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.

DNA-inspired semantic compression for AI reasoning at scale. Compress codebases 1000x while preserving meaning. 99.8% token reduction.

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

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.

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 for IDE↔LLM communication. Save 80%+ tokens with radical glyphs. Supports OpenAI, Claude, VS Code, Antigravity.

Enable peer-to-peer collaboration between AI agents with human supervision for complex task coordination and decision-making.

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

Semantic Compression Protocol for AI prompt engineering

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

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

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

Risk-aware communication firewall for multi-agent systems: target-relevant compression, observation refinement, uncertainty cascade detection, and verifier placement.

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.

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

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

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.