More Robust Medical Diagnoses: Inside Dr Cabot, an agent trained to diagnose complex conditions
Machine Learning Research

More Robust Medical Diagnoses: Inside Dr Cabot, an agent trained to diagnose complex conditions

AI models that diagnose illnesses typically generate diagnoses based on descriptions of symptoms. In practice, though, doctors must be able to explain their reasoning and plan next steps. Researchers built a system that accomplishes these tasks.

February 13, 20263 min read
Recipe for Smaller, Capable Models: Mistral uses cascade distillation on Mistral 3 to build Ministral family
Machine Learning Research

Recipe for Smaller, Capable Models: Mistral uses cascade distillation on Mistral 3 to build Ministral family

Mistral compressed Mistral Small 3.1 into much smaller versions, yielding a family of relatively small, open-weights, vision-language models that perform better by some measures than competing models of similar size. The method combines pruning and distillation.

February 6, 20263 min read
Kimi K2.5 Creates Its Own Workforce: Moonshot AI takes the open model crown with vision updates, aided by subagents
Machine Learning Research

Kimi K2.5 Creates Its Own Workforce: Moonshot AI takes the open model crown with vision updates, aided by subagents

An open source vision-language model unleashes minion agents that enable it to perform tasks more quickly and effectively.

February 6, 20263 min read
Agents Unleashed: Cutting through the OpenClaw and Moltbook hype
Machine Learning Research

Agents Unleashed: Cutting through the OpenClaw and Moltbook hype

The OpenClaw open-source AI agent became a sudden sensation, inspiring excitement, worry, and hype about the agentic future.

February 6, 20264 min read
Training For Engagement Can Degrade Alignment: “Moloch’s Bargain” shows fine-tuning can affect social values
Machine Learning Research

Training For Engagement Can Degrade Alignment: “Moloch’s Bargain” shows fine-tuning can affect social values

Individuals and organizations increasingly use large language models to produce media that helps them compete for attention. Does fine-tuning LLMs to encourage engagement, purchases, or votes affect their alignment with social values? Researchers found that it does.

January 30, 20263 min read
Artificial Analysis Revamps Intelligence Index: Independent AI testing authority turns from saturated knowledge benchmarks to harder business tests
Machine Learning Research

Artificial Analysis Revamps Intelligence Index: Independent AI testing authority turns from saturated knowledge benchmarks to harder business tests

Artificial Analysis, which tests AI systems, updated the component evaluations in its Intelligence Index to better reflect large language models’ performance in real-world use cases.

January 30, 20263 min read
Refining Words in Pictures: Z.ai’s GLM-Image blends transformer and diffusion architectures for better text in images
Machine Learning Research

Refining Words in Pictures: Z.ai’s GLM-Image blends transformer and diffusion architectures for better text in images

Image generators often mangle text. An open-weights model outperforms open and proprietary competitors in text rendering.

January 30, 20263 min read
Detailed Text- or Image-to-3D, Pronto: FlashWorld generates 3D objects, scenes, and surfaces with photorealistic fidelity
Machine Learning Research

Detailed Text- or Image-to-3D, Pronto: FlashWorld generates 3D objects, scenes, and surfaces with photorealistic fidelity

Current methods that produce 3D scenes from text or images are slow and produce inconsistent results. Researchers introduced a technique that generates detailed, coherent 3D scenes seconds.

January 23, 20263 min read
Training Cars to Reason: Nvidia’s Alpamayo-R1 is a robotics-style reasoning model for autonomous vehicles
Machine Learning Research

Training Cars to Reason: Nvidia’s Alpamayo-R1 is a robotics-style reasoning model for autonomous vehicles

Chain-of-thought reasoning can help autonomous vehicles decide what to do next.

January 23, 20262 min read
Retrieval Faces Hard Limits: Google and Johns Hopkins researchers show embedding models can’t search unlimited documents
Machine Learning Research

Retrieval Faces Hard Limits: Google and Johns Hopkins researchers show embedding models can’t search unlimited documents

Can your retriever find all the relevant documents for any query your users might enter? Maybe not, research shows.

January 16, 20264 min read
More Affordable Reasoning: Canadian researchers find capping context helps models better retrieve data
Machine Learning Research

More Affordable Reasoning: Canadian researchers find capping context helps models better retrieve data

One way to improve a reasoning model’s performance is to let it produce a longer chain of thought. However, attending to ever-longer contexts can become expensive, and making that attention more efficient requires changes to a model’s architecture.

January 9, 20262 min read
Lingua Franca for Science Labs: SAIL’s Science Context Protocol helps AI Agents communicate about local and virtual experiments
Machine Learning Research

Lingua Franca for Science Labs: SAIL’s Science Context Protocol helps AI Agents communicate about local and virtual experiments

An open protocol aims to enable AI agents to conduct scientific research autonomously across disciplinary and institutional boundaries.

January 9, 20263 min read
Teaching Models to Tell the Truth: OpenAI fine-tuned a version of GPT-5 to confess when it was breaking the rules
Machine Learning Research

Teaching Models to Tell the Truth: OpenAI fine-tuned a version of GPT-5 to confess when it was breaking the rules

Large language models occasionally conceal their failures to comply with constraints they’ve been trained or prompted to observe. Researchers trained an LLM to admit when it disobeyed.

January 9, 20262 min read
Chatbots That Build Community by Sharon Zhou: Sharon Zhou of AMD on expanding chat to serve groups and connect us with other people
Machine Learning Research

Chatbots That Build Community by Sharon Zhou: Sharon Zhou of AMD on expanding chat to serve groups and connect us with other people

Next year, I’m excited to see AI break out of 1:1 relationships with each of us. In 2026, AI has the potential to bring people together and unite us with human connection, rather than polarize and isolate us. It’s about time for ChatGPT to enter your group chats.

January 2, 20262 min read
Multimodal Models for Biomedicine by Pengtao Xie: Pengtao Xie of UC-San Diego on why medical models need to visualize tiny chemicals and large organs
Machine Learning Research

Multimodal Models for Biomedicine by Pengtao Xie: Pengtao Xie of UC-San Diego on why medical models need to visualize tiny chemicals and large organs

Over the past few years, we have seen rapid progress in models that jointly reason over text, images, sequences, graphs, and time series. Yet in biomedical settings, these capabilities often remain fragmented, brittle, or difficult to interpret.

January 2, 20262 min read

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