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git clone https://github.com/mocasus/paleo

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AI EngineeringPython

Paleo Mode

by mocasus

Switches the agent to a terse output mode, reducing token usage by ~50-70% while keeping code, commands, and technical terms exact. Use when you need brief replies or want to save costs.

11 stars0 forksAdded 2026/07/16
agent-skillsai-agentsai-efficiencyautomationclaudeclaude-codecodexcontext-windowcost-optimizationdeveloper-toolsgeminigemini-clihermeshermes-agentllmllm-agentsprompt-engineeringskillstoken-savingtokens

Documentation

README

paleo

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.