Workflows
8 posts
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Eliminating Serial Dependencies in Multi-Agent Systems
Two-tier hierarchies prevent coordination collapse that makes 100 agents perform worse than three, enabling linear scaling through isolation.
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Video Generation Through Code
Remotion skills transform Claude into a video editor, generating React components for each frame while preserving granular editing control.
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Systems Thinking Over Prompting
The AI productivity bottleneck shifted from capability acquisition to cognitive architecture. Building systems that scale requires managing agents, not optimizing prompts.
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Project Scaffolding Beyond Loops
GSD framework transforms half-baked ideas into structured projects through systematic requirement gathering, atomic task decomposition, and fresh-context execution patterns.
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Task Complexity Routing
Heavyweight workflows break on simple tasks. Route by complexity: quick execution for single-file changes, full planning for architecture work.
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Goal-Backward Phase Management
Phase verification prevents incomplete milestones from cascading into later work through systematic requirement validation and fresh context execution.
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Task Queues Replace Chat Interfaces
Anthropic shipped Claude Co-work in 10 days after noticing developers used coding tools for file organization, revealing how parallel execution beats conversational AI workflows.
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Pipeline Ownership Patterns
Design complete system ownership through AI-driven automation pipelines that eliminate vendor dependencies and manual processes.