When AI Reviewers Disagree: Building a Multi-Agent DevSecOps Tribunal with Qwen-Max
Every AI code review tool has the same weakness I've been building AI code review tools since 2024. Every one I've tried, and every one on the market,…
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Как тестировать 5 LLM-агентов одним набором тестов: capability-based подход
В [прошлой статье]( https://habr.com/ru/articles/1049482/ ) я разбирала, почему классический QA ломается на LLM: нет одного эталонного ответа, один и …
AI Agent Memory Is Not Chat History
Most AI agent systems start with a simple idea: "Let's give the Agent Memory". At first, this usually means saving previous messages, retrieving simil…
Как пчёлы, муравьи и рыбы привели нас к мультиагентному ИИ — и почему его так трудно защитить
Когда мы говорим «искусственный интеллект», большинство представляет что-то централизованное: огромный суперкомпьютер, один большой мозг, систему, кот…
I Built a Self-Improving Health Platform: Five AI Agents That Learn Every Week
Originally published on longevityai.nl — for full context, comments and related articles, visit the source. I Built a Self-Improving Health Platform: …
Agent Series (11): A2A Protocol — How Agents Collaborate with Each Other
MCP Solved Agent ↔ Tool. Who Solves Agent ↔ Agent? The previous article covered MCP: an Agent connects to tool services via a standard protocol. Tools…
# Agentic AI: Architecture of Autonomous Systems
"A language model that answers questions is a tool. A language model that decides which questions to ask and then acts on the answers is something els…
The CTO’s Blueprint for Governing Multi-Agent AI Systems in the Enterprise
Multi-agent AI systems are no longer a research curiosity. Omnithium , the AI agent platform for enterprises, helps teams deploy production AI systems…
Postmortem: How a LangGraph 0.1 Multi-Agent Bug Broke Our 2026 Customer Support Bot
Postmortem: How a LangGraph 0.1 Multi-Agent Bug Broke Our 2026 Customer Support Bot Executive Summary On October 12, 2026, our production customer sup…