Team Adoption of Claude Code: Habits That Stick
Turn one PM's six-week win with Claude Code into durable team adoption — the habits, norms, pairing, and change management that make agentic building stick.
7 min read
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The ROI of Claude Code When a PM Ships an App
A concrete cost model for when a non-technical PM ships an app with Claude Code in six weeks — where the real savings and hidden costs actually live.
7 min read
Migrating a workflow to Claude agents without breaking it (Non Technical PM Ships App)
A staged playbook for moving an existing workflow onto Claude Code agents: shadow mode, human-in-the-loop, gradual rollout, and always-on fallback.
8 min read
Testing and evals for Claude agents: gate every release
Measure Claude agent quality and gate releases with an eval loop — golden sets, deterministic checks, LLM-judges, and trajectory evaluation that catch regressions.
7 min read
Security hardening for Claude Code agents in production
A practical security playbook for Claude Code agents: sandboxing, least privilege, secrets handling, and layered prompt-injection defense for production.
7 min read
Cutting Claude agent token costs: caching and batching
Slash Claude Code agent costs with prompt caching, model tiering, batching, and lean context. A practical guide to keeping agentic runs cheap and fast.
7 min read
Debugging Claude Code agents: loops, bad tool calls (Non Technical PM Ships App)
Fix the three Claude Code agent failure modes — runaway loops, wrong tool calls, and hallucinated arguments — with trace reading, stop conditions, and grounding.
8 min read
Prompt and Context Design for Claude Code: What to Include
What to put in Claude Code's context, what to leave out, and why — context-design lessons from a non-technical PM who shipped an app in six weeks.
7 min read
Wiring MCP Servers into Claude Code: Auth, Schemas, Errors
How to wire tools and MCP servers into Claude Code: keep auth in the server, write typed schemas, return structured errors, and make every tool idempotent.
7 min read
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