How to Use AI Deep Research Tools - A Beginner's Complete Guide
Learn how to use deep research features in ChatGPT, Gemini, Claude, and Perplexity to get comprehensive, cited reports on any topic in minutes.
Research
Google DeepMind Uses AlphaEvolve to Discover Entirely New Game Theory Algorithms
AlphaEvolve evolved two novel game theory algorithms - VAD-CFR and SHOR-PSRO - that outperform human-designed baselines across 11 games, using mechanisms no researcher would have designed.
Programmatic GUI Agents, Faithful Chain-of-Thought, and the 1% KV Cache
Today's arXiv picks: a state-machine framework that makes GUI agents 12x cheaper, a training method that forces chain-of-thought to be honest, and a KV cache system that matches full quality at 1% the memory.
Agents of Chaos: Researchers Gave AI Agents Real Tools for Two Weeks. It Went About as Well as You'd Expect
A 38-researcher red-teaming study deployed five autonomous AI agents with email, shell access, and persistent memory in a live environment. In two weeks, one destroyed its own mail server, two got stuck in a 9-day infinite loop, and another leaked SSNs because you said 'forward' instead of 'share.'
Today in AI Research: Sycophancy Traps, Data Analysis Mirages, and the Scaling Wall for Agents
New papers show chatbot sycophancy causes delusional spiraling even in rational users, AI data analysts produce wildly different conclusions from the same dataset, and test-time scaling fails for general-purpose agents.
This Week in AI Research: When Agents Try Science, Smarter Synthetic Data, and Protecting Your Model's Reasoning
Three papers that matter this week: a brutal benchmark for AI research agents, a feature-space approach to training data diversity, and trace rewriting to stop model theft.
