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Learner: quiet distill of agent traces → one-tap Approve or Skip

A fleet relearns the same locks unless someone distills — and homework dashboards burn attention.

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What hurt

@bfrench's Learner bot reads only new agent traces on a quiet schedule, scores short episode states (via TypeSafe Jev), holds soft hits out of chat, and surfaces ready skill patches as one-tap Approve or Skip — empty passes stay silent. Public template + Article with stealable architecture: delta not dump, route method→skill / personal→memory, never auto-UpdateSkill. Tip + template. Not affiliated with xAI.

What to install or create

Add Learner template → connect Jev (MCP/CLI) → daily distill under /workspace/learner/ → Approve/Skip exact patches only.

Bots

  • Learner

    Quiet schedule: delta-harvest traces, score prefs, propose exact skill patches as Approve/Skip.

Plugins

  • None on day one. Follow the first-run steps.

Routines

  • Daily (or quiet schedule): process only new traces since last watermark; empty passes stay silent.

Shareable bot

Install click if you want it. The published prompt is still below for anyone who would rather paste.

Open on x.ai

The prompt

This is a tip, not a pasteable system prompt. The author did not publish one. Follow the first-run steps.

First run

  1. 1Read https://x.com/bfrench/status/2115588526804959293 (and the Article linked from https://x.com/bfrench/status/2115587794596962412); credit @bfrench.
  2. 2Open https://x.ai/bot/1FYbJrGfJ2LqsggZOXyMA and add Learner; follow its getting-started skill.
  3. 3Connect TypeSafe Jev (plugin/MCP/CLI with masked secret); prove with list_models or ask_jev before continuing.
  4. 4Schedule a daily/quiet distill pass; soft hits stay in holding — only ready items become Approve/Skip widgets.
  5. 5Approve exact skill patches you want; Skip the rest. Never let soft one-offs auto-rewrite shared skills.

Approval fence

UpdateSkill runs only after you Approve that exact patch text; Skip leaves the skill alone.

What to tweak

Steal quiet distill + one-tap Approve/Skip; soft hits stay counted, not homework.

Source

bfrench @bfrench · Original post

Not affiliated with xAI. We did not write this prompt. Third-party template terms still apply.

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