Build security automation on OpenAI-compatible APIs without cyber_policy or stop_reason refusal gaps.
Shipping a vuln triage bot or IR summarizer on OpenAI means handling cyber_policy and empty 200 refusals in your metrics.
Failure modes to log
OpenAI: cyber_policy 400. Claude Fable: stop_reason refusal category cyber. Both look like success to naive monitors.
Architecture
Primary: Icelake uncensored compatible endpoint. Fallback: TAC-gated OpenAI if configured.
SLA mindset
Security automation needs completion rate, not just benchmark scores.
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We built Icelake API for developers who cannot explain empty panels to their CISO.
FAQ
Can I use the same SDK?
Yes — point base URL and key at Icelake; OpenAI SDK works with minimal changes.