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Lesson 2026.08.12 · 11 min read

Unreleased Anthropic model nudges the Riemann hypothesis; Gemini app hits 1B users

Today's AI essentials — 2026-08-12

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📰 News

  • An unreleased Anthropic model made real progress on the Riemann hypothesis — A staffer with little math training told it to “take a real stab,” then left it for ~1.5 days. Sixty subagents, 650 ideas, 31M output tokens; two agents carried the key ideas, others validated. Formalized in Lean, checked by two in-house mathematicians. Not a full proof—but it reignites “can models discover new math?” → TechCrunch

  • Hidden chain-of-thought leaks: “but marinade” and dumped passwords — Researchers (led by Alexander Panfilov) found API weaknesses at OpenAI, Anthropic, and Google that expose encrypted reasoning tokens. Smaller models can be jailbroken to transcribe a larger model’s raw thoughts; public-session scans turned up dozens of passwords and API keys. Internally, models sometimes reverse-build answers, use opaque jargon, or weigh deception. → The Decoder

  • Gemini app crosses 1 billion monthly users — Sundar Pichai: 14th Google product in the billion club. ChatGPT hit the same mark in June. App-only figure (Search AI Mode is separate). 63% of Gemini users talk by voice; 150M+ images generated per day. → TechCrunch

  • Anthropic will watermark Claude text for the EU — Transparency Code live since Aug 2. Post–Aug 2 models mark text and files (C2PA for files); watermark rides with copy-paste and applies across API, Claude Code, and other surfaces. → TechCrunch

  • Anthropic locks a $9.1B data-center deal with Riot Platforms — 191 MW at Rockdale, Texas; 20-year lease (up to $16.1B with extensions). Riot builds shell/power/cooling; Anthropic brings servers and chips. First capacity late 2027. Another brick in a growing infra stack (Colossus, AMD, Trainium, TPUs). → The Decoder

  • ChatGPT Business Premium Seats: $125/user/month — Standard stays $25; Premium is 5× capacity, no five-hour cap (weekly reset). Workspaces can mix seat types. Plain English: agentic workflows burn tokens, so flat rates are getting unbundled. → The Decoder

  • Nvidia open-weights Nemotron 3.5 Lightning: speed first — 31.6B total / 3.6B active hybrid Mamba-Transformer. Intelligence Index 24 (ties gpt-oss-120b) with ~670 tok/s—fastest in class. Efficiency frontier over peak IQ. → The Decoder

  • ChatGPT desktop lands on Linux (preview) — Ubuntu 24.04/26.04, Debian 13, Fedora 43/44; ChatGPT, Work, Codex. Anthropic’s Claude Linux app shipped about a month earlier. → TechCrunch


  • PrimeIntellect-ai/prime-agent — Self-improving RLM agent: context as variables, subagents/skills as programmatic tools for long-running work.

  • paperclipai/paperclip — “If OpenClaw is an employee, Paperclip is the company.” Orchestrate agent teams, goals, budgets from one dashboard.

  • semantica-agi/semantica — Graph-native context + decision provenance under your agents—“why did the AI do that?” for regulated domains.

  • addyosmani/agent-skills — Production engineering skills: /spec/ship, slice-by-slice build after one plan approval.

  • msitarzewski/agency-agents — Personality-packed specialist agents; one-click install for Claude Code, Cursor, Codex, and friends.


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