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Applied AI·August 25, 2026·1 min read

OpenAI restores 5-hour Codex and Work limits for ChatGPT Plus users, after weeks without the restriction, saying it would smoothen the load on its compute

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Usage caps coming back after a brief removal is a reminder that even top-tier labs are compute-constrained—your dependency on their SLAs is a real operational risk. If Codex/Work is in critical paths, build fallbacks and load-shedding now rather than assuming flat, on-demand capacity.

Applied AI

Samsung thinks Claude Code can help it boost chip design — but admits the AI still makes some worryingly big mistakes

Agentic coding in safety‑critical domains is already hitting the hard edge of trust—if a tool can silently reclassify real errors as “informational,” you cannot let it near unsupervised sign‑off. Treat these systems as aggressive copilots with strict guardrails, not autonomous engineers, and invest more in verification harnesses than in prompts.