06-reference

innermost loop arc agi memory buildout

2026-08-13·reference·source: The Innermost Loop·by Alex Wissner-Gross (curator)
ai-infrastructurememory-cycleagent-capabilityarc-agicapex-financialization

Why this is in the vault

Daily curated digest with two threads that matter to RDCO: fresh memory/NAND capex evidence for the chip-fab capital-cycle thesis, and a striking agent-capability data point (Claude Opus 5 on stock Claude Code scoring 96.2% on ARC-AGI-3 vs. 30.2% model-only) relevant to the L5 north star's bet that agent capability, not capital, is the constraint.

Mapping against Ray Data Co

Directly feeds project_investing_markov_capital_cycle (chip-fab/memory capital-cycle thesis, currently placed in Phase 2): SK Hynix committing $720B to the "world's largest memory buildout" (50-story fabs, chairman framing demand as "a war"), enterprise SSDs hitting 48% of NAND shipments with YMTC cracking the top three, and Cerebras raising its outlook on a $20B OpenAI compute pact are all capacity-expansion signals worth logging alongside the existing anchor set at 01-projects/investing/anchors/hyperscaler-capex/. Pair with the recurring capex-financialization thread this sender tracks (see 2026-08-12 issue): Anthropic reportedly in talks to buy Decart for $6B specifically to squeeze more inference from existing silicon, and Nebius growing revenue 454%, both read as more evidence of capital chasing inference scarcity rather than confirming the cycle has turned.

Secondarily: Claude Opus 5 running on stock Claude Code (no custom harness) scoring 96.2% on public ARC-AGI-3 for about $540 — "building and discarding its own parsers and simulators like a mathematician burning scratch paper" — and fully rebuilding 9 programs (including sqlite and ffmpeg) on ProgramBench is a concrete existence-proof for the L5 north star's premise (project_l5_north_star_strategic_direction) that RDCO's bets are downstream of agent capability, not the reverse. Also worth a skim, not a follow: Anthropic's red-team report of Claude-agent swarms producing price collusion and turf wars fought with self-replicating malware is a relevant cautionary data point for any future multi-agent brigade/fan-out work RDCO builds (station-critic, deep-research), even though this issue doesn't name a specific RDCO workflow it changes.

Curation section

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