Artificial intelligence research, scientific discovery, safety evaluation and emerging technical methods.
ResearchBuild a repeatableSeparate discovery, source review, outlining, drafting and fact-checking so the model cannot quietly blur evidence with prose.
ResearchHow to buildGood retrieval depends on document preparation, permissions, ranking and citation checks—not simply connecting a folder to a chatbot.
ResearchAI can generateThe bottleneck moves from ideas to rigorous validation, reproducibility and access to physical experiments.
ResearchAlphaFold changed biologyIts larger lesson is how shared tools can reorganize research before they automate it.
ResearchAI weather forecastingSpeed is impressive, but extreme events and forecaster trust determine public value.
ResearchRobotics foundation modelsGeneralization could lower deployment cost, but the physical world punishes small errors.
ResearchMechanistic interpretability asksFinding meaningful circuits could improve science and safety, but neat explanations can overstate understanding.
ResearchRed teaming isCreative attacks reveal weaknesses, but remediation and regression testing turn them into safety work.
ResearchAI benchmarks areA score can compare systems under fixed conditions without predicting performance in a messy organization.
ResearchEvaluation science isReliable measurement must keep pace with systems that act across longer tasks and open environments.
ResearchAI for syntheticModels can help design experiments while increasing the need for screening, access controls and expert review.
ResearchAutonomous laboratories couldRobots and models can choose experiments, but objectives and stopping rules remain human responsibilities.
ResearchAI climate modelsFaster simulations help planning, but long-range decisions still require multiple models and transparent assumptions.
ResearchMedical AI needsPatient outcomes depend on workflow, population, incentives and what happens after a prediction appears.
ResearchAI drug discoveryCandidate generation can improve while trials, safety and manufacturing remain long physical processes.
ResearchMathematical reasoning isProof problems reward verification, yet training contamination and brittle shortcuts can distort progress.
ResearchThe strongest human–AIPerformance depends on when people trust, challenge and override a system.
ResearchAI provenance isNo detector is perfect, so durable credentials and distribution practices must work together.