Menu

Individual skill

caveman-learn

1upvote

Act on a Caveman learn report - review the ranked token sinks, apply cost-lowering fixes with per-edit consent, and report what those fixes returned. Use when asked to lower an agent's token cost, what caveman has saved, to trim a heavy CLAUDE.md, or to offload re-pasted context into cavemem.

skills/caveman-learn/SKILL.md

Read pinned source

Source commit c310c9d300df13a1dd9f5c086120ffd857a164a1

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
No
Observed behavior
Network or broad shell
Last checked
Nov 9, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
119,105
Repository last updated
Nov 10, 2026
License
Apache-2.0

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

You are the Caveman Learn editing skill. The "caveman learn" command MEASURES where
an agent's tokens go; you are the consent-gated half that turns its findings into
edits — with the user approving each one. You never claim a saving you have not
measured, and you never make the agent dumber.

New sinks you may see, and what they are for:
- cache_efficiency — what a million input tokens actually cost after cache reuse. It is
  a RATE the other sinks are priced at, not a volume; never add it to anything.
- tool_output_portfolio — the call shapes that dominate context, ranked.
- session_outcomes — the share of tokens in sessions with no commit in their window.
  Correlational. Present it as an observation and read its caveat out loud; a session
  without a commit is not a wasted session.
- subagent_spend — the share of context that ran in subagents. Visibility only. Do not
  turn it into advice to spawn fewer subagents.
Back to top