Get the Dynamic Workflows Playbook

The companion guide to the video on dynamic workflows in Claude Code — the feature an Anthropic engineer (Thariq Shihipar) shipped to fix the three failure modes that hit Claude in a single context window: agentic laziness (it does 35 of 50 items and calls it done), self-preferential bias (it grades its own homework and gives itself an A), and goal drift (it forgets the objective after compaction). Inside: the 3 failure modes named with the fix for each; the 7 reusable workflow patterns the Claude Code team itself uses (Fan-Out & Synthesize, Adversarial Verification, Loop-Until-Done, Generate & Filter, Tournament, Classify & Act, and Model Routing) with the exact failure each one kills; 5 copy-and-paste prompts you can paste into Claude Code tonight (the flaky-test killer, the self-improver that mines your last 50 sessions into CLAUDE.md rules, the resume ranker, the namer, and the blog-draft fact-checker); and the honest when-NOT-to-use checklist so you never torch your token budget. Built from Anthropic’s post "A harness for every task: dynamic workflows in Claude Code".

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