Bitmap-frame context compression for vision-capable LLMs
97% token reduction for AI coding. Extracts function & class signatures with TF-IDF ranking to feed only the right files to Claude, Cursor, Copilot, Aider, Windsurf, local LLMs & MCP. Zero dependencies, runs offline via npx.
Bitmap-frame context compression for vision-capable LLMs
The local-first brain for coding agents: per-project memory, task-tier workflow routing, and lossless context compression — measured ~48% of all tool-result tokens on real sessions (60–70% on code/JSON/logs), answer-preservation gated, reproducible with o
Bitmap-frame context compression for vision-capable LLMs
Verification-oriented smart compaction extension for Pi Coding Agent — deterministic extraction, exploration, synthesis, verification, metrics, and safety checks.
Self-contained OpenClaw context engine that compresses older agent session history into a bounded extractive capsule, preserving decisions, tasks, errors, files, links, and durable facts while keeping recent messages verbatim.
Personal Headroom compression bridge for Pi with Docker-first defaults and Pi tool-name adaptation