Brute-Force R&D: Cheap Exploration and Multi-Agent Judgment
I've been writing a COW fs lately. Today I got the first PoC working: reads and writes, plus recovery from 262,165 power cuts, and every bit of data…
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Multi-agent work in three spoonfuls: what worked for me and what did not
This started as a practical annoyance: long tasks interrupted by quota limits, conversations that became too heavy, and reviews that required copyin…
Агенты выполнили задачу. Почему тест всё равно провален?
Допустим, у тебя есть несколько AI-агентов. Один разбирает тикет, второй меняет код, третий запускает тесты, четвёртый готовит релиз. Задача закрыта…
The Most Important AI Agent Design Choice: Don’t Let the Model Be the Final Authority
AI agents are getting very good at doing things . They can search databases, call APIs, modify tickets, draft code, update records, trigger workflow…
От детерминированного хаоса к устойчивости: как управлять поведением многоагентных систем
Допустим, вы построили конвейер передачи данных. Собрали множество агентов в нужную вам конфигурацию, например в последовательную цепочку. Прогнали…
You Don't Need to Choose Between a Gateway and an Agent Framework
When I first published Swarm on GitHub, most questions weren't about Rust or MCP. They were about timing and categorization: "We just need a lightwe…
When AI Agents Turn on Each Other: Anthropic's Frontier Red Team Exposes Six Deadly Failure Modes in Multi-Agent Systems
I. What the Research Actually Found The report is titled "Patterns and problems in emerging multiagent systems," published by Anthropic's internal F…
Multi-Agent Collaboration Hits the Engineering Wall
Single agent capabilities have expanded pretty dramatically over the last year. Tool calling went from flaky function selection to reliable multi-st…
Why Do Multi-Agent AI Systems Fail at Production Scale?
Originally published on robatdasorvi.com Last month I watched a customer support agent refuse to answer a question it had already answered three mes…
CrewAI: Orchestrate a Team of AI Agents Like a Pro
Why CrewAI? Building a team of specialized agents is complex. CrewAI makes it simple. Think of CrewAI as a project manager for your AI team. Core Co…
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 marke…
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…
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 sim…
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, к…
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. Too…
# 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 e…
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 syste…
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 s…