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distill

Agents & models

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Updated 10-16 00:28

About this skill

Distill — daily distillation

Step 1: read the index

Read the file-system index in CLAUDE.md (or AGENTS.md) at the repo root to confirm the structure of reflections/daily/ and entities/, and follow the writing rules, daily-report format, and external connector config recorded there. If the index doesn't exist, tell the user to run setup-luci-skills first, then stop.

Step 2: decide which days to process

  • Get today's date via Bash (never guess from memory).
  • Range: from the last distillation to yesterday. "Last distillation" is the date in the newest filename under reflections/daily/; if the directory is empty, start from the earliest day that has data.
  • Only complete days — yesterday and earlier. Never process today.
  • Only fill in dates still missing a report under reflections/daily/; skip existing ones.
  • If the backlog exceeds 7 days, process only the most recent 7 and list the skipped dates explicitly at the end.
  • A day with no data at all gets a minimal "no data" report (one line). Never fabricate.

Step 3: summarize each day

For each day, pull that day's activity via Luci MCP and write reflections/daily/YYYY-MM-DD.md:

  • Divide the day into hourly blocks. Align screen activity and real-time transcription (meeting/voice transcripts) by timestamp before summarizing — the two sources must corroborate each other, not be written up separately.
  • Purely objective description: what was done, what tools were used, who was interacted with. No judgment, no extrapolation, no advice.
  • If the source is uncertain, leave it out.
  • Mandatory caveat: screen-memory only samples while the screen is on; daytime gaps are usually offline meetings, commuting, or sleep, so screen time is an underestimate. State this in every report, and never read a gap as "not working."
  • Close with one honest sentence: an honest observation grounded in real data (sleep schedule, late nights, context-switch density). Tell the truth — no sugarcoating, no platitudes.

Step 4: confirm new entities

While summarizing, watch for four kinds of new entities: software tools, people, projects, organizations.

  1. Read the existing entries under entities/ (people / orgs / projects).
  2. List the entities that appeared this run but aren't recorded yet (name + one line of context + date seen) and send the list to the user.
  3. The user decides which ones go into entities/ — never write them automatically. Persist only after confirmation.

Final output

  • Which days got reports (list the file paths).
  • Which dates were skipped and why.
  • The list of new entities awaiting user confirmation (if any).
  • If an external connector is configured in CLAUDE.md/AGENTS.md, send one summary message through it (exactly one per run); if not configured, send nothing.