Publications, papers, AI representations. Expert analyses from our watch team.
ChatGPT isn't an agent in the academic sense. Russell, Norvig, Wooldridge and Ferber have proposed for 30 years a demanding definition that most 2026 products don't meet. State of the question.
Jacques Ferber wrote Multi-Agent Systems in 1995. Thirty years later, his organizational dimension — often forgotten by contemporary frameworks — becomes production-ready thanks to event-driven architecture.
Six layers of explicit, structured, verifiable representation. Where an LLM alone has a representation hidden in its weights, Swoft agents know exactly what they know, and can prove it.
How to combine LLMs and formal reasoning to build reliable AI agents on specialized domains. A reading of Kautz's taxonomy and the AlphaGeometry, Plato-3, FAOS cases.
Technical diagnosis of the four structural obstacles that block the transition from demo to real production. And what it takes to clear them.
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