Adopting Claude-Powered Coding Agents Across a Team
The habits, norms, and change management that make Claude coding agents stick across a team — shared context, autonomy boundaries, depth over seats.
6 min read
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The Real ROI of Claude's Coding Lead for Agents
Where Claude's coding-benchmark lead actually saves time and money on agents — the honest cost model, the hidden costs, and the top cost levers.
7 min read
Migrating a Workflow to Claude Agents Without Breaking It (Claude Coding Benchmarks)
A staged rollout playbook for moving a live workflow onto Claude agents: shadow mode, human-in-the-loop, graduated autonomy, and instant rollback.
9 min read
Evals for Claude Agents: Measuring Quality, Gating Releases (Claude Coding Benchmarks)
Build an eval loop for Claude coding agents — pick metrics, write graded cases, gate releases on a quality bar, and stop shipping regressions blind.
9 min read
Security Hardening for Claude Agents: Sandbox to Secrets
Harden Claude coding agents with sandboxing, least privilege, secrets isolation, and layered prompt-injection defense that survives a persuaded model.
9 min read
Keeping Claude Agent Runs Cheap: Caching and Batching
Token-cost engineering for Claude agents: prompt caching, the Message Batches API, and context discipline to keep coding runs fast and inexpensive.
9 min read
Debugging Claude Code Agents: Loops and Bad Tool Calls
Fix the three failure modes that break Claude coding agents: loops, wrong tool calls, and hallucinated arguments — with concrete harness-level tactics.
11 min read
Prompt and Context Design for Claude Coding Agents
What to put in a Claude coding agent's context and what to leave out: working-set curation, fixed vs fluid budgeting, and retrieval over pre-loading.
7 min read
Wiring MCP Tools Into Claude Agents the Right Way
Connect MCP servers to Claude agents safely: tight schemas, server-side auth, structured retryable errors, and idempotency keys for safe retries.
7 min read
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