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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…

aifilesystemvibecodingmultiagent
Dev.to Oct 12, 2026, 00:19 UTC
EN

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…

multiagentagenticcodingcontextengineeringcodex
Dev.to Sep 5, 2026, 22:18 UTC
EN

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…

aiwebdevlanggraphmultiagent
Dev.to Aug 29, 2026, 09:09 UTC
EN

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…

llmmcpaimultiagent
Dev.to Aug 21, 2026, 15:32 UTC
EN

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…

aisecuritymultiagentanthropic
Dev.to Aug 18, 2026, 12:47 UTC
EN

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…

aiagentsopensourcemultiagent
Dev.to Aug 3, 2026, 06:23 UTC
EN

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…

aiagentsmultiagentaisafety
Dev.to Jul 30, 2026, 20:23 UTC
EN

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…

crewaimultiagentorchestrationagentteams
Dev.to Jul 28, 2026, 06:00 UTC
EN

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…

aimultiagentsecuritydevops
Dev.to Jul 11, 2026, 02:22 UTC
RU

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…

llmтестированиеai агентыqamultiagentevalsplaywright
Habr Jun 22, 2026, 07:19 UTC
EN

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…

aimultiagentarchitectureopensource
Dev.to Jun 11, 2026, 00:12 UTC
EN

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…

technicalaimultiagentautomation
Dev.to Jun 5, 2026, 22:25 UTC
EN

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…

agentsllmopensourcemultiagent
Dev.to Jun 3, 2026, 05:35 UTC
EN

# 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…

agenticaillmagentsreactmultiagent
Dev.to May 31, 2026, 12:30 UTC
EN

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…

multiagentgovernanceenterpriseaicto
Dev.to May 21, 2026, 15:30 UTC
EN

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…

postmortemlanggraphmultiagentbroke
Dev.to May 2, 2026, 21:05 UTC

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