-24/weekly_allocation_ledger.jsonfor the full signal allocation.
The 1,000% multiple gap — Gavin’s cross-sectional pair trade
This is the highest-conviction single trade signal in Issue 06. It was buried in the original draft. The audit restored it.
Gavin Baker on ILTB (utt #1637-1666, ~63 min) — the cleanest investable observation of the week, in his own words:
“Cross-sectionally the valuations do not make sense. They just flat out do not make sense. They cannot all be true. You have semicap equipment companies trading at 40 times next quarter’s annualised earnings and DRAM companies trading at mid-single digit. At the peak of the last cycle that was like 5 verse 12. At one point it was like 3 verse 45. Those can’t both be true.”
And the named short leg (utt #1664-1665):
“It’s very hard to square that valuation with something like GE Vernova’s valuation because it builds in like an unfathomable amount of share loss for Nvidia.”
The pair structure:
| Cohort | Forward multiple (per Gavin) | What it implies |
|---|---|---|
| DRAM (SK Hynix, Samsung, MU) | mid-single-digit | Boom-bust cycle about to break |
| NVDA | ”essentially as cheap as it gets relative to the market in the last 10-12 years” (early-April reference) | Permanent share loss to Broadcom + AMD + custom silicon (per the GEV-implied math) |
| GEV + power · cooling · optical | implied “unfathomable Nvidia share loss” | AI shortage is permanent AND Nvidia loses share |
| Semicap basket (ASML / KLA / LRCX / AMAT) | 40x next-Q annualised | Same as above, more aggressive |
Historical baseline (verbatim from utt #1645-1646): “5 verse 12” at the last peak; “3 verse 45” at one point in history. Gavin’s own framing: “it’s not worth a 1,000% multiple gap” (utt #1654 · 3805s).
Why this is symmetric:
- If the cohort multiples are right (shortage is permanent), Nvidia + memory re-rate up.
- If Nvidia + memory multiples are right (cheap valuations correct), power/cooling/optical and semicap revert.
Long Nvidia + long memory wins both scenarios. GE Vernova is the named single-ticker short candidate; the broader power-cooling-optical-semicap cohort is the basket short.
Thesis machinery (the discipline this issue audit installs):
- Decision date: 2026-05-20 (Gavin’s ILTB recording)
- Wrong-if: memory cohort fails to expand multiple toward 8-10x earnings by 2027 earnings AND semicap basket sustains 35x+ through a full memory upcycle.
- Watch-trigger: TSMC capex guidance (Gavin’s named bubble indicator at utt #650 · 1560s), HBM contract renegotiations, semicap order revisions, NVDA / MU / SK Hynix earnings.
- Review date: 2026-08-24 (90 days post decision).
- Primary sources to check: TSMC monthly revenue release; Q2 2026 earnings of NVDA / MU / SK Hynix / ASML; GE Vernova investor day / power-grid backlog updates.
Reinforcing signal from the same episode (utt #402 · 963s): “watts shortage will probably begin to alleviate 27/28 and then I think orbital compute will really solve that.” The 2027-2028 watts-relief window adds a structural headwind to the short leg of this pair trade — power/cooling/optical names are not just over-multiple cross-sectionally, they’re at risk from the orbital alternative becoming credible during the buildout window.
Anthropic added $11B ARR in ONE month — and just turned EBIT-positive
Last week the Anthropic-trajectory story was triangulated three ways (Krishna Rao + Brad + Sacks). This week the triangulation deepened — same data point, three more vantage points, plus a new disclosure that collapses the bear case overnight.
Gavin Baker on ILTB — the strongest framing on the tape this year:
‘Anthropic added $11 billion of ARR. The three highest-profile SaaS companies of the last 10-12 years are Palantir, Snowflake, Databricks. Anthropic added their combined businesses in one month. Nothing like this has ever happened in the history of capitalism.’
Gavin Baker on All-In — 48 hours later — drops the bear-case-killer:
‘Anthropic was EBIT-positive per the WSJ in the most recent quarter. That’s a really important fact for the whole AI narrative — now you could see $200-300-400 billion of ARR at high margins across all the language models at the end of this year.’
EBIT-positive is the disclosure that retires the ‘circular funding / no real ROI’ bear case for the entire AI trade. The compound effect: OpenAI + Anthropic + Gemini + Cursor + xAI + open source aggregating to $200-400B of ARR at high margins this year. Andrew Feldman on No Priors confirms the demand side: OpenAI signed a $20B+ deal with Cerebras in 24 days (Thanksgiving eve → Dec 24 master agreement). ‘The art of the possible has been expanded by this push in a way I’d never have expected.’
