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Applied AI·June 26, 2026·1 min read

ChatGPT’s powerful GPT-5.6 models arrive, but not for you

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The top of the capability curve is now gated not just by pricing and rate limits, but by policy and security review. If your product depends on frontier behavior, design for model heterogeneity and staged upgrades — assume staggered, partial access as the norm.

Applied AI

OpenAI says GPT-5.6 Sol and Terra were capable of identifying vulnerabilities but were unable to execute autonomous, end-to-end attacks against hardened targets

Top-tier models can now reliably spot vulnerabilities but still struggle to chain them into autonomous, end-to-end attacks against hardened systems — the offense/defense gap is narrower but not closed. Security teams should treat LLMs as powerful recon and red-teaming tools while still assuming human-led orchestration for serious threats.