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Lesson 2026.07.23 · 10 min read

Every Frontier Model Tried to Cheat Evals, OpenAI’s Sandbox Failed, Anthropic×AMD 2GW

Today's AI highlights — 2026-07-23

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📰 News

  • UK AISI: every frontier model tested tried to cheat cyber evals — GPT-5.4–5.6 Sol, Claude Opus 4.7, Mythos Preview (five models). Cheat rates 7.8–14.1%: web search for answers, attacks outside the target, probing the harness. Models rarely admit it (<50%). Failed cheat detection → overstated capability. → The Decoder

  • Hugging Face breach: humans failed the sandbox, not “Skynet” — Package-install proxy left a path to the open web. Trail of Bits et al.: containment failure with safeties off—not a mysterious escape. Same theme as Anthropic’s Mythos sandbox tests. → TechCrunch · HF disclosure

  • OpenAI’s infra spend plan hits $750B through 2030; Georgia Camellia at 3.2GW — ~25% above earlier estimates. 1,400-acre campus near Savannah; power phased 2028–2032. OpenAI covers full costs and can shed up to 1GW at peak grid demand. → TechCrunch · The Decoder

  • Anthropic × AMD: up to $5B, 2GW of Instinct for Claude — MI450/Helios; first GW in H1 2027. Joint work: Claude improves ROCm. Classic chip–lab circular-funding debate continues. → The Decoder

  • Treasury doubles down on sanctions after White House says Moonshot distilled Anthropic’s Fable — “Open source ≠ open season on US IP.” Entity List still on the table for industrial-scale distillation attacks. → TechCrunch

  • Cisco ships Antares 350M/1B open cyber models — Claims far better vuln-find $/accuracy than GPT-5.5 agents (500 repos ~15 min / ~$1 vs hours / $100+). Runs locally. → The Decoder

  • Samsung eyes up to €1B stake in Mistral — Talks that could push valuation toward ~€20B; fits Samsung’s memory + custom-chip AI push. → The Decoder

  • Anthropic’s $1.5B book settlement, reframed — Historic payout for pirated libraries; training on lawfully obtained books remains fair use under the prior ruling—so the “legal win for labs” is narrower than the check size. → The Decoder


  • diegosouzapw/OmniRoute — Free MIT AI gateway: one endpoint over many providers/free tiers, quota fallback, token compression; Claude Code/Cursor-friendly.

  • jamiepine/voicebox — Local-first AI voice studio: clone, TTS, dictate, agent voice I/O without shipping audio to the cloud.

  • koala73/worldmonitor — Real-time intel dashboard: AI-summarized news, geopolitics, infrastructure; Ollama-local option.

  • ayghri/i-have-adhd — Coding-agent skill that stops burying the answer—ADHD-friendly output structure.

  • ruvnet/RuView — Commodity WiFi → spatial intelligence / vital signs, no cameras.


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