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Autoresearch: How Self-Evolving AI Age…
Autoresearch lets AI agents automatically explore and refine better solutions during task execution. This article breaks down agent recipes, self-improvement loops, and human-AI collaboration boundaries.
Tech FrontiersPi AutoResearch is a coding plugin based on Karpathy's Auto Research concept that auto-generates optimization plans, modifies code, runs tests, and logs results for fully automated performance tuning.
Building RL-Powered Autonomous Researc…
How NVIDIA NeMo combines reinforcement learning to train agent skills and build an Autoresearch workflow capable of autonomously running ML experiments end-to-end.
Using Claude for Constrained Optimizat…
How Claude and LLMs assist constrained optimization research — from problem modeling to solver integration. An honest look at AI's real capabilities and limits in automated science.
The Rise of Autonomous AI Research: Ef…
At AIEWF, the vision of autonomous AI research sparked fierce debate. Can AI complete a full research loop independently? Experts defend human understanding and control, revealing the core tension between automation efficiency and human agency.
ResearchDeep dive into how the Humanize framework transforms LLM tokens into engineering productivity via Agent Loops. Covers KDA winning CUDA kernel contests, virtual hardware optimization, and 50% research cost reduction.