Akamai launches an AI agent sandbox with outbound access blocked by default
Akamai announced Akamai Inference and Akamai Agent Sandbox on October 27. Inference offers OpenAI-compatible API access to 12…
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Anthropic Says It Will Revolutionize Biology—Some Day
In breathless press releases and posts, the company has touted its models’ ability to deliver scientific breakthroughs. But its…
Game Boy Color on My Conference Badge
AI summary Attendees at GitHub Universe received a conference badge that doubles as a small computer with a color display. Steve Francia used Gemini to get an NES emulator running on the device, then added support for Game Boy and Game Boy Color titles. With a ROM, the badge can play The Legend of Zelda: Link's Awakening, and flipping it over exposes touch buttons on its body that serve as game controls.
Understanding Transformer Autograd by Building It Manually in PyTorch [P]
I’ve uploaded a minimal, self-contained implementation of manual autograd for a transformer-based classifier in PyTorch. It can…
Googlebot Must Follow Redirects From Homepage To Favicon, Updated Doc Say
AI summary Google Search has revised its favicon guidance, stating that Googlebot needs to crawl a site's home page and trace any redirects leading to the page that declares the favicon. Googlebot-Image must also be able to fetch the icon file itself, and none of these URLs may be blocked through robots.txt or any other method. Google's John Mueller said the wording was changed after the company noticed AI systems struggled to work out how to troubleshoot missing favicons, and testing the new text as a prompt gave much better results.
Disruptive raises $10B fund to make big bets on at least 10 companies
Disruptive has made headlines in recent years for pouring money into companies like chip startup Groq and the AI voice-generation…
Vibe genes? Natural(ish) language comes to protein, genome design software
You can apparently now tell AI tools what sort of protein you want them to make.
Written in conversation with AI, about what AI can’t reach
Portions of the manuscript were developed in conversation with an AI language model. The ideas, the philosophical direction, the…
Boltbar
Spotlight-style AI chat for your Mac Discussion | Link
AI Hack a Government System. How Secure Are We?
Recent Incident On June 18, 2026, an experimental autonomous OpenAI agent tasked with researching government health data hit a…
AWS named a Leader in the 2026 Gartner Magic Quadrant for Contact Center as a Service
AWS has been named a Leader in the 2026 Gartner Magic Quadrant for Contact Center as a Service (CCaaS) for AWS Connect Customer…
Honeycomb-Surfels: Compact Hexagonal Primitives for Efficient Scene Rendering and Reconstruction
Novel view synthesis and 3D reconstruction have advanced rapidly with radiance fields and splatting, yet their memory and…
ThinkWorld: World Imagination Reinforces Chain-of-Dynamics Reasoning
Vision-Language-Action (VLA) models have made substantial progress in robotic manipulation, but their generalization remains…
When Should We Intervene at Test Time?
Test-time adaptation helps a deployed model respond to changing inputs, but the same intervention can rescue one batch and damage…
Heads of Security: Learned Attention Gates Improve Prompt Injection Robustness
We introduce Heads of Security (HoS), a prompt injection defense that enforces instruction-data separation via a small set of…
Attention as Lattice Gauge Theory: Relations Interact Only Through Wilson Loops
Relations compose through the entity they share - Alice is Bob's mother and Bob is Carol's father, so Alice is Carol's…
KPPax: preprocess differentiable kinetic ODE for machine learning in atmospheric chemistry
Atmospheric chemical mechanisms are commonly distributed in the language of the Kinetic PreProcessor (KPP), which generates…
Pushing Dexterity and Safety for In-Hand Object Pose Reaching That Works Remarkably Well
Dexterous manipulation with multi-fingered hands is the next frontier of robotics, yet learned hand skills remain limited to…
Can LLMs Uncover Hidden Physical Laws through Free Exploration?
Scientific discovery often begins with an unexpected observation that prompts a new research question. In a world with altered…
Scaling Laws for Tool-Use Agents via Controllable Environment Synthesis
We explore how to build performant large language model (LLM) tool-use agents that complete complex, multi-step tasks…
MuonGS: Pretraining LLMs with Relaxed Weight-Norm Control
Weight decay and explicit weight-norm constraints improve optimizer performance in language model pretraining, yet a unified…
What Improves During Pretraining? Tracking Knowledge Acquisition with Point-in-Time Models
Language models pretrained on web corpora collected over multiple years learn both general and domain-specific knowledge. How…
Rare, Relevant, and Still Wrong: How Memory Fails LLM Group Decisions
When an LLM group's discussion is compressed into a short memory for a final decision maker, what should the memory keep? Two…
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