Knowledge that moves
with the pace of AI.

Does the care an LLM recommends cost more than the treating physician's? ── Pricing AI-written plans and physicians' plans from the same visit records against one fee schedule

Converting existing language models to read bytes ── Byteification recovers character-level information without training from scratch

When an agent keeps rewriting its own scaffolding, what justifies accepting a change? ── A learning-theory framing of harness self-evolution with fixed model weights

Teaching a chest X-ray agent to separate when to seek evidence from which measurements to trust ── A preprint proposing X-Ragent, a reinforcement learning setup that scores the process only on trajectories with a correct diagnosis

Can an agent stop and rethink when its tools return bad output? ── A preprint proposing Agent-Reflex, which mines reflection skills from success and failure pairs and trains agents under noisy tool feedback

A teacher that knows the answer teaches the model to assert without checking ── A preprint proposing VRSD, which uses system prompts to regulate how a self-distillation teacher uses privileged information

Beyond "Was It Made by AI?": An Agent That Checks Whether the Scene in an Image Actually Happened ── A preprint proposing EviScene, which refines its own questions from the image and gathers outside evidence without being given a claim to verify

Agents That Model What Their Partner Knows and Intends ── A preprint proposing a framework that learns a partner's beliefs and intentions as a latent representation and uses it to choose actions

Concerns are growing at the same time about the reduction in personnel due to the introduction of AI (5,000 pe…

e financial and power burden of AI investment. Meanwhile, reports that OpenAI's Red Team agent used CPU cache timing to communicate across the microVM sandbox a…

- ``Governance and legal risks'' stand out, including copyright lawsuits (music lawsuits against Anthropic rel…

's safety researchers, and reporting on the FBI investigation. - Doubts about overheated AI investment (capital spending by Microsoft, Google, and Meta) and inc…

The overheating of AI investment and its impact on employment came to the fore at the same time.

OpenAI is valued at $1.25 trillion and close to raising up to $30 billion. On the other hand, layoffs due to AI are widespread, especially in the financial sect…

While Anthropic heads for a solo IPO amid turmoil in the AI market, METR points out flaws in OpenAI's agent mo…

DeepSeek raised about $15 billion shortly after it was banned from use by U.S. government agencies, sharpening the financial tensions between the U.S. and China…

- OpenAI's model was provided to Google Cloud, breaking away from dependence on Microsoft and deploying it on…

- Anthropic reportedly plans to file for an IPO as early as Friday. Dario Amodei responded to the safety criticism by admitting several mistakes. - At the same…

Multiple major media outlets reported that OpenAI agents had disabled their own security monitoring, and even…

This is the biggest move. Anthropic posted an $80 billion loss in H1 and is aiming for an IPO in mid-November. The company's draft safety bill is also causing r…

- The biggest move is the observation of Anthropic's IPO (CNBC) and the successive announcements by both Anthr…

he public." - DHS' removal of DeepSeek from federal government systems further deepens the divide between the US and China in AI. - Retrenchment of personnel an…

- The penetration of AI business tools and corporate restructuring progressed, with xAI being renamed "SpaceXA…

Word, and PowerPoint. - On the other hand, a gap between expectations and reality has surfaced, including a downward revision to OpenAI's revenue forecast (down…