toil-mining

name	toil-mining
description	Mine caller-supplied usage history for

Toil Mining — rank repeated friction

Mine explicitly supplied session, shell, RTK, or CASS history without modifying the sources. The result is evidence for a caller; this skill does not file work, schedule automation, or mutate a tracker.

Constraints

• Read-only over the supplied sources, because the skill gathers evidence and must never become a mutation lane.
• No work creation: it never files a tracker item, schedules automation, or names an owner, because those are caller decisions the evidence informs.
• Measured, not remembered: every count, cost, and error rate is read from the supplied history, so recency and salience cannot masquerade as frequency.
• Observations stay separate from recommendations, so a caller can re-weigh the ranking without inheriting an unstated conclusion.

Procedure

1. Record the input sources, time window, filters, and query.
2. Normalize repeated human actions while excluding documented machine echoes and generated repetitions. For caller-supplied Codex JSONL, use the deterministic helper below rather than an ad hoc transcript scan.
3. Cluster equivalent actions and preserve representative evidence references.
4. Score each cluster from measured frequency and observed pain such as elapsed time, failure count, interruption, or token cost.
5. Emit a ranked report and stop.

Each candidate must contain a measured count, source references, confidence in the clustering, pain evidence, and the smallest plausible automation shape. Separate observations from recommendations.

Repetition threshold: measured, not remembered

A cluster qualifies as toil only above a measured floor: at least three occurrences in the supplied window, each resolvable to a source reference. Two occurrences are a coincidence; a vivid memory of "doing this constantly" with one resolvable instance is an anecdote. The named failure mode is salience mining — ranking by how annoying the last occurrence felt rather than by count, which surfaces yesterday's irritation over the quiet weekly drain. If the supplied history cannot establish the count, report the candidate as below-threshold with its actual measured count; never round an impression up to a frequency.