headroom: Headroom is a context compression layer designed for AI agents and LLMs, significantly reducing token usage (60-95% fewer tokens) by compressing tool outputs, logs, RAG chunks, files, and conversation history. It operates locally and reversibly, ensuring data privacy and the ability to retrieve original content on demand.; CopilotKit: CopilotKit is a React framework for embedding AI copilots, chatbots, and in-app agents directly into web applications. It provides UI components (chat interface, sidebar, textarea) and backend infrastructure for building agentic frontends — where AI can read and modify application state, take actions, and render generative UI. Supports LangChain, LangGraph, CrewAI, and custom agent backends.
Optimizing AI Coding Agent Workflows: Significantly reduce token costs and improve efficiency when using agents like Claude Code, Cursor, or Aider for daily coding tasks.
Adding a context-aware AI copilot to a SaaS product that understands app state