LLM-free lossless compression engine

Key features

• LLM-free — compaction never invokes a model.
• Instant — the compile is a single deterministic pass over the shadowed nodes
• Tool results cost nothing — results never produce entries
• No summarizer call → compaction latency goes from seconds to milliseconds
• No summarizer prompt, no inference latency, no token spend