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v1.5.0 — Prompt Intelligence System

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@anotherben anotherben released this 20 Mar 09:56
· 27 commits to main since this release

What's New

Prompt Intelligence System

  • classify-prompt.sh — 12-category intent classifier replacing the binary refine-prompt.sh hook

    • Categories: reference, bug, ops, feature, refactor, investigate, design, business, marketing, content, meta, question
    • Two-pass classification: explicit investigation verbs override bug symptoms
    • Confidence scoring: ambiguous prompts (3+ category hits) pass through instead of misrouting
    • Compound prompts: "fix X then deploy Y" detects and routes both intents sequentially
    • Correction detection: user corrections like "test it yourself" logged to .cortex/knowledge.jsonl
    • Positive reinforcement: "perfect" / "nailed it" signals logged alongside corrections
    • Hot-correction escalation: 3+ same-category corrections become auto-enforced for the session
  • log-classification.sh — PostToolUse hook for misclassification tracking

    • Detects when the user invokes a different skill than the classifier suggested
    • Writes misclass annotations for ongoing classifier improvement
  • prompt-intelligence skill — Session-start learned behavior loader

    • Reads accumulated cortex feedback annotations
    • Builds LEARNED BEHAVIORS context block for the session
    • Bootstrap seeds from existing memory files on first run

LEARNED BEHAVIORS Gate

  • All 12 enterprise skills now load domain-specific cortex lessons at entry
  • Each skill reads its own tag (e.g., feedback:BUILD, feedback:DEBUG)
  • Corrections during skill execution write back domain-tagged annotations — creating a feedback loop

codex-init.sh

  • One-command Codex agent setup for any repo: ~/claude-harness/codex-init.sh --auto
  • Creates .codex/ structure, AGENTS.md, project-prefixed repo-skills, manifest
  • Auto-detects project name, type, and Obsidian vault path
  • --auto flag for non-interactive use inside Codex sessions

Files Changed

  • 4 new files (classify-prompt.sh, log-classification.sh, prompt-intelligence/SKILL.md, codex-init.sh)
  • 13 modified files (12 enterprise skills + ensure-environment.sh)