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SigMap: 97% token reduction for AI coding sessions

SigMap offers a workflow that reduces token usage by 97% in AI coding sessions, emphasizing trust in answers over token count. It uses ask, validate, judge, and learn steps to build focused context and reinforce helpful files.

SourceHacker News AIAuthor: handfuloflight

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Trust the answer, not just the token count

Use ask to build focused context, validate to check coverage, judge to score groundedness, and learn to reinforce the files that helped.

Workflow docs →