Migrating Code Security Review to an LLM Agent Safely
Stage the rollout of a Claude security agent: shadow mode, advisory comments, then narrow gating — moving an existing review workflow over without losing trust.
8 min read
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Evals for an LLM Code Security Agent: Gating Releases
Build a labeled benchmark, measure precision and recall, and gate releases with an eval loop so a Claude security agent improves without silent regressions.
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Evals for Claude Agents: Gate Releases with a Loop
Measure Claude agent quality and gate releases with an eval loop: score tool-use trajectories, use LLM judges, build regression suites, and set CI thresholds.
6 min read
Testing & Evals for Claude Agents: Gate Releases Safely
Build an eval loop for Claude agents: outcome and trajectory scoring, calibrated LLM judges, and no-regression gates that block bad releases.
6 min read
Hardening Claude Agents: Sandboxing & Prompt Injection
Security hardening for Claude agents: sandboxing, least privilege, secrets handling, and prompt-injection defense for tool-using agentic systems.
7 min read
Sandboxing an LLM Agent That Reads Your Source Code
Least privilege, sandboxing, secret hygiene, and prompt-injection defense for a Claude source-code security agent. Harden the agent that reads your code.
8 min read
Security Hardening Claude Agents: Sandboxing & Least Privilege
Secure Claude agent orchestration with sandboxed tools, least-privilege scopes, server-side secrets, and layered prompt-injection defenses.
7 min read
Cut Claude Agent Token Cost: Caching & Batching
Make Claude agents cheaper and faster with prompt caching, batching, context trimming, and model routing. Practical token economics for production agents.
7 min read
Cutting Token Cost in an LLM Code Security Scanner
Use prompt caching, batching, and diff-scoped context to keep a Claude-powered source-code security agent fast and cheap without losing coverage.
8 min read
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