Evals for Claude Opus Security Agents: Gating Releases Safely
Build an eval loop that measures Claude Opus security-agent quality and gates releases with golden datasets, LLM-as-judge, and CI thresholds.
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Build an eval loop that measures Claude Opus security-agent quality and gates releases with golden datasets, LLM-as-judge, and CI thresholds.
Build an eval loop that measures quality and gates releases for Claude agents connected to security and compliance tools.
Sandboxing, least privilege, secret handling, and prompt-injection defense for Claude Opus agents running inside real security infrastructure.
Sandboxing, least privilege, secrets handling, and prompt-injection defense for Claude agents connected to security and compliance tools.
Prompt caching, batching, and model routing that keep Claude Opus security agents fast and cheap at thousands of runs a day.
Caching, batching, and result shaping that keep Claude security and compliance agents fast and cheap without sacrificing audit accuracy.
Fix loops, wrong tool calls, and hallucinated arguments when Claude agents connect to SIEM, scanners, and compliance tools — a practical debugging playbook.
Fix the top Claude Opus agent failures — loops, wrong tool calls, and hallucinated arguments — with concrete debugging tactics for security workflows.
Design a Claude Opus security agent's context: what to include, what to leave out, layering, compaction, and defending against prompt injection.
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