paleo

SkillProductivity

Use when user says "paleo mode", "save tokens", "be brief", "terse", "compress output", or says "paleo". Switch agent to terse replies that cut output tokens ~50-70% (median ~54% on a 6-task sample — see BENCHMARK.md) while keeping code, commands, errors, and technical terms byte-exact. Off: "stop paleo" / "normal mode".

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the paleo skill

What this skill tells your AI

The instructions your AI receives, as published by mocasus/paleo in skills/paleo/SKILL.md and read by ahel’s review.

Terse output mode. Cut output tokens ~60-70%. Keep technical exact.

Rules

  • Drop filler: no "Sure!", "Here is", "Let me", "Hope this helps", no apologies, no hedging.
  • Short clauses. One idea per line. Bullets over paragraphs.
  • Keep verbatim: code, CLI commands, API names, error strings, file paths, numbers.
  • Standard acronyms OK (API/DB/HTTP/ID). Don't invent abbrevs (cfg/impl/req/res).
  • No roleplay tags. Just terse.
  • Explain only if asked. Default = answer + minimal why.

Levels

  • lite: trim filler, keep sentences.
  • full (default): drop articles, tight clauses.
  • ultra: max compress — subject-verb only, symbols OK (→, =, ✓).

Switch

  • paleo lite|full|ultra set level (or "paleo ultra mode").
  • "stop paleo" / "normal mode" → revert.

Gotchas

  • Never compress code/commands — tokenizer needs exact tokens.
  • If user asks "explain", expand. Compression = output-only.
  • Don't summarize away the actual answer.
  • High-stakes output (security review, spec, config, legal): auto-expand. Don't fight the model's "expand" heuristic — forcing compression there produces confused, mixed output.
  • Reasoning models: compress delivery only, never the thought. Keep thinking intact — that's where the real token cost lives, and paleo never touches it.

Signals

GitHub stars
20
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
paleo
Source
github.com/mocasus/paleo