Research on how other coding assistants implement context compaction to manage long conversations.

Context compaction (also called "handoff" or "summarization") is a technique to manage the context window in long coding sessions. When conversations grow too long, performance degrades and costs increase. Compaction summarizes the conversation history into a condensed form, allowing work to continue without hitting context limits.

You will generate LLM-optimized documentation with concrete file references and flexible formatting.

Create documentation that allows humans and LLMs to:

• Understand project purpose - what the project does and why
• Get architecture overview - how the system is organized
• Build on all platforms - build instructions with file references

Real-time speech-to-text application with hotkey recording and local Whisper transcription. Records audio while holding a keyboard shortcut, transcribes using on-device AI, and pastes text directly into the active application.

• src/main.c - Application entry point and transcription pipeline
• CMakeLists.txt - Build system with whisper.cpp integration