Rory Stirling on 20VC translates this into the venture math: ‘Anthropic at $900B for $30B = 18x June revenue. If ARR multiples are still fair, a 10x/year grower that will clearly IPO is the best deal in the venture universe.’ Plus the deeper structural framing: for $1T of Anthropic+OpenAI ARR, you need 20% of every engineering salary OR 5-7% of every knowledge worker salary going to tokens. Salesforce at $300M is only 1/4 of the way there. Either token consumption 4x’s from here OR the model-company valuations are wrong.
Where I’d put numbers on this:
- Anthropic + OpenAI + Gemini aggregate ARR exceeds $300B exiting Q4 2026 [forecast: 2026-05-24-001] — Gavin’s framing is gospel-strong; verifying it is the trade. Confidence 0.60. (Update to Issue 04 forecast 2026-05-10-004 Anthropic-only $80B Q4 — bundle now more useful than single-lab.)
- At least one Mag-5 hyperscaler discloses Q3 2026 capex >$70B in earnings call [forecast: 2026-05-24-002] — the upward sloping curve hasn’t bent yet. Confidence 0.70.
- Within 6 months, at least 2 sell-side analysts upgrade Anthropic-secondary fair value to >$1.5T based on the EBIT-positive disclosure [forecast: 2026-05-24-003] — EBIT-positive is the multiplier-justifier. Confidence 0.65.
Opus is producing 70% fewer tokens per question — Anthropic is compute-rationed at $100-200B unconstrained ARR
The single most underdiscussed disclosure on the tape this week. Gavin Baker on ILTB:
‘Anthropic Opus is generating 70% less tokens for the exact same question. They have clearly deprecated the intelligence of Claude. Unconstrained, they’d be doing $100-150-200B today. So you might be buying it at more like 5x unconstrained run-rate revenue.’
This is the rosetta-stone disclosure that operationalises the Issue 05 ILTB Krishna-Rao ‘pricing-stability + Jevons-paradox Opus 4.5 price cut’. Reading them together: Anthropic dropped the Opus price at 4.5 launch because they were rationing the actual tokens delivered per question to ration compute. The price cut was paired with a quality cut. The compute floor is binding.
Implication for the $1T-ARR investment math: if Anthropic is already at $100-150-200B unconstrained, then the Issue 05 ‘Anthropic monopoly’ framing wasn’t speculation — it was understatement. The 10x/year trajectory through 2027 ($1T Sacks call) requires either compute uncorking (Colossus/Broadcom/Trainium ramps deliver) OR the rationing tightens further (Sonnet replaces Opus permanently for most workloads).
Rory Stirling’s 20VC framing is the demand-side mirror: Sam Altman’s $2M OpenAI-tokens-for-equity offer to every YC startup tells you OpenAI has surplus tokens; Anthropic doesn’t. The $300M/batch × 4 batches/year = $1.2B/year of foregone revenue = $20-30B of implied valuation hit. Anthropic can’t afford to make this offer. OpenAI can.
Brad’s complementary disclosure on the Issue 05 Altimeter CNBC hit — 30-40% of compute is delayed this year — closes the loop. The compute bottleneck is preventing $40-100B of run-rate revenue from materialising at Anthropic alone.
Where I’d put numbers on this:
- Anthropic releases an Opus 5 (or equivalent flagship) with a public ‘tokens per query’ metric higher than the current Opus by ≥2x within 12 months [forecast: 2026-05-24-004] — when the compute uncorks, the rationing reverses. Confidence 0.55.
- OpenAI tokens-for-equity programmes spread to at least 2 more startup accelerators within 6 months [forecast: 2026-05-24-005] — surplus-tokens-as-distribution is the new lab GTM. Confidence 0.65.
- The ‘Anthropic at ~5x unconstrained run-rate’ framing appears in at least 3 institutional research notes within 6 months [forecast: 2026-05-24-006] — Gavin makes ideas travel. Confidence 0.70.
SpaceX S1 + Cursor Composer 2.5 + Karpathy = xAI/Cursor as the fourth frontier lab
The Issue 04 Anthropic-OpenAI-Google-everyone-else AI-lab market structure just got a fourth credible entrant — and the timeline was 3-4 weeks.
