Reading room.

8 eMudhra certificates are compromised. Here's what you need to know

Following the discovery that eight eMudhra intermediate certificates use weak keys, Cloudflare is deploying mitigations and releasing client updates. We explain the impact, our response, and what customers and developers…

Introducing tsrs: A port of TypeScript to Rust

Cloudflare is collaborating on tsrs, a Rust port of TypeScript that is up to 8x faster and uses 70% less memory.

Rethinking Confidence in Reasoning Models

How 3 Java Champions are using GitHub Copilot for increased productivity

Three Java Champions share how they use GitHub Copilot to solve problems, accelerate development, and keep humans responsible for the results. The post How 3 Java Champions are using GitHub Copilot for increased producti…

AI Governance: One view of agent activity

AI coding agents are writing and changing code, from GitLab Duo Agent Platform agents to externally connected agents like Claude Code, Cursor, and Codex. You are accountable for what those agents do, yet most of their ac…

Uncover the business logic vulnerabilities SAST scanners miss

Broken object-level authorization ranks first on the OWASP API Security Top 10 , and OWASP says that traditional static application security testing (SAST) tools struggle to find access control flaws. A missing authoriza…

Redesign how your team ships software with AI agents

AI agents are sending more and more code into review queues built for human-paced work. A coding assistant can speed up code writing, but it can’t show you whether review, security checks, and release approvals can keep…

FairStress: A deeper evaluation of fairness in LLM decision-making

AnyLanguageModel 1.0: One Year of Local Models on Apple Platforms

Hugging Face ❤️ TorchTPU: TPUs, Natively

ALTK-Evolve: How learned memory tops the τ²-bench leaderboard on customer service tasks without a frontier model

MPS in PyTorch 2.15

Can a local git remote replace GitHub in your agent eval?

We swapped GitHub for a local git remote in our agent evals. Rebasing and pushing on request were unaffected, but the agent pushed on its own 11 points less often. Here's when a local remote is a safe shortcut, and when…

Called to serve: Tech, research, and positive impact

Lab Director Chris White has worked on research challenges with real-world implications—from new approaches to wartime data analysis to tools for combating human trafficking. He talks to program manager Weishung Liu abou…

AWS Weekly Roundup: AWS Lambda Web Functions, Amazon S3 on the Vercel Marketplace, and more (October 19, 2026)

Nothing last week added a new kind of compute. What it did instead was shorten the distance between the code you already have and that code being live. AWS Lambda learned to run a plain HTTP server with no adapter in fro…

Introducing Clairic, a new System One class of extraction models

Clairic is a new model from Cloudflare that is a System One extraction modeI, capable of extracting, computing, estimating, and forecasting data from unstructured inputs.

Cutting our inference bill by 68% by being obsessive about optimization

When our AI code reviewer's cost per run doubled, we dug into the token usage to find out why. Learn how we used prompt caching and intelligent model routing to slash our inference bill by 68% while speeding up reviews.

Beyond the patch: Protecting your NetScaler gateway against future vulnerabilities

CVE-2026-88771 lets attackers run commands on NetScaler Gateway before anyone signs in. Patching takes time most teams don't have, so the sign-in decision has to move in front of the vulnerable code.

How to continue a GitHub Copilot app session in VS Code

Learn how to move an agent session from the GitHub Copilot app into VS Code without losing the conversation, code changes, or working context. The post How to continue a GitHub Copilot app session in VS Code appeared fir…

Building AI security in the open

When code becomes abundant trust becomes scarce. That is the argument GitLab CEO Bill Staples made in his recent essay : AI is collapsing the cost of producing software, and everything around production, including contex…

Three developer tasks worth handing to an agent

You already have an AI assistant. It completes your code, explains code you didn’t write, and maybe even drafts a whole feature while you sip your coffee. An agent on GitLab picks up where your editor stops. The AI in yo…

TorchNeuron: running HF models on AWS Trainium is easier than ever

Inside Prometheus: Meta’s Journey to a Gigawatt-Scale Supercluster

With the recent release of the Muse family of foundational models, we want to take you inside the infrastructure that has made it all possible. The first phase of Prometheus, our gigawatt-scale supercluster, is already c…

GenRecs Tokenization: Transforming Ads Recommendation at Meta with Stable Model Vocabulary

Generative Recommenders (GenRecs) represent a paradigm shift from scoring every ad to reasoning about ad content and user preferences together in order to predict the best outcome for advertisers. Leveraging the world kn…

The Thin Orchestrator: How We Made Our AI Agents More Reliable by Giving the Router Less to Do

Sometimes, giving an AI agent all of the knowledge it needs is the wrong approach. At Meta, we ve seen notable improvements in efficiency and accuracy by keeping the orchestration layer of our data pipeline agents delibe…

Accelerating Mamba-2 with High-Performance Forward Pass Kernels in NVIDIA CUDA Tile

NVIDIA CUDA Tile (cuTile) is a Python-based DSL and parallel programming model for NVIDIA GPUs that automatically leverages advanced hardware capabilities to...

