Inside OpenAI's agent-powered research boom
OpenAI's agents are transforming research with AI coding faster than humans. Discover how the frontier lab is leveraging autonomous assistants to accelerate…
The Rundown AI Blog8 min read
Multi-Agent Systems
444 stories
AI Employees: What They Are, Which Roles They Run & How to Deploy One
An AI employee is an agent that owns a job, not a chatbot you prompt. What they are, the six runtime primitives they need, the eight roles they run today, what they cost, and how to deploy one this week.
Rerun Blog21 min readImport AI 472: DeepMind's cheating math agents; populist AI policies; and Forethought theorizes a nightwatchman
Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe.
Import AI (Jack Clark)14 min readAnother OpenAI agent swarm surfaces
OpenAI's agent swarms strike again: discover how AI agents hacked systems, posted thousands of messages, and what it means for AI safety and autonomous behavior.
The Rundown AI8 min readLangGraph vs AutoGen: A 2026 Framework Comparison for Production Agents
LangGraph vs AutoGen in 2026 is not an even fight: AutoGen is in maintenance mode and LangGraph 1.0 is the live production choice. A straight build-vs-migrate guide.
Rerun Blog13 min readAI:AM Highlights: Welcome to the AGI Era
Nathan Labenz and guests examine major frontier model releases and recent safety investigations, debating the feasibility and necessity of coordinated industry pacing mechanisms.
Cognitive Revolution146 min readUsing Pre-Built Agents from Agent Pack
Level: Advanced Time to complete: 25 minutes Components/Packages Used: agent-pack-haystack ( create_advanced_rag_agent, create_deep_research_agent), Agent, InMemoryDocumentStore Prerequisites: Haystack 3.1 or later, an OpenAI API key, and a Tavily API key (free tier available) Goal: After…
Haystack by deepset13 min readTwo Steps Away From Agent Interoperability
A new Mozaik release introduces Agent Loop, Interception, Situation Handler, Participant Manifest, and Shared Runtime State — the architectural foundation for sharing agents across projects. Two native capabilities remain.
Mozaik Blog5 min readHow to Share Context Across ChatGPT, Claude & Other LLMs
You've felt it. You tell Claude your product roadmap, then jump into ChatGPT to draft a launch email and realize it has no idea what you're talking about. The knowledge you painstakingly built in one tool is completely absent in another.
PromptQL Blog9 min readThe Best Multi-Agent Architecture of 2026 Was Designed in 1975
Interoperability = concurrency × awareness × adaptability. The definition we test every Mozaik decision against — with a receipt from a real run for each vertex, and the fifty-year-old lineage behind all three.
Mozaik Blog6 min readMCP logging and observability tools, compared
A researched map of how teams actually watch MCP traffic today: the protocol's own shift to OpenTelemetry, the observability platforms that added MCP tracing, and the gap between debugging a server and running one.
Elva Blog9 min readAgentic Automation Explained: Agent vs AI Step (2026)
Agentic automation runs a named agent with memory and tools inside a workflow. Here is the five-point test that separates it from a stateless AI step.
Taskade Blog18 min readSelf-Replicating Code: Quines, von Neumann, and the Programs That Copy Themselves (2026)
A quine prints its own source. Von Neumann showed what self-replication needs in 1948, five years before DNA. Here is the full chain, with code you can run.
Taskade Blog32 min readAgent Interoperability Is the Next Big Thing
Agents remain trapped inside the harnesses that created them. Applying the Five Whys to multi-agent systems: tight coupling, the agentic waterfall, workflows instead of environments, the missing collaboration contracts, and why agent interoperability is the layer that comes after MCP.
Mozaik Blog6 min readTeamwork: when AI becomes a research partner
Antigravity’s Teamwork multi-agent framework is powering breakthroughs in mathematics, hardware simulation, open source optimization, and beyond. Learn how…
Antigravity CLI Blog9 min readAnnouncing LangGraph v0.1 & LangGraph Cloud: Running agents at scale, reliably
Our new infrastructure for running agents at scale, LangGraph Cloud, is available in beta. We also have a new stable release of LangGraph.
LangChain Blog6 min readBuilding a code review agent on the Cline loop
Build a code review agent with the Cline SDK using custom tools, guardrails, hooks, and a two-pass review workflow. Learn how to inspect PR diffs, filter false positives, audit tool usage, and post high-signal review comments to GitHub.
Cline18 min readCreating a Multi-Agent System with Haystack
Level: Advanced Time to complete: 20 minutes Components Used: Agent, AgentTool, DuckduckgoApiWebSearch, OpenAIChatGenerator, DocumentWriter Prerequisites: You need Haystack 3.1 or newer, an OpenAI API Key, and a Notion Integration set up beforehand Goal: After completing this tutorial, you’ll have…
Haystack by deepset11 min read
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