The All-In disclosure: ‘Cursor Composer 2.5 — 3 to 4 weeks of reinforcement learning on Colossus 2 with Cursor’s coding-data corpus → Pareto-dominant. Cursor allegedly has more tokens of coding data than exist on the public internet. Same base model as 2 (Kimmy K.25). This is amazing.’ (Gavin Baker)
The structural read: xAI was ‘dead in the water’ on compute six months ago. Elon let Cursor onto Colossus. 3 weeks later, Composer 2.5 is on the Pareto frontier (the intelligence-vs-cost curve from Gavin’s ILTB framing). Add Grok Build (Grok’s harness, finally caught up to Claude Code + Codex). The frontier-lab list expanded from 3 to 4 inside one quarter, attributable entirely to compute-access shifts.
The SpaceX S1 disclosure locks it in. All-In coverage of the S1: $1.75T valuation, $75B raise, June 12 IPO (ticker SPCX, largest IPO ever). The S1’s Elon Web Services line — Anthropic paying SpaceX $1.25B/month = $15B/yr = $45B over 3 years for Colossus — confirms that the compute-supply side is now a 4-way market (Microsoft, Amazon, Google, SpaceX), not 3-way. Plus the Cursor acquisition adds $2-3B more.
Andrej Karpathy joining Anthropic is the matched move on the other side — the highest-profile mid-career hire to validate the Issue 05 Eric-Ries ‘LTBT is the talent moat’ thesis. Chamath: ‘Karpathy is one of the rare people that can be sent off and they just invent new things.’ Recursive self-improvement is the explicit mandate.
OpenAI may file S1 as soon as Friday (breaking news during the 20VC recording). If true, OpenAI + SpaceX + Anthropic + Cerebras + Cursor + xAI are all queueing public-market access in H2 2026 — the most concentrated cohort of AI IPOs in history.
Where I’d put numbers on this:
- SpaceX day-one market cap closes above $2T [forecast: 2026-05-24-007] — Polymarket has 71%, Lemkin says $5T, Stebbings $3T, Rory <$3T. Settling above $2T captures the consensus. Confidence 0.60.
- OpenAI files S1 within 6 months [forecast: 2026-05-24-008] — the leak suggests the urgency. Confidence 0.55. (Net update against Issue 05 forecast 2026-05-17-003 ‘Anthropic does NOT IPO in 2026’ at 0.65 — OpenAI may IPO first.)
- Cursor Composer 2.5 (or successor) holds a Pareto-frontier position on intelligence-vs-cost for at least 6 of the next 12 months [forecast: 2026-05-24-009] — Cursor data + Colossus compute = a durable competitive moat. Confidence 0.55.
- Karpathy publishes (paper or blog) on recursive self-improvement within 12 months of joining Anthropic [forecast: 2026-05-24-010] — he is a builder-in-public; mission-driven labs encourage publication. Confidence 0.70.
Orbital compute + TerraFab + DC-to-DC = the structural answers to the power bottleneck
Last week’s Issue 05 Brad-on-Altimeter ‘30-40% of compute is delayed; Tom Brady launches a data centre’ framing had the power bottleneck as the cycle-killer candidate. This week’s tape gives us three concrete structural answers — all from the same Gavin Baker + Andrew Feldman + Chamath orbit.
1. Orbital compute — Gavin’s most concrete reframe of the Watts problem:
‘A Blackwell rack weighs 3,000 lbs. 8 ft × 4 ft × 3 ft. SpaceX has shown an illustration — that’s the satellite. It’s a rack with 500-ft solar wings on each side, in a sun-synchronous orbit so the panels are always in the sun and the radiator is always in shadow. Racks in space connected by lasers through vacuum.’
Why it works: SpaceX operates 98-99% of all satellites in orbit; Starlink V3 = 20 kW (cooled today); scales to 60-100 kW = Blackwell rack equivalent; lasers between racks already on every Starlink. ‘Until you have floating Optimus, you don’t repair — but Starship will change the space economy in ways we can’t imagine.’ Gavin’s actual timing (utt #402 · 963s): “watts shortage will probably begin to alleviate 27/28 and then orbital compute will really solve that.” (A prior draft of this issue and the original deep-dive attributed an “H2 2028 to H1 2030” point prediction to Gavin — that quote does not appear in the source transcript and has been retracted.)
2. TerraFab — Gavin’s other disclosure: SpaceX + Tesla joint venture for world’s largest US fab, partnership with Intel for 50 years of institutional knowledge. ‘Elon will pull the A-teams at ASML / KLA Tencor / Lam Research / Applied Materials, recruit talent via Taiwan Town + Japan Town + Korea Town next to TerraFab, and bring manufacturing back. That’s not how Intel or Samsung think.’ Direct domestic complement to Helberg’s Pax Silica forward-deployed industrial base in the Philippines from Issue 05.
