Research Labs

AI research from the Costa Blanca.

Independent briefs on how artificial intelligence works and what it costs — token prices, compute supply, capital flows, the jobs it reshapes, European and Chinese regulation, cross-border dealmaking, and the engineering practice growing around AI tools. Every brief is sourced, dated, and free: read it in the browser or take the PDF.

The briefs

Published research.

Each brief opens with the numbers that matter, argues one thesis, and closes with a full numbered source list you can check yourself.

Compute & supply27 Aug 2026

Memory, not GPUs, now sets the price of AI

Memory is now about 62% of a next-generation rack's bill of materials. Nvidia guided its gross margin to a 71–72% trough and warned its biggest customers that AI server prices rise more than 15% from early 2027.

62%memory share of a Vera Rubin rack's bill of materials, against 53% a generation ago (Aug 2026)
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AI economics27 Aug 2026

Nvidia now underwrites the demand it forecasts

A $96.2bn quarter, the first year-ahead guide in company history — and $108.5bn of guarantees standing behind other people's data centres. AI's binding constraint moved from compute to credit.

$108.5Bmaximum guarantee exposure behind customers' data centre sites and leases (Aug 2026)
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AI economics27 Aug 2026

When compute became a receivable

Nvidia booked 18% more revenue and collected less than half the cash. Receivables absorbed roughly $22bn in three months, supply commitments reached $279bn, and five customers now hold about 70% of the balance.

60 daysdays sales outstanding, up from 45 a quarter earlier (Q2 FY2027)
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EU regulation24 Aug 2026

The AI Act's fine book just opened

Since 2 August 2026 the Commission can fine general-purpose AI providers up to 3% of global turnover. Nine of the ten leading labs signed the Code of Practice; Meta refused. The AI Office has about 165 staff to police it.

3%maximum fine as a share of global annual turnover, enforceable since 2 Aug 2026
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Labour economics18 Aug 2026

The missing rung: AI's young-worker employment gap hits 19%

Stanford's revised payroll data widens the shortfall for 22–25-year-olds in AI-exposed occupations from 15% to 19% — while aggregate employment shows no displacement at all. The entire adjustment runs through hiring that never happens.

19%employment shortfall, ages 22–25, in the most AI-exposed occupations (Jun 2026)
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Cross-border M&A18 Aug 2026

Beijing unwound a closed AI deal — and rewrote where a company comes from

China ordered Meta's completed $2bn Manus acquisition reversed eight months after closing, then wrote the reasoning into general law: jurisdiction now follows where a technology was built, not where the holding company is registered.

$2.0bnMeta–Manus deal closed Dec 2025, ordered unwound Apr 2026
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AI economics18 Aug 2026

ChatGPT ad prices collapsed before OpenAI went global

The CPM fell from $60 to roughly $25 in nine weeks and the entry ticket from $250,000 to $10,000. The five-market expansion is a search for volume to offset a falling unit price, not a victory lap.

$60 → $25ChatGPT ad CPM, 9 Feb to 17 Apr 2026
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Engineering practice12 Aug 2026

The spec is the new source code: how spec-driven development works

When AI agents write most of the code, the scarce skill becomes saying precisely what you want — as four versioned files a machine executes and a human reviews. New discipline, or waterfall in a new jacket?

124k+GitHub stars on Spec Kit, the open-source SDD reference toolkit (Aug 2026)
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AI capabilities12 Aug 2026

Inside the loop: how recursive self-improvement (RSI) actually works

Every working RSI system is the same machine in different clothes: a generator that proposes, a verifier that scores, a selection rule that keeps the winners. Its power — and its ceiling — come entirely from the verifier.

20→50%SWE-bench score the Darwin Gödel Machine earned by rewriting its own code
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Venture capital12 Aug 2026

The recursion premium: self-improving AI is repricing the startup world

AI now writes most of the code at the lab that builds it, and investors are pricing pre-revenue superintelligence bets above $25bn. Whether the loop closes is venture’s most expensive open question.

80%+of code merged at Anthropic now authored by Claude (May 2026)
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AI economics12 Aug 2026

The price of intelligence fell 43% in ten weeks

Blended token prices collapsed in ten weeks — and almost none of it was a price cut. What buyers substituting into open-weight models means for $725–785bn of hyperscaler capex.

−43%blended token price, 31 May → 8 Aug 2026
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Compute & supply12 Aug 2026

The memory tax: AI's constraint moved from GPUs to DRAM

Amazon raised 2026 capex by $20bn and named memory as the reason. AI’s binding constraint just moved to a market with three suppliers, multi-year lead times and no software workaround.

+$20BAmazon's 2026 capex raise, attributed to memory costs
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EU regulation12 Aug 2026

The half of the AI Act that switched on

The EU switched on its AI labelling rules on 2 August 2026 and left the expensive half off until December 2027 — sixteen months of a rulebook Europe has chosen not to enforce.

16 monthsdelay of stand-alone high-risk duties, to 2 Dec 2027
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AI economics6 Aug 2026

The subsidized intelligence economy

Frontier labs sell intelligence below cost, China sells it for a tenth of the price, and the largest capital buildout in American history is financed against demand that has not shown up.

−$14BOpenAI's projected 2026 loss, nearly 3× its 2025 loss
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Method. Figures are attributed and dated inline. Where independent sources disagree, the disagreement is reported rather than averaged. Scenario probabilities are analytical judgement, not forecasts. Briefs are published by the Alicante Tech Vibes community and are free to read, quote and share with attribution.