Evals for Claude Cowork: Gating a Sales-Book Release
Build an eval loop for Claude Cowork: golden sets, scored runs on correctness and cost, and release gates so a 4,000-account workflow never regresses.
7 min read
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Testing and Evals for Claude Code Agents That Ship
Build an eval loop for Claude Code agents — real test sets, exact and LLM-judge scoring, trajectory metrics, and a CI gate that blocks regressions before release.
7 min read
Securing Claude Code Agents: Sandboxing & Least Privilege
Harden Claude Code agents with sandboxing, least-privilege tools, secret handling, and prompt-injection defense in depth — contain the blast radius safely.
7 min read
Securing Claude Cowork: Sandboxing & Least Privilege
Harden Claude Cowork on a real sales book: sandboxing, least-privilege connectors, secrets handling, and prompt-injection defense for agentic automation.
7 min read
Cut Claude Code Token Costs: Caching and Batching
Cut Claude Code agent costs with prompt caching, batching, context hygiene, and model routing — keep multi-turn runs cheap and fast without losing quality.
7 min read
Cutting Claude Cowork Token Cost on a 4,000-Account Book
Performance tuning for Claude Cowork: prompt caching, batching, model routing, and context discipline to run a 4,000-account book cheap and fast.
8 min read
Debugging Claude Code: Loops, Bad Tool Calls, Fixes
Why Claude Code agents loop, pick wrong tools, or hallucinate arguments — and the concrete guardrails, schemas, and observability that fix each failure mode.
8 min read
Debugging Claude Cowork: Loops, Bad Tool Calls, Fixes
Diagnose and fix the common Claude Cowork failure modes at scale: runaway loops, wrong tool calls, and hallucinated arguments across a 4,000-account book.
8 min read
Context Design for a Claude Cowork Sales Agent
Context engineering for a Claude Cowork sales book: what to include, what to exclude, compaction, and sharing a playbook without bloating every sub-agent's context.
7 min read
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