Focused input cuts LLM output tokens by 63% bench on CC with FastAPI
Dependency-graph filtering cuts output tokens 63%, not just input—Claude stops narrating when focused.
Your AI's memory grows forever. Your token bill doesn't. A cross-provider memory layer for LLM apps.
Cuts token bills 68% by swapping full history for vector-retrieved signals.
Developers building stateful LLM applications or chatbots
LangChain Memory · LlamaIndex · Mem0
Dependency-graph filtering cuts output tokens 63%, not just input—Claude stops narrating when focused.
96.6% LongMemEval score using verbatim storage instead of AI summarization.
Prompt compression cuts token costs 40-60%, but it's lossless text optimization, not a novel insight.
4x token savings on screenshots with readable text at 800px grey.
Makes 1.5B models 10% more accurate by hiding 90% of tool descriptions.
Transparent proxy cuts Codex context tokens by 87% via working memory.