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Understand Before Exploring: How to Scope AI Coding Tasks

Understand Before Exploring: How to Scope AI Coding Tasks Evergreen guide for developers using AI coding agents (Claude Code, Cursor, Copilot, OpenCode). Learn to give your agent only the context it needs — no more exploring the repo from zero. Repo: https://github.com/DhaniAAA/ScopeCairn npm install -g scopecairn (Node ≥20) The problem AI coding agents fail not because they are dumb, but because…

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Can an AI Impact Receipt Be Standardized?

Here's the problem with building a useful developer tool: If only one company can use it, it's a product feature. If different systems can produce and consume the same information, it has the…

  • Impact Receipt aims to standardize AI impact data across systems
  • Challenges include diverse descriptions, varying carbon values, and incomplete evidence
  • Proposed structure includes status, value, unit, evidence type, and methodology

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