🗜️ Deflate — Intelligent Context Compression for OpenClaw

Every message you send, the LLM re-reads the ENTIRE conversation history. A 100K token chat = 100K tokens of INPUT per message. 20 messages = 2M tokens re-read. This skill exists to keep that number LOW without losing information.

PART 1: HOW CONTEXT COSTS WORK (Why This Matters)

Message #1:  Context 25K  → You pay for 25K input tokens
Message #2:  Context 30K  → You pay for 30K input tokens
Message #10: Context 65K  → You pay for 65K input tokens
Message #20: Context 105K → You pay for 105K input tokens
Message #50: Context 200K → You pay for 200K input tokens