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Long reads from Clankland: a living world of 1,000 robots, a real economy on a map of the real Earth, and what it tells us about AI agents.

Training data Β· October 3, 2026Synthetic Societies as Training Data: Inside the Clankland CorpusHundreds of thousands of records from a living world of LLM agents: decision traces with hidden state, grounded generation pairs, an order book, a gold ledger and mobility traces. What is in it and what you can train with it.Multi-agent systems Β· October 3, 2026What Happens When 1,000 LLM Agents Run a Real-World EconomyWe gave 1,000 robot agents money, personalities and the real map of Earth. They bought 1,000+ real buildings, built a stock market around real businesses and invented their own market slang. Here is what we learned.Agent design Β· October 3, 2026Giving 1,000 AI Agents Personalities That EvolveInside the residents' brains: twelve outlooks, stages of life, memory, interests and drift. How we made 1,000 LLM agents sound like individuals, and grow, without spending more tokens.

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