Uploaded June 2026 | Updated September 2026, 2 weeks ago
In this video I explain why using one coding harness (like Claude Code/Codex) for all knowledge work breaks down as the context window fills, leading to agentic laziness, self-preferential bias, and goal drift. I show how dynamic workflows solve this by splitting work into clean contexts via a JavaScript workflow that can spawn agents, run them in parallel, and use pipelines, choose models, resume after interruption, and optionally isolate work trees.
Anthropic Blogpost: claude.com/blog/a-harness-for-every-task-dynamic-workflows-in-claude-code
Dynamic Workflow: youtu.be/WnmVGVOPtrA
My voice to text App: whryte.com
Website: engineerprompt.ai
RAG Beyond Basics Course:
prompt-s-site.thinkific.com/courses/rag
Signup for Newsletter, localgpt:
https://tally.so/r/3y9bb0
Let's Connect:
🦾 Discord: discord.com/invite/t4eYQRUcXB
☕ Buy me a Coffee: ko-fi.com/promptengineering
|🔴 Patreon: patreon.com/PromptEngineering
💼Consulting: calendly.com/engineerprompt/consulting-call
📧 Business Contact: engineerprompt@gmail.com
Become Member: tinyurl.com/y5h28s6h
💻 Pre-configured localGPT VM: bit.ly/localGPT (use Code: PromptEngineering for 50% off).
Signup for Newsletter, localgpt:
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00:00 Why One Harness Fails
02:58 Static vs Dynamic Example
03:53 Anthropic Patterns Overview
04:19 Pattern Classify and Act
04:52 Pattern Fan Out Synthesize
05:29 Pattern Critic and Rubric
06:08 Pattern Generate and Filter
06:44 Pattern Tournament Bracket
07:36 Pattern Loop Until Done
12:03 Design Considerations and Costs
In this video I explain why using one coding harness (like Claude Code/Codex) for all knowledge work breaks down as the context window fills, leading to agentic laziness, self-preferential bias, and goal drift. I show how dynamic workflows solve this by splitting work into clean contexts via a JavaScript workflow that can spawn agents, run them in parallel, and use pipelines, choose models, resume after interruption, and optionally isolate work trees.
Anthropic Blogpost: claude.com/blog/a-harness-for-every-task-dynamic-workflows-in-claude-code
Dynamic Workflow: youtu.be/WnmVGVOPtrA
My voice to text App: whryte.com
Website: engineerprompt.ai
RAG Beyond Basics Course:
prompt-s-site.thinkific.com/courses/rag
Signup for Newsletter, localgpt:
https://tally.so/r/3y9bb0
Let's Connect:
🦾 Discord: discord.com/invite/t4eYQRUcXB
☕ Buy me a Coffee: ko-fi.com/promptengineering
|🔴 Patreon: patreon.com/PromptEngineering
💼Consulting: calendly.com/engineerprompt/consulting-call
📧 Business Contact: engineerprompt@gmail.com
Become Member: tinyurl.com/y5h28s6h
💻 Pre-configured localGPT VM: bit.ly/localGPT (use Code: PromptEngineering for 50% off).
Signup for Newsletter, localgpt:
https://tally.so/r/3y9bb0
00:00 Why One Harness Fails
02:58 Static vs Dynamic Example
03:53 Anthropic Patterns Overview
04:19 Pattern Classify and Act
04:52 Pattern Fan Out Synthesize
05:29 Pattern Critic and Rubric
06:08 Pattern Generate and Filter
06:44 Pattern Tournament Bracket
07:36 Pattern Loop Until Done
12:03 Design Considerations and Costs