3. DC-to-DC power redesign — Chamath on All-In: ‘Forget all this DC-to-AC-to-DC nonsense that goes inside a data centre. If you could just do DC-to-DC, it requires a fundamental rearchitecture. Jensen needs a design partner and Elon becomes a natural partner.’ The TerraFab + Colossus + xAI + Nvidia integrated stack is exactly the kind of partner the rearchitecture requires.
The technical context comes from Reiner Pope on Dwarkesh — a teaching episode that walks the chip stack from gates to systolic arrays. Key disclosures: multiply-accumulate area scales quadratically with bit precision (Nvidia B300 acknowledged FP4 = 3x FP8); ‘a GPU is essentially a lot of tiny TPUs tiled across the whole chip’; MatX’s ‘splittable systolic array’ sits between Cerebras wafer-scale and Nvidia small-SM; scratchpad (TPU/Groq) vs cache (CPU) is the determinism-vs-flexibility trade. This is the engineering foundation for why TPU + Trainium + Nvidia all have a role in the Krishna Rao three-platform compute strategy from Issue 05.
Where I’d put numbers on this:
- At least one hyperscaler publicly commits to an orbital-compute pilot within 12 months [forecast: 2026-05-24-011] — Gavin: ‘Google, Anthropic, Amazon, Nvidia are all very convinced orbital compute is going to be reality.’ Confidence 0.45.
- TerraFab signs at least one named anchor customer (Nvidia, AMD, or hyperscaler) within 12 months [forecast: 2026-05-24-012] — anchor-customer disclosure is the credible-execution marker. Confidence 0.60.
- Within 18 months, Nvidia ships a rack-level product that uses DC-to-DC power distribution end-to-end [forecast: 2026-05-24-013] — Chamath’s framing reads as having inside-knowledge of the partnership. Confidence 0.55.
The political physics of AI wealth concentration
Two voices this week — Josh Browder on 20VC and Rory Stirling on the same 20VC news anchor — independently articulated the same political-physics risk that the AI trade has so far ignored. The compound thesis is the most-underpriced exogenous risk to the ‘Anthropic at $1T ARR’ scenario.
Josh Browder’s clearest line:
‘For every Anthropic employee who’s making 20 to 100 million, there’s 7,000 Block employees being laid off. It’s not sustainable. You can’t have 50,000 people with all the money. There could be a revolution in our lifetime.’
Rory’s parallel framing on the news anchor:
‘How do you think those 8,000 ex-Facebook employees are going to vote on the wealth tax next week? When you’ve been laid off by email at 4 AM because the CEO would prefer to buy $100M of machines than $100M of people — that politics is very different. You’re not thinking as much. You’re pretty pissed off.’
The receipts this week:
- Standard Chartered CEO: ‘No job losses, just job reductions in favour of the machines.’
- Matthew Prince (Cloudflare): laid off 20% of workforce, labelled them ‘the measurers’ — Chamath: ‘PR school of [redacted]. You reduce humans to a label and now they have a scarlet letter when they try to get a different job.’
- Zuckerberg’s ‘dystopian’ layoff of 8,000 + computer-monitoring framing for training Meta’s models.
- 3 commencement speeches were booed AI this week (including Eric Schmidt’s).
- Trump’s planned AI executive order was scrubbed an hour before announcement — would have required some federal supervision of frontier models.
The ‘reflation hiring’ charter framing from Jason on the 20VC news anchor: ‘We’ll get fit. We’ll replace our workflows. Then we’ll have a social obligation. We’ll have to reflate and hire thousands per tech leader to avoid social unrest.’ Andrew Feldman on No Priors quotes the dystopian alternative: ‘I have empathy for them. Being a CEO is extraordinarily lonely.’ But the political math is asymmetric — voters don’t care if CEOs are lonely.
Josh Browder’s positional-goods reframe is the cleanest investment implication: ‘Absolute goods stay the same — apartments, food. Positional goods explode — 8 houses on the best road in SF, 8 Delta first-class seats.’ The AI-era wealth differential will show up as a positional-goods price explosion, not broad real-estate inflation. Plus: ‘Take all your money and buy land.’
Where I’d put numbers on this:
- A US Federal AI-specific tax or job-protection bill is introduced (not necessarily passed) within 12 months [forecast: 2026-05-24-014] — political momentum is real even if execution is slow. Confidence 0.65.
- At least one Fortune-100 CEO publicly announces a ‘reflation hiring’ programme tied to AI restructure within 12 months [forecast: 2026-05-24-015] — the social-charter framing will gain traction. Confidence 0.40.
- SF positional-goods (top decile single-family homes >$10M) median sale price rises ≥15% YoY through end of 2026 [forecast: 2026-05-24-016] — Browder’s framing is directly testable. Confidence 0.50.
