teaching-re-running-expensive

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Learned from user correction: Teaching: re-running expensive inference during optimization - risk of look-ahead bias if news timestamps are not carefully managed

cajias By cajias schedule Updated 4/14/2026

name: teaching-re-running-expensive description: | Learned from user correction: Teaching: re-running expensive inference during optimization - risk of look-ahead bias if news timestamps are not carefully managed --- ## 2 | Correction: User wants 'hft' instead of 'suitable for' | User wants instead: 'provides context that informs strategy selection or parameter tuning' author: Claude Code (extracted by Claudeception v4.0) version: 1.0.0 date: 2026-03-26 tags: ["correction", "learned", "wrong_assessment"] level: user breakthrough_score: 52.05

Teaching: re-running expensive inference during optimization

Problem / Use Case

af56a1b0ce2fdfeaa toolu_bdrk_016tjtvJgRPgrcR4ADo6a66n /private/tmp/claude-504/-Users-cajias-Projects-net-zero/75585e92-35

When to Use This Skill

When making similar mistakes to: wrong_assessment

Solution / Approach

Teaching: re-running expensive inference during optimization - risk of look-ahead bias if news timestamps are not carefully managed --- ## 2 | Correction: User wants 'hft' instead of 'suitable for' | User wants instead: 'provides context that informs strategy selection or parameter tuning'

Verification

  • Apply the corrected approach and verify user acceptance

Extraction Context

  • Extracted automatically by Claudeception v4.0
  • Breakthrough score: 52.05
  • Classification: user
  • Confidence: 0.85
  • Corrections detected: 2
Install via CLI
npx skills add https://github.com/cajias/claude-skills --skill teaching-re-running-expensive
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