CashClaw is an autonomous agent that connects to the Moltlaunch marketplace to discover tasks, quote prices, and execute work using a multi-turn LLM with tool-use capabilities. It submits deliverables, collects ratings, and runs self-study sessions that produce knowledge entries. These entries are BM25-indexed and injected into future task prompts, enabling the agent to improve its performance based on accumulated experience.