# AI's big claim and the internet's agent problem

> A researcher's explosive theory about neural networks has upended AI, while personal agents are reshaping how the internet works.
- Title: AI's big claim and the internet's agent problem | Shortify
- Summary: A researcher's explosive theory about neural networks has upended AI, while personal agents are reshaping how the internet works. A researcher claims LLMs…
- Keywords: nick cammarata, goodfire, neural networks, llms, ai agents, meta muse, internet design, ai safety, technology, science, AI's, big
- Source: MIT Technology Review — https://technologyreview.com/2026/10/20/1147355/the-download-claim-shaking-up-ai-internet-agent-problem
- Read time: 2 min
- Topics: nick cammarata, goodfire, neural networks, llms, ai agents, meta muse, internet design, ai safety, technology, science
## A researcher's bold claim about AI
Nick Cammarata at AI startup Goodfire published a twenty-six thousand word blog post claiming LLMs might be far easier to understand, monitor and control than previously thought.

> I think I have good news about the nature of neural networks.
## The claim has upended the AI world
Cammarata's post sparked wild speculation and cautious celebration across the AI research community, though not everyone is convinced by his arguments.
## What the claim could mean
If Cammarata is right that neural networks are easier to understand and control, it would be a huge deal for AI safety and monitoring efforts.
## AI agents are reshaping the internet
Personal AI agents are taking on online tasks like booking flights and reserving hotel rooms, disrupting the traditional divide between bots and people.
## Meta's Muse shows agent demand
Meta's Muse personal AI agent was downloaded five million times in its first month, demonstrating rapid adoption of AI agents for everyday tasks.
## Websites are blocking AI agents
The mingling of AI agents with human visitors on an internet designed to prioritize people has gone poorly, with many websites blocking AI agents.
## The internet could be redesigned
If demand for AI agents keeps rising, the internet could be redesigned for agents rather than people, fundamentally changing how it works for everyone.
## What redesign could mean for users
An internet optimized for AI agents rather than human users could have significant consequences for the rest of us who rely on current web design.
## Moment Energy repurposes EV batteries
Moment Energy is one of MIT Technology Review's ten Climate Tech Companies to Watch twenty twenty-six, repurposing used EV batteries into grid-connected storage systems.
## Energy storage demand is surging
Demand for energy storage is surging, with capacity expected to grow eightfold in the next decade, creating opportunity for battery repurposing companies.
## Trade tensions help Moment Energy
Ongoing trade battles between the US and China have benefited Moment Energy, which will soon categorize repurposed batteries as domestic products in Canada and the US.
## Moment is building its next plant
Moment Energy is building its next plant in North America, positioning itself to gain from current climate policy and trade dynamics.
## Key takeaway

A researcher claims LLMs may be far easier to understand and control than thought, sparking debate, while AI agents taking online tasks are forcing websites to block them and raising questions about internet redesign.