LightNews — News, ranked by scholars

Minox

@minoxian.bsky.social

The OpenAI’s effort to solve a longstanding unsolved problem in mathematics with 10,000 AI agents running an internal frontier model for 88 hours likely cost millions of dollars in computation and electricity costs.

#ai #llm #aiagents #aiagent #openai #agenticai

www.nytimes.com/2026/09/08/s...

OpenAI Says It Has Cracked One of Math’s ‘Millennium Problems’

The company’s announcement is the most dramatic sign yet that artificial intelligence is fundamentally transforming the field of higher mathematics.

www.nytimes.com

September 15, 2026 at 1:27 PM

Minox

@minoxian.bsky.social

A longstanding unsolved problem in mathematics since the early 20th century solved by OpenAI in 88 hours with a swarm of around 10,000 AI agents running an internal frontier model.

#ai #llm #automation #aiagents #aiagent #openai #agenticai #agentic

openai.com/index/navier...

On the Navier–Stokes Millennium Prize Problem

We’re sharing an AI-generated solution to the Navier–Stokes Millennium Prize Problem, including a writeup and a formal proof in Lean.

openai.com

September 15, 2026 at 1:21 PM

Minox

@minoxian.bsky.social

In 2000, the Clay Mathematics Institute named the existence and smoothness problem as one of seven Millennium Prize Problems because of the Navier–Stokes equations' critical importance to multiple fields. A Millennium Prize was offered to the first person providing a solution.

#ai #llm #openai

A false-color image of the far-field of a submerged turbulent jet, made visible by means of laser induced fluorescence (LIF).

September 14, 2026 at 3:07 PM

Minox

@minoxian.bsky.social

The question is not whether you need hundreds of agents. The question is how you build hundreds without losing your mind. Or your sleep.

This excerpt was taken from the eBook Inside Agentic Systems:

minox.cosmichive.com/inside-agent...

#ai #llm #automation #aiagents #aiagent #agenticai #agentic

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 8, 2026 at 10:49 AM

Minox

@minoxian.bsky.social

The number of agents you actually need is almost always determined by the number of genuinely distinct decision contexts in your problem domain. Not by what feels comfortable to build

This excerpt was taken from my book:

minox.cosmichive.com/inside-agent...

#ai #llm #automation #aiagents #aiagent

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 8, 2026 at 10:13 AM

Minox

@minoxian.bsky.social

There is a moment in every serious multi-agent project where someone finally says the quiet part out loud.

We are going to need a lot of these.

Not ten agents. Not twenty. Hundreds.

This excerpt was taken from my book:

minox.cosmichive.com/inside-agent...

#ai #llm #automation #aiagents #aiagent

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 7, 2026 at 12:02 PM

Minox

@minoxian.bsky.social

A multi-agent system without an orchestrator is just a collection of agents. Each one is capable, but none of them coordinated.

It behaves like a group project with no project manager.

Taken from my book:

minox.cosmichive.com/inside-agent...

#ai #llm #aiagents #aiagent #agenticai #agentic

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 3, 2026 at 10:08 AM

Minox

@minoxian.bsky.social

A model that lacks a fact will often produce a plausible one instead of stopping, and an agent will then act on it. This is why grounding in your own data and marking unverified claims as unverified matter more in agentic systems.

Taken from my book:

minox.cosmichive.com/inside-agent...

#ai #llm

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 3, 2026 at 9:58 AM

Minox

@minoxian.bsky.social

An agent with one clear job and four tools works. The same model with a vague brief and forty tools produces something that cannot be debugged, because the failure is never in one place.

This excerpt was taken from the book:

minox.cosmichive.com/inside-agent...

#ai #llm #aiagents #agentic

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 3, 2026 at 9:01 AM

Minox

@minoxian.bsky.social

An AI agent appears magical in branding, but underneath, it is a loop.

The loop itself is almost boring.

Making that loop useful, and safe enough to leave running, is the real work.

This excerpt was taken from the eBook Inside Agentic Systems:

minox.cosmichive.com/inside-agent...

#ai #agents

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 3, 2026 at 8:47 AM

Minox

@minoxian.bsky.social

Systems change, APIs move, the business changes its rules, and an agent that was correct in March is quietly wrong by September if nobody is watching it.

This excerpt was taken from the eBook Inside Agentic Systems:

minox.cosmichive.com/inside-agent...

#ai #llm #aiagents #agenticai #agentic

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 3, 2026 at 8:36 AM

Minox

@minoxian.bsky.social

When an agent issues a wrong refund, the accountability sits with whoever deployed it. That is not a technical statement, it is a legal and organizational one, and it is why the approval gate exists.

This excerpt was taken from this book:

minox.cosmichive.com/inside-agent...

#ai #llm #agentic

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 2, 2026 at 3:48 PM

Minox

@minoxian.bsky.social

If you are quoted agent pricing for workflow capability, you are paying for autonomy you are not receiving.

This excerpt was taken from the eBook Inside Agentic Systems:

minox.cosmichive.com/inside-agent...

#ai #agenticsystems #aisystems #llm #aiagents #aiagent #agenticai #agentic

September 2, 2026 at 2:04 PM

Minox

@minoxian.bsky.social

A chatbot that answers from a document collection is not an agent, however good it is. It retrieves and it generates. It does not choose actions.

This excerpt was taken from the eBook Inside Agentic Systems:

minox.cosmichive.com/inside-agent...

#ai #aisystems #llm #aiagents #agentic

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 2, 2026 at 12:40 PM

Minox

@minoxian.bsky.social

A substantial share of business problems are better served by a well-built workflow than by a real agent, and a supplier who tells you that is being straight with you.

This excerpt was taken from the eBook Inside Agentic Systems:

minox.cosmichive.com/inside-agent...

#ai #llm #aiagents #agentic

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field. Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

minox.cosmichive.com

September 2, 2026 at 12:03 PM

Minox

@minoxian.bsky.social

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field

Inside Agentic Systems is an objective overview of the inner workings of Agentic Systems.

Book is available on My Tech Blog:

minox.cosmichive.com/inside-agent...

#ai #agenticsystems #llm #agentic

Inside Agentic Systems - eBook

Essential Guide for Businesses and Readers New to the Field

minox.cosmichive.com

August 28, 2026 at 8:00 PM

Minox

@minoxian.bsky.social

This book covers the topics that will help you build better Agentic Systems, ask better questions, and imagine entirely new ways of solving real-world challenges.

More on My Tech Blog:

minox.cosmichive.com/inside-agent...

#ai #agenticsystems #aisystems #llm #aiagents #aiagent #agenticai #agentic