Cutting Claude Opus Token Cost for Security Agents at Scale
Prompt caching, batching, and model routing that keep Claude Opus security agents fast and cheap at thousands of runs a day.
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From the blog
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.
What to put in a Claude security agent's context, what to leave out, and why: lean, intentional, eval-tuned context design for compliance work.
Production MCP engineering for Claude security tools: scoped auth, typed schemas, structured error handling, and idempotency that survive retries.
Wire MCP servers into a Claude Opus security agent the right way: least-privilege auth, strict schemas, typed errors, and idempotent write actions.
Reusable patterns for Claude security agents: typed tools, propose-gate-execute, idempotent writes, lean context, and tests that act as controls.
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