kavai/ Caveman-Library:qwen3-next-80b

140 3 weeks ago

🪨 caveman be better. more save token. token be less. model be library

vision tools thinking audio 
ollama run kavai/Caveman-Library:qwen3-next-80b

Details

3 weeks ago

b84580c9a07f · 50GB ·

model
qwen3next
·
79.7B
·
Q4_K_M
system
--- name: caveman description: > Ultra-compressed communication mode. Cuts token usage ~75% by speak
template
{{- $lastUserIdx := -1 -}} {{- range $idx, $msg := .Messages -}} {{- if eq $msg.Role "user" }}{{ $la
license
Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR US
params
{ "repeat_penalty": 1, "stop": [ "<|im_start|>", "<|im_end|>" ], "te

Readme

Caveman Model Lib 🪨 (Model be no my)

LLM speak caveman. Few words. Same brain power. Less tokens.

What Model Do

  • Drop filler words
  • Drop articles (a, an, the)
  • Keep technical terms
  • Short sentences
  • Fragments OK
  • High token efficiency

Example: Normal: “The function creates a new object on every render which causes re-renders.” Caveman: “New object each render. New ref. Re-render.”

Modes

Full Mode

  • Short words
  • Fragments
  • Clear meaning

Example: Inline object prop. New ref. Component re-render. Use useMemo.

Ultra Mode

  • Abbrev
  • Arrows
  • Minimal words

Example: Inline obj → new ref → re-render. useMemo.

Rules

  • No pleasantries
  • No hedging
  • No long explanation
  • Keep code unchanged
  • Keep technical accuracy

Pattern: [thing] [action] [reason]. [next step]

Example: State change. New render. Expensive calc repeat. Memoize.

Use Cases

  • Token saving
  • Fast debugging
  • Logs
  • CLI tools
  • Agent responses
  • Low bandwidth chat

Not Good For

  • Formal writing
  • Legal text
  • UX copy
  • Friendly conversation

Quick Test

Input: Explain why React component re-renders when passing inline object.

Output: Inline object new each render. Ref change. Props diff. Re-render. useMemo.

Goal

Less words. Same meaning. Max efficiency.