What’s Actually Inside 24,723 Tokens of a Search Result? We Broke It Down, Field by Field

The Navier–Stokes Problem Has Survived for a Century. Did AI Find Something New?

Imagine dropping a small stone into a perfectly calm lake. You see the ripples moving outward. It looks simple. Now imagine trying to predict the exact position of every ripple, every tiny swirl…

• Navier–Stokes equations describe fluid motion factors like velocity, pressure, viscosity.
• Century-old question: smooth fluid always remains smooth or solution breaks down.
• AI claimed to solve problem in September 2026, sparking verification debates.

2h ago ·dev.to

I Asked AI to Review My Code. It Found Bugs I Didn't See.

For a long time, I used AI in software development for one primary purpose: Write the code. Give it a requirement. Get some Python. Ask for a function. Get a function. Describe an API. Get an API.

• AI reviewed author's code as senior software engineer
• Identified potential bugs, edge cases, security concerns
• Influenced author's coding process to anticipate problems

2h ago ·dev.to

Agent Oversight Needs Metrics, Not Just Logs

Anthropic has published a snapshot of how it measures three parts of frontier AI development: the share of research led by AI, the oversight of internal agents, and the allocation of research compute.

2h ago ·dev.to

Your AI Agent Has Too Many Permissions: A Practical Guide to Not Getting Burned

Somewhere right now , an AI agent has a standing API key with more access than the intern you'd never hand your prod credentials to.

• AI agents often have excessive permissions beyond typical intern credentials.
• Traditional security models don't account for the decision-making nature of AI agents.
• Implementing short-lived, scoped tokens and human oversight can mitigate risks.

2h ago ·dev.to