STATUS: OPTIMIZED
PHYSICAL_IMPACTS: 0
OUTPUT_REDUCTION: UNPUBLISHED
JuliusBrussee / caveman

Few tokens.
Do trick.

A semantic constraint engine for Claude Code & Codex. Forces agentic communication into minimal-token lithic structures while preserving code, commands, and exact errors.

❯ npx skills add JuliusBrussee/caveman
01 // Compression Matrix

The Lithic Payload Diff

Visualize the exact tokens purged by the Caveman protocol. Technical imperatives are retained; conversational padding is annihilated.

Payload: React Re-render Diagnosis 69 Tokens → 19 Tokens
"The reason your React component is re-rendering is likely because you're creating a New object reference on each render cycle. When you pass an inline object as a prop, React's shallow comparison sees it as a different object every time, which triggers a = new ref = re-render. I'd recommend using Wrap in useMemo to memoize the object."
02 // Empirical Data

Token Latency Reduction

Illustrative historical task pairs below are not a current aggregate claim. Publish no reduction or quality-equivalence percentage until raw paired outputs are committed and reviewed.

Explain React re-render bug
159/1180 87%
Fix auth token expiry
121/704 83%
Debug PostgreSQL race condition
232/1200 81%
Explain git rebase vs merge
292/702 58%
Review PR for security
398/678 41%
03 // Lexical Ruleset

Execution Architecture

💀
Pleasantry Annihilation
Standard LLMs waste compute on sycophantic hedging: "I'd be happy to help," or "It might be worth considering." Caveman protocol identifies and destroys these patterns at the generation layer.
✍️
Code Preservation
Code blocks, Git commits, and PR descriptions bypass the lithic filter. Caveman writes normal code.
🧠
Nomenclature Integrity
Technical jargon is retained precisely. "Polymorphism" remains "polymorphism." Caveman not stupid. Caveman efficient.
🔬
Scientific Backing
Based on the March 2026 paper "Brevity Constraints Reverse Performance Hierarchies in Language Models". Forcing brevity improves accuracy by 26 percentage points on key benchmarks. Less word = more correct.
04 // Interface

Initialize Protocol

System ready. Establishing connection to Claude Code Env...
Installing plugins via marketplace...
claude plugin install caveman@caveman
Trigger the protocol:
/caveman
Me ready.
❯