- Polymarket adds an ‘AI executive order signed by Dec 31 2026’ contract that trades <30% at any point in the next 6 months [forecast: 2026-05-24-017] — the scrubbed EO + political optics make this a real possibility. Confidence 0.55.
Cerebras as the only public-market AI-infra pure-play — execution becomes the risk
The Issue 06 audit identified that Andrew Feldman on No Priors was under-extracted in the original draft — Cerebras went straight from episode summary to weekly-issue support colour. The deep-dive that should have existed would have surfaced these public-market monitor items:
- 15-20x faster than GPUs across the board — big/small, US/Chinese, trillion/billion-param. (utt #6-8, ~0:01:28-0:02:48)
- AWS deployment signed March 2026. Cerebras is not just OpenAI concentration risk. (utt #8, ~0:02:10-0:02:48)
- Manufacturing ramp 10x this year. This is a listed-stock delivery constraint that becomes both the bull case AND the risk. (utt #28, ~0:11:22)
- Backlog north of $20B. “Delivery is pretty important every day.” The original draft treated demand as validated. The signal is that execution is the actual risk. (utt #41, ~0:14:22)
- Unit ramp Gen 1 ~12 → Gen 2 ~300 → Gen 3 tens of thousands. Three-generation scale-up trajectory. (utt #24, ~0:08:42)
- G42 $1B sovereign order transformed the supply chain and battle-tested clusters before OpenAI / AWS. (utt #26, ~0:09:21)
- The capital-market-structure framing: OpenAI, Anthropic, Databricks can raise public-market money at public-market valuations while private. Cerebras went public because it could offer “first and only” pure AI revenue. (utt #53 + #62)
The trade thesis (monitor stance): Cerebras is the cleanest single-name exposure to the AI inference build-out, but the execution risk (10x manufacturing ramp against $20B backlog with named customer concentration) is the actual variable to watch. Wrong-if: Cerebras gross margins compress below 50% in next 2 quarters. Watch-trigger: first post-IPO earnings call; AWS deployment scale-up specifics; G42 follow-on orders. Review date: 2026-08-24.
Trade Docket
The Weekly Allocation Ledger surfaced two single-episode trade signals this week that didn’t fit a convergence thread but are too high-conviction to omit.
ANTHROPIC-SEC (secondaries) · long · source: Gavin Baker ILTB
- Source: Gavin Baker on ILTB · utt #229 · 571s + utt #238 · 590s · deep-dive
- Thesis: Opus generating 70% fewer tokens per question = Anthropic is rationing intelligence to ration compute. Unconstrained ARR would be $100-150-200B today. Secondaries at $200-400B valuation = ~5x unconstrained run-rate, not the headline 18x of the most recent round.
- Baseline at decision date (2026-05-20): Anthropic secondary marks $200-400B range; April incremental ARR +$11B; Q1 NDR 500% (per Krishna, Issue 05).
- Wrong-if: Capacity ramp resolves the constraint AND ARR fails to triple within 12 months (would mean the unconstrained ceiling was lower than $100B).
- Watch-trigger: Anthropic capacity announcements; secondaries marks at next round; OpenAI/Anthropic public ARR disclosures.
- Review date: 2026-08-24.
- Why not folded into a thread: Implied trade — Gavin doesn’t say “buy secondaries”. The math forces the conclusion. It belongs as a standalone single-episode docket entry, not as supporting evidence in another thread.
ASTL (Astera Labs) · long · source: Gavin Baker ILTB
- Source: Gavin Baker on ILTB · utt #1733 · 3986s (position disclosure) + utt #1783-1791 · 4106-4126s (thesis) · deep-dive
- Thesis: Atreides Series C position. “Astera their biggest product is going to be a switch. You use both copper and optics to connect switches to accelerators. And so definitionally, if you’re a switch company or an accelerator company, you cannot be a copper loser because you’re going to be on the other side of that connection.” Mis-categorised in “copper loser” baskets; basket-driven selling creates the opportunity.
- Baseline at decision date (2026-05-20): ASTL recent price + multiple from market data (verify before acting).
- Wrong-if: Astera reports actual revenue exposure to copper-only product lines >40% of revenue (would justify the basket categorisation).
- Watch-trigger: Astera Q2 2026 earnings revenue-by-product breakdown; switch-product attach rate in customer disclosures.
- Review date: 2026-08-24.
- Why not folded into a thread: Single-stock long with a basket-mis-categorisation mechanic specific to one company. No convergence with other episodes this week.