Introducing ModuleLens: Zooming into PyTorch Modules for Human and Agentic Engineering

Lida Li, Sr. Staff Software Engineer, Product ML Infra Introduction Modern recommendation systems, including those used for ads ranking and content discovery, have grown substantially in scale and complexity. This growth…

Stripe survey: Four trends reshaping how SaaS platforms compete in the AI era

AI is creating more SaaS competition, and platforms are feeling the pressure. A Stripe survey of 200 platform leaders shows how they plan to evolve pricing, grow revenue, and retain customers.

Investing in the public benefit

Continuous accountability for Verified bots

Identity alone doesn't guarantee a bot will behave responsibly. We are introducing a system to continuously evaluate whether Verified bots honor site preferences, like robots.txt and HTTP 429s, ensuring they remain accou…

Scaling Indic Pretraining: 2.8 Trillion Tokens and an Open Data Generation Pipeline

Welcome Beam: a 501B open model you can own, customize, and scale

Ontology-Driven Observability: Building an End-to-End Knowledge Graph at Netflix Scale

Prasanna Vijayanathan , Renzo Sanchez-Silva When Jake Paul and Mike Tyson stepped into the ring in November 2024, we delivered the fight to roughly 65 million concurrent streams. On an ordinary day our infrastructure tak…

Code, Test, and Deploy on One Machine with NVIDIA RTX Spark

AI agents are changing how software gets built. Developers have gone from writing every line of code by hand to directing agents that write most of the code. As...

Advancing Generative Recommendation Inference: our collaboration with NVIDIA on TensorRT LLM

At Spotify, every surface and interaction is personalized to you as a user: the content on the Home page, the... The post Advancing Generative Recommendation Inference: our collaboration with NVIDIA on TensorRT LLM appea…

New ways for fintechs to move money and expand globally

We’re introducing three updates to help fintechs launch products and grow internationally more easily: simpler payout management with Stripe Global Payouts, support for stablecoin cards in more countries, and unified API…

An update on independent evaluators

Local and Distributed Large LLM Inference with MLX and RDMA on Mac Studio

[object Object]

Plan or Retrieve First? A Scale Study of Tool Discovery Architectures

Tool-augmented LLM agents discover relevant APIs from large registries before planning execution, yet finite context windows prohibit injecting all tool definitions into a single prompt. The dominant approach, which we t…

Selection-Based Structured Reasoning: Toward Efficient Multimodal Search Agents

Multimodal agents commonly generate freeform reasoning before each action. For small models, limited model capacity can result in lengthy reasoning that provides little useful guidance for action generation while incurri…

Cloudflare and OpenAI: Making AI discovery better for everyone

How Cloudflare and OpenAI are working together to help AI find useful content, keep up with changes, and make fewer wasted requests — making the experience better for users and website owners alike.

Deploy with Void

Introducing Void: an open-source SDK, CLI, and self-hosted platform for building full-stack Vite apps and deploying them to Cloudflare.

A fully programmable secure web gateway

Cloudflare Gateway and Data Loss Prevention have inherited the flexibility and power of Cloudflare Workers through our full-stack integration with the Cloudflare Developer platform.

Deploying AI in the Utilities Sector

Cohere to acquire AISLE for cyber-resilient sovereign AI

AI ROI: How enterprises can measure the return on AI investments

Agent sprawl: How to manage agent proliferation in the enterprise

AI in the oil and gas industry: Use cases, benefits, and challenges (2026 update)

Accelerating the search for antimicrobial peptides with Google Antigravity

Accelerating the search for novel antimicrobial peptides using Google Antigravity for Science.

Staying Evergreen: How we automated secure access and repo hygiene in a shared org

Put native GitHub features to work to review outside collaborator access and archive stale repositories. The post Staying Evergreen: How we automated secure access and repo hygiene in a shared org appeared first on The G…