Claude Opus 5: effort settings, verification loops, and why it feels more “agentic”
AI Models Jul 24, 2026 6 min read

Claude Opus 5: effort settings, verification loops, and why it feels more “agentic”

Claude Opus 5 (released July 24, 2026) is positioned as a more proactive, verification-focused Claude model with adjustable effort settings that trade thoroughness against token cost. It’s reported to perform strongly on coding and knowledge-work benchmarks while producing better interactive visual outputs.

by ahsan
FLUX 3 x Mimic: How Video-Action Models Teach Robots to Act
Models Jul 24, 2026 7 min read

FLUX 3 x Mimic: How Video-Action Models Teach Robots to Act

FLUX-mimic pairs Black Forest Labs’ FLUX 3 multimodal foundation model with mimic robotics to create a video-action model for general-purpose dexterous manipulation. The key idea: decode robot actions from the same learned world representation used for video prediction, keeping acting grounded in physical cause-and-effect.

by ahsan
FLUX 3 and the Rise of Multimodal Flow Models for Real-World Visual Intelligence
AI & Generative Models Jul 24, 2026 7 min read

FLUX 3 and the Rise of Multimodal Flow Models for Real-World Visual Intelligence

FLUX 3 is a multimodal foundation model trained to jointly learn from images, video, and audio in one unified architecture. By forcing consistency across senses, it aims to build a shared world representation—useful not only for generating coherent video/audio, but also for extending toward action prediction and physical AI.

by ahsan
Writing by Hand Trains Your Brain (and Your Hand): A Practical Guide
Cognition & Craft Jul 23, 2026 7 min read

Writing by Hand Trains Your Brain (and Your Hand): A Practical Guide

Handwriting can improve learning because it forces your brain to coordinate meaning with precise motor control. Research using high-density EEG reports different brain connectivity patterns for handwriting versus typewriting. This guide explains the practical pen-and-paper choices that make handwriting comfortable and effective.

by ahsan
How to Read an AI “Counterexample” to the Jacobian Conjecture
Mathematics Jul 22, 2026 6 min read

How to Read an AI “Counterexample” to the Jacobian Conjecture

Tao’s 2026 digestion of an AI-assisted claim about the Jacobian Conjecture highlights a crucial skill: separate local conditions (Jacobian determinant) from global ones (injectivity). This post explains what the Jacobian Conjecture really asserts and how to verify an alleged counterexample by checking the determinant and explicit collisions.

by ahsan