AI for Auto-Research: Roadmap & User Guide

In three linesComprehensive study of AI-assisted research systems through April 2026. LLMs excel at structured, retrieval-grounded, and tool-mediated tasks but remain fragile for genuinely novel ideas and scientific judgment. End-to-end autonomous systems have not yet consistently reached major-venue acceptance standards. Human-governed collaboration is the most credible deployment paradigm.

Summary generated by Claude — human-verified