# multi-agents

Published articles for multi-agents.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## Explainer: K2 & Math Olympiad Golds

DevFeed: [Explainer: K2 & Math Olympiad Golds](<https://devfeed.tech/articles/explainer-k2-math-olympiad-golds-33471.md>)

Original publisher: [Read original article](<https://timkellogg.me/blog/2025/07/19/olympiad>)

Published: 2025-07-19T00:00:00Z

Content type: article

Language: en

Sources: [Tim Kellogg](<https://devfeed.tech/sources/tim-kellogg.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [multi-agents](<https://devfeed.tech/topics/multi-agents.md>), [Chain-of-thought](<https://devfeed.tech/topics/chain-of-thought.md>), [Claude](<https://devfeed.tech/topics/claude.md>), [deepseek](<https://devfeed.tech/topics/deepseek.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [computer-use](<https://devfeed.tech/topics/computer-use.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [chain-of-thought](<https://devfeed.tech/tags/chain-of-thought.md>), [context-engineering](<https://devfeed.tech/tags/context-engineering.md>), [cost](<https://devfeed.tech/tags/cost.md>), [explainer](<https://devfeed.tech/tags/explainer.md>), [multi-agent](<https://devfeed.tech/tags/multi-agent.md>), [multi-agents](<https://devfeed.tech/tags/multi-agents.md>), [openai](<https://devfeed.tech/tags/openai.md>), [tokens](<https://devfeed.tech/tags/tokens.md>), [tools](<https://devfeed.tech/tags/tools.md>)

### AI overview

This explainer reviews major AI-agent developments from January through July 2025, focusing on K2 and the International Math Olympiad gold result. It argues that K2's strong agentic performance without a long chain-of-thought trace raises questions about whether extended thinking is necessary for effective agents, while noting that shorter reasoning can reduce token costs.

### Source excerpt

the best way to emphasize the importance of this week's developments is to go all the way back to January and see how we got here.

## Consilium: When Multiple LLMs Collaborate

DevFeed: [Consilium: When Multiple LLMs Collaborate](<https://devfeed.tech/articles/consilium-when-multiple-llms-collaborate-7148.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/consilium-multi-llm>)

Author: Andreas

Published: 2025-07-17T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [LLMs](<https://devfeed.tech/topics/llms.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [gradio](<https://devfeed.tech/topics/gradio.md>), [Hackathon](<https://devfeed.tech/topics/hackathon.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [gradio](<https://devfeed.tech/tags/gradio.md>), [hackathon](<https://devfeed.tech/tags/hackathon.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [llms](<https://devfeed.tech/tags/llms.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [multi-agents](<https://devfeed.tech/tags/multi-agents.md>)

### AI overview

Consilium is a platform in which multiple LLMs discuss questions and use consensus, majority voting, or ranked choice to produce answers. It is available as a visual Gradio interface and an MCP server, with a poker-style roundtable component designed to show the models' responses, thinking status, and research activities.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## Multi-Agents Are Out, PID Controllers Are In

DevFeed: [Multi-Agents Are Out, PID Controllers Are In](<https://devfeed.tech/articles/multi-agents-are-out-pid-controllers-are-in-33459.md>)

Original publisher: [Read original article](<https://timkellogg.me/blog/2025/03/06/pid-controllers>)

Published: 2025-03-06T15:00:00Z

Content type: opinion

Language: en

Sources: [Tim Kellogg](<https://devfeed.tech/sources/tim-kellogg.md>)

Topics: [multi-agents](<https://devfeed.tech/topics/multi-agents.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [llm](<https://devfeed.tech/tags/llm.md>), [multi-agents](<https://devfeed.tech/tags/multi-agents.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

An opinion article argues that many multi-agent systems become counterproductive because they add complexity through static roles and workflows. It presents a simplified Plan, Act, Verify loop as a PID-controller-like approach that can help keep long-running AI agent systems stable through small incremental changes.

### Source excerpt

My hottest take is that multi-agents are a broken concept and should be avoided at all cost. My only caveat is PID controllers; A multi agent system that does a 3-step process that looks something like **Plan, Act, Verify** in a loop. That can work. Everything else is a devious plan to sell dev tools.