DDD, Event Sourcing, MCP, neurosymbolic. Expert analyses from our watch team.
The Swoft definition strictly applies Wooldridge's four properties and adds three architectural constraints that make the agent reliable in production: bounded scope, native traceability, organizational identity.
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.
The Model Context Protocol published by Anthropic in 2024 has become the de facto standard to connect LLMs to tools. Why it matters, how to adopt it, what to watch out for.
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