Rolling out Claude Code: team habits that make it stick
Claude Code adoption fails on habits, not features. The norms, rituals, and change-management moves that turn a pilot into a real way of working.
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From the blog
Claude Code adoption fails on habits, not features. The norms, rituals, and change-management moves that turn a pilot into a real way of working.
A defensible cost model for Claude Code: the four places real savings live, the costs to subtract, and how to measure ROI without fooling yourself.
A staged playbook for moving a workflow onto Claude agents: shadow mode, human-in-the-loop, incremental autonomy, and rollback discipline.
Build an eval loop for Claude agents: define quality, pick graders, use LLM judges well, and gate every release on automated checks, not vibes.
Harden Claude agents: sandbox tool execution, enforce least privilege, protect secrets, and defend against prompt injection from untrusted content.
Keep Claude agent runs cheap and fast: prompt caching, request batching, model routing across Opus/Sonnet/Haiku, and trimming bloated context.
Why Claude agents loop, call the wrong tool, or invent arguments — and the trace logging, loop guards, and tool contracts that fix it fast.
Design context for Claude agents in 2026: what belongs in the window, what to leave out, just-in-time retrieval, and compaction for long, reliable runs.
Production MCP integration for Claude agents in 2026: scoped auth, strict schemas, structured error handling, and idempotency for safe, reliable tool calls.
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