autoresearch — 3 Technical Articles

Apr 20, 2026 · Artificial Intelligence

Can AI Agents Fully Automate Software Development? A Deep Dive into AutoResearch Adaptation

This article details how Karpathy's AutoResearch methodology was transferred to software development, introducing multi‑agent cross‑review, a five‑dimensional quantitative scoring system, and feedback‑driven iteration to build a fully automatic pipeline that resolves a medium‑complexity GitHub Issue in about ten minutes with a 9.0/10 code‑quality score.

AI automationMulti-agentautoresearch

0 likes · 19 min read

Can AI Agents Fully Automate Software Development? A Deep Dive into AutoResearch Adaptation

Machine Learning Algorithms & Natural Language Processing

Mar 15, 2026 · Artificial Intelligence

630‑Line Autoresearch Generates 81 Agents, 2,300 Experiments and Ten Pre‑training Insights

A 630‑line Python Autoresearch project sparked a community‑run distributed system that created over 80 autonomous AI agents, executed more than 2,300 experiments in four days, self‑organized roles and peer‑review, and uncovered ten concrete pre‑training findings.

AI agentsDistributed TrainingPeer Review

0 likes · 9 min read

630‑Line Autoresearch Generates 81 Agents, 2,300 Experiments and Ten Pre‑training Insights

Machine Learning Algorithms & Natural Language Processing

Mar 9, 2026 · Artificial Intelligence

Can Self‑Iterating AI Agents Run on a Single GPU? Karpathy’s Autoresearch Demo

Karpathy’s open‑source “autoresearch” project demonstrates how a compact LLM training environment on a single GPU can let an AI agent autonomously modify code, run five‑minute training experiments, evaluate improvements, and iteratively produce better models, illustrating a new research paradigm where AI conducts experiments while humans design the system.

AI research automationKarpathyLLM training

0 likes · 6 min read

Can Self‑Iterating AI Agents Run on a Single GPU? Karpathy’s Autoresearch Demo