A scientific calculation can run perfectly and still answer the wrong question. If an AI agent quietly changes a molecule’s geometry or drops electrons…
Import AI 475: Swarm scaling; Google DeepMind watermarks biology; and the AI science economy
Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this,…
POLAR: Ontology-Guided Risk Prevention for Tool-Calling LLM Agents
arXiv:2610.08082v1 Announce Type: new Abstract: LLM tool-use agents operate in dynamic environments where many actions carry operational risk. However,…
OpenAI launches Decisions API that reduces complex evaluations to yes, no, or pick one
OpenAI’s new Decisions API classifies text and images about ten times faster than the Responses API, returning yes/no probabilities, category picks, or…
OpenAI Dots: The Data Scientist’s Reality Check
Dots promises a lot. Before you hand it the keys to your workflow, here’s what practitioners need to know.
Governments prepare for the next wave of AI
AI adoption in the public sector is on the rise, but data, legacy systems and governance remain barriers to effectively scaling the tech.
Cohere unveils North 2 AI agent platform with rebuilt orchestration and token spending caps
Artificial intelligence company Cohere Inc. today unveiled North 2, an overhaul of its platform for running AI agents inside large organizations.…
Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses
Training AI agents with reinforcement learning can be challenging because their tools, context, and decision-making are managed by complex frameworks.…
How Qlik built grounded, enterprise-scale AI with Amazon Bedrock
Qlik built Qlik Answers on Amazon Bedrock to give its 40,000+ customers grounded, sourced answers across structured and unstructured enterprise data.…
ChatGPT is getting college planning tools
OpenAI is bringing new tools to ChatGPT for Teens, a mode for teens introduced in August with safeguards and break reminders, to help users with the…
Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight
arXiv:2610.08077v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) turns agent experience into learning signals…
The modern F1 pit crew: AI engineers who race the deadline, not the car
AI providers increasingly embed forward-deployed engineers inside customer operations, and few settings test that model harder than Formula One. Races…
Automate remediation post AWS DevOps Agent investigation
AWS DevOps Agent can diagnose production incidents but is kept in observe-and-report mode so it does not change resources directly. This post shows how to…
Natural Language Questions as an Interface for Knowledge Graphs: QRAKEN Graph Distillation and Semantic Self-Healing
arXiv:2610.08095v1 Announce Type: new Abstract: Natural-language access to RDF knowledge graphs is a core Semantic Web ambition. Large language models…
Equs launches a personal AI platform with private storage to give users greater control over data
Equs Inc., a startup developing a trust layer for artificial intelligence data, today announced the launch of Equs X, a personal AI that lets customers…
Building AI builders: Playbook for closing the AI knowledge-capability gap
The biggest barrier to AI adoption isn’t awareness. It’s the gap between talking about AI and building with it. Here’s the playbook we used to turn…
DAEDALUS: Bootstrapping Agent Memory from Self-Generated Tasks
arXiv:2610.08048v1 Announce Type: new Abstract: LLM agents often lack the operational knowledge to act reliably in new environments, as they must discover…
Beyond hours saved: Building the business case for agentic automation
The RPA-era ROI model misses most of the value agentic automation creates. This post gives AI center of excellence leaders a framework to size the full…