Three short notes worth keeping
Toby Lütke’s ‘founder slot as infrastructure’ framing on Uncapped. Direct architectural complement to Eric Ries’s LTBT thesis from Issue 05: ‘It’s not about the individual founder. It’s about the slot of having the founder slot filled. You get so much social credit as having started the company that it’s a bank. Every onboarding deposits a credibility token. You spend it on big important changes.’ Plus the Net Impact reviews disclosure: Shopify formally writes the AI-with vs AI-without engineer differential in the performance doc. Three operator confirmations in three weeks (Krishna Rao 90%+ Claude Code; Andrew Feldman $25-30K/dev/mo; Tobi Net Impact reviews) of the same 10x→100x engineer-productivity discontinuity.
Andrew Feldman’s ‘Netflix-becomes-a-studio’ frame on No Priors. ‘Speed doesn’t make existing business models a little better. Netflix delivered DVDs and thought competition was Blockbuster. When the internet got fast, they became a movie studio. Right now we’re replacing things everyone can see — coding, design, SaaS tools. Once we fundamentally reorganise around this, you’ll see new business models and fundamental jumps in productivity.’ Companion to Toby’s ‘build me a million-dollar business’ framing from Uncapped this week — the consumer-side equivalent. The strongest 12-18-month forward framing on the tape.
Cerebras’s ‘professional David’ positioning. Andrew Feldman: ‘I’m a professional David — this is my 5th startup. I compete against Goliath. Every dollar we sell, if not for our brains, their muscle would have taken it in a heartbeat.’ Plus the discipline-of-when-to-give-up framework: ‘pre-commit exit hypotheses, then have other former CEOs hold you accountable to them when the slippery slope kicks in.’ The most operationalisable founder-mode framing of the issue — pairs with Dana White’s ‘I don’t have a Plan B’ from Issue 05.
Seven episodes, 8.9 hours, 2 of 7 speaker-labelled (Andrew Feldman + Tobi Lütke). The highest-conviction trade of the issue is Gavin’s cross-sectional pair trade (long Nvidia + memory vs short GE Vernova / semicap / power-cooling-optical), entered on the 1,000% multiple gap with a 90-day review window. Secondary: Anthropic-secondaries at ~5x unconstrained run-rate based on the Opus 70%-fewer-tokens rationing disclosure. Cerebras is now a public-market monitor (execution risk against $20B backlog + 10x manufacturing ramp). Orbital compute alleviates the Watts bottleneck in 2027-2028 (per Gavin’s actual transcript, not the H2-2028-H1-2030 number a prior draft fabricated). SpaceX S1 + Cursor Composer 2.5 + Karpathy adds a fourth credible frontier lab. Political-physics warning remains the under-priced exogenous risk to the entire trade. Next week: TSMC capex guidance (Gavin’s named bubble watch), SpaceX June 12 IPO price action against Polymarket’s 71%-above-$2T, whether OpenAI files an S1, and whether the Cerebras 180-day window holds. This issue was patched 2026-05-28 after a Codex review identified the buried Gavin pair trade and two fabricated specifics in the supporting deep-dive — the Weekly Allocation Ledger at data/editorial/2026-05-24/weekly_allocation_ledger.json is the discipline that prevents recurrence.
This Week's Episodes
- The Twenty Minute VCAndrej Karpathy Joins Anthropic | SpaceX Files S1: How Does it Trade | Cerebras Smashes Day 1
Lemkin / Rory / Stebbings — the news-anchor episode of Issue 06, ending with breaking news that **OpenAI may file S1 as soon as Friday.** Headlines: **Anthropic at $900B for $30B raise** (tripled from $380B Feb). Rory: '18x June revenue for a 10x/yr grower is still the best deal in the venture universe.' **Dario's deliberate anti-Sam fundraising**: 70% deal in 72 hours, no drama, vs Sam's push-to-the-max infinite-capital narrative. **Karpathy joins Anthropic** for recursive self-improvement on pre-training. **Salesforce $300M Anthropic tokens math** — $15K/dev/year, 4% of fully-loaded engineer cost = 'table stakes.' Rory's deep cut: **'For $1T of Anthropic+OpenAI ARR, you need 20% of every engineering salary going to tokens. Salesforce is only 1/4 of the way there.'** **Cerebras 68% day-one pop opens the IPO window for >Figma companies.** **SpaceX S1 filed** — June 12 IPO, $1.75T valuation, $75B raise, largest IPO ever. Rory: 'the funniest S1 ever — pre-xAI, pre-Anthropic-deal, pre-Cursor.' **Bet: Jason $5T end-of-month, Harry $3T, Rory <$3T.** **Sam Altman $2M OpenAI tokens-for-equity to every YC startup** — sub-text: OpenAI has surplus tokens, Anthropic doesn't. **The AI PR crisis**: Eric Schmidt booed, Standard Chartered CEO 'no job losses, just job reductions in favour of the machines,' Trump's AI EO scrubbed last minute.
