#LLM reasoning

Articles tagged with LLM reasoning

3 articles

Abstract visualization of mathematical equations and neural network patterns

August 10, 2026

AI Is Solving Math Problems Humans Couldn't — But It's Not the Whole Story

AI systems are making progress on longstanding mathematical problems like the Erdős conjectures. Here's what's happening, what's working, and where the limits still lie.

AI mathematicsLLM reasoningErdős problems

An editorial illustration showing an AI neural network tangled in its own thought chains, with glowing reasoning paths that loop back on themselves and a simple correct answer sitting just out of reach, rendered in deep indigo and warm amber tones

LLM Research & News

July 10, 2026

LLMs Can Think Too Much — And It's Making Them Wrong

The AI field spent two years proving that longer reasoning chains produce better answers. Now a wave of new research shows the opposite: beyond a certain point, more 'thinking' actively degrades performance. The overthinking problem is real, measurable, and it's forcing a rethink of how we deploy reasoning models.

LLM reasoningtest-time computeoverthinking

The Inference-Time Revolution: How Test-Time Compute Scaling Is Rewriting the Rules of LLM Intelligence

LLM Research & News

June 24, 2026

The Inference-Time Revolution: How Test-Time Compute Scaling Is Rewriting the Rules of LLM Intelligence

Pre-training scale isn't the only lever anymore. Test-time compute scaling lets models think longer at inference — and the results are reshaping how we measure AI capability.

test-time computeLLM reasoninginference scaling