Wick automate

Wick — Automate (spot the repetition, propose the automation)

The efficiency reflex: notice when work is being repeated and turn the repetition into an automation — so the third time you do a thing is the last time you do it by hand.

Complements /evolve (which graduates logged instincts into skills). This works one level earlier and broader: it detects task repetition in the work stream and proposes a program (for mechanical repetition) or a skill (for repeated judgment). The program-vs-skill call is the whole point.

When to invoke

• You (or the user) just did the same multi-step task a 3rd time.
• Periodically, to mine memory/.observations.jsonl (if the observer hook is installed) for frequent command/tool sequences.
• The user says "automate this" / "I keep doing X."

Step 1 — Detect the repetition

Three kinds (structural is the most valuable):

• Literal — the same command/sequence run N times (N≥3). Often just wants an alias.
• Structural — the same shape of task with different inputs: "ship a version" done for 1.1 / 1.2 / 1.3; "onboard a client" done 4×. The variable parts (version, name) become parameters. This is the high-value target.
• Frictional — a task that's slow, error-prone, or many-step each time: high per-instance cost even at low frequency.

Sources, in order: the current session's tool-call history → memory/ (decisions, learning-journal, sessions) → memory/.observations.jsonl (if present) → the user pointing at it.

Step 2 — Decide IF it's worth automating (don't automate reflexively)

Automate only when payoff > cost AND the task is stable.

• Payoff ≈ (frequency × per-instance friction) over a realistic horizon.
• Cost = building it + maintaining it + the risk of ossifying a workflow that's still changing.
• Stability gate (load-bearing): if the task is still being figured out — steps changing run to run — wait. Premature automation freezes a moving target; that's its own waste. Automate the settled, not the exploratory.
• Skip the rare, the already-a-one-liner, and the moving target.

Step 3 — Program or Skill? (the classifier)

The repeated task…	→ Program (script/tool)	→ Skill (SKILL.md)
Same steps every time, no judgment	✓
Needs per-instance reasoning / adaptation		✓
Deterministic I/O — files, git, data, builds	✓
Reads/writes prose, weighs options, decides		✓
High frequency, speed & cost matter	✓ (no LLM = free + fast + reliable)
Infrequent but complex, benefits from the gates		✓

• Program = deterministic, cheap to run, reliable — but brittle to change, can't adapt.
• Skill = adapts per instance, carries the gates — but costs tokens each run.
• Both (the mechanical-with-judgment case, often the right answer): a thin skill decides whether / when / how, and calls a program for the mechanical heavy-lifting. E.g. a /ship skill that runs a deterministic ship.mjs; or wick-migrate (skill) calling wick-path-audit (program).

Step 4 — Propose (never auto-build)

Return:

1. The pattern — what's repeated, how often, the evidence (cite the instances).
2. Verdict — automate now / wait (not stable) / skip (low payoff), with the payoff estimate.
3. Program, skill, or both — with the classifier reasoning; name the parameters (the variable parts abstracted out of the structural repetition).
4. A draft — a skeleton .claude/skills/wick-<name>/SKILL.md or a script stub, ready to build on approval.
5. Gate — build only on explicit approval, then verify the automation on a real instance (verify behavior, not form) before trusting it.

Cross-session mode (the observation log)

For detection that spans sessions, install the observer (Claude Code): tools/wick-observer.mjs appends a compact {ts, tool, target} record to memory/.observations.jsonl on each Edit / Write / Bash via a PostToolUse hook. This skill then mines the log for frequent n-gram sequences. The log is runtime — keep it gitignored.

// .claude/settings.json
{ "hooks": { "PostToolUse": [ { "matcher": "Edit|Write|Bash",
  "hooks": [ { "type": "command", "command": "node tools/wick-observer.mjs --post-tool-use" } ] } ] } }

What this will never do

• Auto-build an automation (propose + gate, always).
• Automate a moving target (stability gate) or a low-payoff rarity.
• Recommend a skill where a $0 deterministic program would do — or a brittle script where the task genuinely needs judgment. Matching the automation to the task is the discipline.