Read episode summary → - The Twenty Minute VCThe One Man Accelerator at The Four Seasons & Why VCs Can Be Sharks | Josh Browder
Josh Browder (DoNotPay + Browder Capital, fund 4). The 'one-man accelerator' VC model: invests pre-seed at ~$5M cap, houses founders in his Four Seasons residence ('Brower Hotel') until they raise an institutional seed. **DoNotPay disclosure: 11 employees, dividending quarterly, $22M raised total, more cash than raised, 90%+ organic SEO/earned media customer acquisition.** **Single most quotable line of Issue 06's political-physics thread**: ***'For every Anthropic employee making $20-100M, there's 7,000 Block employees being laid off. Not sustainable. You can't have 50,000 people with all the money. There could be a revolution in our lifetime.'*** **The positional-goods reframe for SF**: 'Absolute goods stay flat — apartments, food. Positional goods explode — 8 houses on best SF road, 8 Delta first-class seats.' Other key calls: VCs as sharks on safes-vs-priced-rounds politics ('B-minus VCs want priced rounds for LP markup'); kingmaking is real ('2x lower valuation from Sequoia/Founders Fund worth it for customer pull'); founder filters (Stripe-on-your-phone test, A+ vs D-minus 3-month goal answer); custom evals as the next big role; **personal diversification: 'Buy land. Not stock market, not cash. Land.'**
Read episode summary → - All-In PodcastSpaceX's $2T Case, Nvidia's Shock Selloff, America Turns on AI, Trump Pulls AI Order, Bond Crisis?
Sacks out. **Gavin Baker as guest besty for the second time this week** (ILTB Tuesday → All-In Friday). Four headlines: **(1) Andrej Karpathy joins Anthropic** for recursive self-improvement. Gavin: 'Anthropic was EBIT-positive per WSJ in the most recent quarter — collapses the ROI/circular-funding bear case.' **(2) SpaceX S1 filed** at $1.75T/$75B/June 12. Starlink $11.4B revenue +50%, xAI $3.2B +2x, $20B capex 2025. **Elon Web Services breakout: Anthropic paying $1.25B/month = $15B/yr for Colossus = $45B over 3 years.** **(3) Cursor Composer 2.5 Pareto-dominant after 3-4 weeks of RL on Colossus 2** with Cursor's coding-data corpus — xAI/Cursor revival as a frontier lab. **(4) Nvidia Q1**: $81.6B revenue (+85% YoY +20% QoQ), $5.3T mkt cap, +$80B buyback, dividend 25x'd, **CPU business projected at $20B this year**. **DC-to-DC power architecture redesign** as next Jensen + Elon collaboration. **AI PR crisis**: Matthew Prince's 'measurers' memo, Zuckerberg's 'dystopian' layoff + computer monitoring, Trump's AI EO scrubbed last minute. **Macro**: 10y at 4.6%, Japan 30y at record 5.1%, Korea retail borrowing for AI chips.
Read episode summary → - Dwarkesh PodcastChip design from the bottom up – Reiner Pope
Dwarkesh's second sit-down with **Reiner Pope** (MatX CEO, ex-Google TPU). **A teaching episode, not market commentary** — Reiner walks the entire chip-design stack from logic gates → multiply-accumulate → multiplexers → CUDA cores → tensor cores → systolic arrays → CPU/GPU/TPU/FPGA tradeoffs. **Multiply-accumulate area scales quadratically with bit precision** — Nvidia's B300 acknowledged this with FP4 = 3x FP8 (should be 4x); B100/B200 used the wrong 2x ratio. **'A GPU is essentially a lot of tiny TPUs tiled across the whole chip'**: TPU = few large matrix units (better register-file amortisation, bigger systolic arrays); GPU = many small SMs (more inter-unit bandwidth, less amortisation). **MatX disclosure**: 'splittable systolic array' — big arrays that can also act as small ones, between Cerebras wafer-scale and Nvidia small-SM. **Scratchpad vs cache** as the cleanest determinism-vs-flexibility trade — TPUs/Groq use scratchpad (deterministic latency); CPUs use caches (faster average). **FPGA = 10x more expensive than ASIC** because LUTs synthesise gates from 16 storage bits. **Why CPU cores are huge**: the branch predictor. Strip it out + tighten registers = the GPU's lead. **Same TSMC 3nm node yields different clock speeds** based on chip-design team quality.
