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#LLM reasoning

Diagram of recursive language model processing massive input via REPL sub-calls
AI Hardware

Recursion: AI's Secret Weapon Against Context Rot

AI's choking on its own data feast. Recursive language models flip the script, turning endless inputs into sharp reasoning.

3 min read 1 week, 6 days ago
AI model brain splitting into debating personas around a puzzle
AI Hardware

LLMs Role-Play Societies to Fake Smarts

Language models aren't solo geniuses. They splinter into bickering committees inside their own 'minds' to solve puzzles. Skeptical vet unpacks the hype.

3 min read 2 weeks ago
Open laptop displaying PDF of LLM reasoning book chapter with coffee mug nearby
AI Hardware

Sebastian's 'Reasoning from Scratch' Chapter 1: Solid Intro or Paywall Bait?

Sebastian drops Chapter 1 of his LLM reasoning book—for paid subs only. It's a tidy overview, but does it cut through the AI fog or just stir it up?

3 min read 2 weeks ago
OpenAI inference vs training compute scaling chart with performance curve
AI Hardware

Inference Scaling: LLMs' Desperate Bid for Smarter Outputs

LLMs can't reason? No problem—just throw more compute at inference time. But is this scaling wizardry or just expensive guesswork?

3 min read 2 weeks ago
Chart of LLM reasoning performance vs inference compute scaling post-DeepSeek R1
AI Hardware

What If LLMs Could Think Harder on Demand? The Inference Scaling Boom After DeepSeek R1

DeepSeek R1 lit a fuse. Now, inference-time compute scaling is turning mediocre models into reasoning beasts. But is it a real breakthrough or just more compute?

4 min read 2 weeks ago
Chart of o3 model outperforming GPT-4.5 on reasoning benchmarks with 10x RL compute
AI Hardware

o3's 10x Compute Leap Proves RL Reasoning is LLM's Turbocharger

OpenAI's o3 just devoured benchmarks with 10x the training compute of o1, all thanks to slick RL tweaks. It's not hype—it's the dawn of thinking machines.

3 min read 2 weeks ago
Google Gemini 3.1 Pro model benchmark charts and announcement screenshot
AI Hardware

Gemini 3.1 Pro: Google's Benchmark Bravado Meets Arena Reality

Google drops Gemini 3.1 Pro with flashy benchmark scores. But Arena users aren't impressed—yet.

2 min read 2 weeks ago
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