Can we detect failed local AI fixes? I tried syntax checking three HTML files

When I had a local AI fix my Web game, it ended up becoming unlaunchable. In the 6th installment where I created "Stardust ...

The Reason I, Who Failed at Studying 'Python Syntax' in 3 Days, Was Able to Create 30 Automation Bots Using Only 'Japanese Instruction Manuals' for AI

Lab'.I received an overwhelming response (likes and warm comments) to the article I posted the other day titled 'The Era of ...

Researchers made AI agents better by turning academic papers into working code — no retraining required

ScholarEvolve uses published research to improve AI agents, raising Qwen's AppWorld task completion from 69% to 81.4% without retraining the model.
xenospectrum

ScholarEvolve Lets AI Agents Rewrite Their Own Code From Research Papers, Lifting Task Completion 12.4 Points

UCSB and Microsoft's ScholarEvolve generates code from academic papers to improve an agent's harness without retraining model weights. It raised Qwen3.5-27B's task completion rate to 81.4%. Here is ...
shattered.io

Build Cursor Cloud Agents: 12 Steps, 90 Min [2026]

Learn to build Cursor Cloud Agents step by step: create environments with the new Environments API, scale to 300 repos, and share results as canvases.