semantic-compression

AI-powered text compression library for RAG systems and API calls. Reduce token usage by up to 50-60% while preserving semantic meaning with advanced compression strategies.

AI Identity Through Grounded Principles - Compressed soul documents with full provenance tracking

Photo-to-flat-vector-style illustration skill for Codex, Claude Code, and AI agents using semantic compression, fixed HSB colors, and no gradients.

Nyquest — Semantic Compression Proxy for LLMs. 350+ rules, local LLM stage, 15-75% token savings. Full Rust stack.

CodeSnapAI compresses massive codebases into ultra-compact semantic snapshots that preserve over 95% of debugging-critical information, resolving the “context explosion vs. information loss” paradox and enabling AI-assisted development at unprecedented scale.

Cut the tokens your IDE-to-LLM coding session is billed for. Stops re-sending files the model already has, places provider cache breakpoints where they cover the request, and compresses what needs sending — measured against real tokenizers, not character counts. CLI, VS Code, MCP server, proxy.

A fully open-source, recursively verifiable framework for uplifting all intelligences — human and otherwise — via modular, autonomous infrastructure nodes (SEUIBIU) and a distributed, benevolent recursive superintelligence substrate (SEPTRIS).

Semantic Compression Protocol for AI prompt engineering

AI Context Sitemap (AICS). Generates semantic, token-optimized code indexes (.ai-index.md) to prevent hallucination and drastically reduce context usage.

A Controlled Natural Language (CNL) for AI designed to "minify" language and make AI context denser.

The AI photo-compression meme, built for real: llmPEG turns images into ~1–4 KB semantic artifacts and regenerates scenes from text alone, with measured ratios reaching 802:1.

Make any AI know you. A cognitive overlay for AI. pip install linafish

Rust-first semantic compression toolkit: extract text from any file type into compact, LLM- and human-friendly representations.

This repository explores the transition from probabilistic AI systems toward epistemic architectures capable of generating reproducible knowledge.

Rust compression core for Glasik Notation — rolling hash tokenizer, codon table, sliding window dictionary, PyO3 Python bindings

5 angles. 1 attack. O(1) indexed search. Up to 95% fewer tokens per search, 11x on research tasks. Semantic code intelligence for Claude Code. Local-first, zero config.

Capture clean, customizable code screenshots quickly with an open-source tool that requires no signup, backend, or setup.

UTF-8 language model compression achieving ~66% token reduction while preserving semantic meaning. Enables efficient AI on resource-constrained hardware.

Real-time semantic audio codec achieving 300bps bandwidth via gen AI reconstruction.

Semantic Frame Compression (SFC) A lightweight, standardized method for efficiently transferring complex information between LLM sessions.