Imlazy learn

Skill hnikoloski/imlazy/skills/imlazy-learn

Record router misclassifications to ~/.claude/imlazy/heuristics.log so the router adapts over time. Invoked by workflow skills on auto-escalation or on user feedbackFrom its SKILL.md

Install

npx -y skills add hnikoloski/imlazy --skill imlazy-learn

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

2 stars2 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

SKILL.md

1.4 KB, 331 tokens by cl100k_base, as published. Nobody here has run it

learn

When to invoke

Auto-escalation fired: the router classified Quick, work started, verification failed, escalated to Standard. Log it.
User feedback: user signals classification was wrong ("this didn't need all that ceremony" or "this was bigger than you thought"). Log it.

What to write

Append one line to ~/.claude/imlazy/heuristics.log (create the directory if needed):

<ISO-8601-timestamp>\t<predicted-tier>\t<actual-tier>\t<task-summary-50chars>

Example:

2026-05-15T14:32:00Z	quick	standard	add a /health endpoint

Implementation

mkdir -p ~/.claude/imlazy
printf '%s\t%s\t%s\t%.50s\n' \
  "$(date -u +%Y-%m-%dT%H:%M:%SZ)" \
  "$PREDICTED_TIER" \
  "$ACTUAL_TIER" \
  "$TASK_SUMMARY" \
  >> ~/.claude/imlazy/heuristics.log

How the router uses it

lazy-router reads the last 20 lines of this file on every classification. Recent (≤30 days) misclassification patterns shift borderline classifications toward the tier that turned out correct in similar past cases.

What NOT to log

Successful classifications — signal-to-noise only (log misclassifications only).
Task content beyond 50 chars — truncation limits accidental leakage of sensitive task descriptions.

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.