Read episode summary → - Invest Like the BestWatts, Wafers, and the Future of AI Infra | Gavin Baker
Gavin Baker (Atreides Mgmt, 6th time on ILTB — tied first with Gurley) one week after Cerebras IPO. **The strongest Anthropic framing on the tape this year**: ***'They added $11B of ARR in ONE month. The three highest-profile SaaS companies of the last 10-12 years are Palantir, Snowflake, Databricks. Anthropic added their combined businesses in one month. Nothing like this has ever happened in the history of capitalism.'*** **Opus disclosure**: 70% fewer tokens for the same question — deprecated intelligence per token. **Unconstrained, Anthropic would be at $100-150-200B ARR today** (~5x unconstrained run-rate at $900B). **March 2026 was pent-up alpha**, not wrong-thesis pain. **Orbital compute as the Watts solution — 'racks in space, not pentagon-sized buildings'**: Starlink V3 at 20 kW scales to 60-100 kW (Blackwell rack equivalent), lasers through vacuum interconnect. **TSMC is the bubble-prevention mechanism** — if Intel/Samsung breaks discipline, Nvidia could sell $2-3T GPUs in 2026-27 = bubble territory. **TerraFab**: SpaceX + Tesla US fab with Intel partnership for institutional knowledge. **Bitter-lesson violation as the biggest AI-trade risk** (Turbo Quant scare). **GPU useful life 3-4yrs → 10-15yrs via disaggregation = saves private credit, lowers financing 7% → 5-6%**. **Application-layer value: NET destroyed at trillions** (even counting Cursor + Cognition).
Read episode summary → - No PriorsThe Story Behind Cerebras' $63 Billion IPO with Founder and CEO Andrew Feldman
Andrew Feldman (Cerebras CEO) 8 days after IPO at $63B market cap — direct operator counter-mirror to [Brad Gerstner's live CNBC hit from Issue 05](/issues/2026-05-17). **The OpenAI $20B+ deal closed in 24 days** — Sam called mid-summer 2025 saying 'we now see the importance of fast inference,' term sheet Thanksgiving eve, master agreement Dec 24. **'15-20x faster than GPUs across the board'** — big/small, US/Chinese, trillion/billion-param. Wafer-scale 46,000 sq mm chip vs postage-stamp competitor architecture. **The 7-year wilderness** (2017-mid-2019 couldn't build the chip, $8M/month burn, summer 2019 yielded). **G42 as 'the bridge'** — $1B sovereign order transformed the supply chain, let them battle-test at scale before OpenAI/AWS. Why IPO: 'graduate from corporate adolescence to corporate adulthood' + only pure-play AI public-market alternative to Nvidia. **'I'm a professional David — 5th startup, professional anti-Goliath.'** **Coding tools**: $0 → $25-30K/engineer/month tokens in 8 months. **'Slow inference market = zero'** killer-feature framing. **'Netflix-becomes-a-studio when the internet got fast'** = fast-AI 2.0 unlocks new business models, not just better existing ones. Plus: **'When to give up — pre-committed exit hypotheses + frog-in-warm-water accountability framework.'**
Read episode summary → - UncappedTobi Lütke – Building Shopify and the Future of AI | Ep. 50
Jack Altman / Toby Lütke (Shopify CEO) — direct sequel to [Toby on 20VC in Issue 04](/issues/2026-05-10) where AI-as-Girardian-scapegoat-for-COVID-overhiring was the headline. This conversation goes deeper into the *operating* side. **(1) 'Founder slot is infrastructure'** — credibility tokens deposited every onboarding, cashable for change-management acceleration. **(2) Net Impact reviews disclosure** — Shopify formally evaluates one engineer with AI vs one without and writes it in the perf doc, 'because it's unkind not to tell people one of you has an exoskeleton on.' **(3) Unlimited token policy + internal Vault leaderboard** (had bad effects, removed). **(4) '10xing tokens/yr + 3xing GPUs — those lines aren't converging anywhere good for price savings.'** **(5) Small team (3-4-5 people) is the new dominant molecule** because agentic harness routes customer signal automatically + everyone is 7/10 at every skill now. **(6) 6-week review cycle now too slow.** **(7) The strongest counter-doom take this week**: Shopify's customers say *'you techies fix computers — you talked about computers being incredible and now we can talk to it and it just does the thing.'* **Every 36 seconds someone makes their first Shopify sale.** **(8) On 'build me a million-dollar business' prompt**: 'tractable today for digital products. Build-me-a-house 10 years out.'
Read episode summary →