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Notes (4)

Advanced Context Engineering for Coding Agents

by humanlayer-team

Systematic context management—through frequent intentional compaction and a Research-Plan-Implement workflow—enables productive AI-assisted development in complex production codebases.

context-engineeringai-agentsllmbest-practicesJan 6, 2026

12 Factor Agents

by humanlayer-team

A manifesto for building production-grade LLM agents, arguing that effective agents combine mostly deterministic software with strategic LLM decision-making rather than naive 'loop until solved' patterns.

ai-agentsllmsoftware-architectureclaude-codedeveloper-experienceJan 1, 2026

Context-Efficient Backpressure for Coding Agents

by humanlayer-team

Techniques for reducing context window waste in AI coding agents by suppressing verbose output from tests and builds, showing full details only on failure.

claude-codeai-toolscontext-managementdeveloper-experienceproductivityJan 1, 2026

Writing a Good CLAUDE.md

by humanlayer-team

Guidelines for crafting an effective CLAUDE.md file, emphasizing brevity, universal applicability, and progressive disclosure to maximize Claude Code's instruction-following capacity.

claude-codeai-toolsdeveloper-experienceproductivityllmJan 1, 2026
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