CLAI2 bleeding
Sdists rebuilt from main for /update on the CLAI bleeding channel. Not a release.
Pydantic AI
↗YOUR DAILY EDGE
Less noise.
More signal.
What's moving in quantum programming, software engineering and agentic engineering.
Straight from the people building it.
100 articles64 active sourcesCollected 2026-11-01
The latest ↘
AWS Capacity Largely Sold Out Through 2027, With On Demand Headroom Reserved
Amazon CEO Andy Jassy says AWS’s large committed cloud capacity is largely sold out through 2027, with part of 2028 already allocated, while the company continues to reserve headroom for On Demand, EC2 and Bedrock. Practitioners discussing the remarks report difficulty obtaining On Demand capacity for ordinary EC2 instances, and similar constraints at other
InfoQ
↗File Mover Express: AWS Releases Open-Source Tool for S3 File Transfers
AWS has recently released File Mover Express, an open-source application under the Apache 2.0 license for transferring large files between local systems and Amazon S3. Available for macOS, Windows, and Linux, it supports parallel transfers, automatic performance tuning, retries, pause and resume, and file integrity verification. By Renato Losio
InfoQ
↗datasette-llm 0.1a9
Release: datasette-llm 0.1a9 I have some big upgrades to Datasette Agent in the pipeline, but in the meantime here's a tiny user experience improvement to the underlying datasette-llm plugin. It now picks up the default model used by LLM , which means you can start using Datasette Agent without needing to explicitly configure a default model: uvx --with data
Simon Willison
↗Cloudflare’s Post-Quantum GeoKey Manager Enters Closed Beta Without Attribute-Based Encryption
Cloudflare has moved a post-quantum rebuild of GeoKey Manager into closed beta, guarding geo-fenced keys with hybrid ML-KEM-768 and X25519 instead of the attribute-based encryption used since 2022. Keys live only in kernel memory on verified regional servers, and any failed check rejects the request, a fail-closed choice practitioners ask could cause a regio
InfoQ
↗OpenBSD 8.0 Brings Expanded Hardware Support, Security Enhancements, and Virtualization Improvements
OpenBSD 8.0 is a substantial upgrade bringing broader hardware compatibility, enhanced security, an expanded virtual address space, and support for modern architectures, including Intel Arc A-Series graphics support, ARM64 hibernation, RISC-V improvements, and enhanced virtual machine support. By Sergio De Simone
InfoQ
↗Agents Prompt People: Using Agents for Long-Horizon Financial Work
Arca's head of AI discusses persistent memory, the benefits of a custom harness, and agentic workflows that span days.
Latent Space
↗Spring News Roundup: First Release Candidates of Boot, Framework, Data, Security, Modulith, AI
There was a flurry of activity during the week of October 19th, 2026, highlighting: first release candidates of: Spring Boot, Spring Framework, Spring Data, Spring Cloud, Spring Security, Spring for GraphQL, Spring Session, Spring Integration, Spring HATEOS, Spring Modulith, Spring REST Docs, Spring AI, Spring Batch, Spring AMQP, Spring for Apache Kafka, Spr
InfoQ
↗Kubernetes Confidential Containers Get Fortanix Attestation and Key Management
Fortanix's CoCo integration connects workload attestation to decryption-key release for Kubernetes AI workloads. GPU-verification settings affect protection, while upstream Trustee and Azure Secure Key Release offer alternative routes to attestation-based key release. By Mark Silvester
InfoQ
↗LocalStack for Azure Enters Public Preview with Security Settings Stored but Not Enforced
LocalStack has opened its Azure emulator to a free public preview, running Azure services locally and accepting existing ARM, Bicep, and Terraform without rewrites. Its own documentation reports partial operation coverage per service and a consistent pattern: configuration is stored and returned, while enforcement of access restrictions, TLS, and network rul
InfoQ
↗Google Discloses PageBreak AI Security Agent That Found 500+ XSS Bugs
According to a paper published by Google, its AI-powered security agent has uncovered more than 500 XSS vulnerabilities across its web applications since entering full operation in January. PageBreak uses Gemini models to autonomously investigate potential vulnerabilities, but reports them only after deterministic validators successfully reproduce the exploi
InfoQ
↗What's new in Astro - October 2026
October 2026 - Astro 7.4, conference talks, and more!
Astro
↗v2.64.0 (2026-10-30)
What's Changed ⚠️ Compatibility Notes Raise an error status a retrying transport gave up on as ModelHTTPError, so fallback moves on by @DouweM in #11934 Send stored response, item, conversation and container IDs back only to the endpoint that created them, via Model.accepts_server_state by @DouweM in #11774 Make json-repair an optional dependency, needed onl
Pydantic AI
↗The Pulse: Anthropic kills the coding interview
AI is rendering the Leetcode-style interview pointless and now Anthropic has deleted it from its interview loop. Also: details of incident.io’s AI spend, Microsoft’s exit offer to engineers, and more
The Pragmatic Engineer
↗DoorDash Cuts Grocery Reorder Latency from 16 to 2 Seconds with AI Agents
DoorDash reduced grocery reorder latency from 16 to 2 seconds by precomputing recurring purchase needs using batch LLM inference and deterministic validation. Live catalog resolution keeps product selections current, while an editable shopping interface avoids unnecessary model calls. The company reports that shopping list views doubled and the flow’s order
InfoQ
↗Introducing Geist Serif
Geist started as a monospace typeface for developers, built for the editors and terminals where they spend their day doing their work. From there it grew into Geist Sans for product interfaces, and then into Geist Pixel, which was inspired by the grids of early computer screens. Today, we're adding a new member to the family: .Geist Serif Geist Serif is a hi
Vercel
↗Netflix Treats GPU Reliability as a Distributed Systems Problem
Netflix has detailed how it is building a reliability platform for large-scale GPU training and inference, using layered health checks, automated remediation, and fault-tolerant training to keep jobs running despite hardware failures. By Craig Risi
InfoQ
↗Presentation: The Ladder Is Missing Rungs: Engineering Progression When AI Ate the Middle
Alasdair Allan discusses empirical research from METR and Anthropic on AI coding adoption. He explains the "supervision paradox," where reliance on AI tools disrupts junior skill development, risks institutional context loss, and threatens the long-term engineering pipeline needed to oversee autonomous systems effectively. By Alasdair Allan
InfoQ
↗Netflix Titus Adds Single-Tenant VM Isolation for Containers
Netflix has added single-tenant Titus, a mode that runs one task alone on its own right-sized EC2 instance. The Compute/Platform team still owns and patches the host, so application teams keep the same API and deployment path By Claudio Masolo
InfoQ
↗Article: InfoQ AI, ML and Data Engineering Trends Report - 2026
This InfoQ Trends Report offers readers a comprehensive overview of emerging trends and technologies in the areas of AI, ML, and Data Engineering. This report summarizes the InfoQ editorial team’s and external guests' view on the current trends in AI and ML technologies and what to look out for in the next 12 months. By Srini Penchikala, Chip Huyen, Daniel D
InfoQ
↗Podcast: AI, ML, and Data Engineering InfoQ Trends Report 2026
In this episode, members of the InfoQ AI and ML editorial staff and friends of InfoQ discuss the current trends in the domain of AI, ML and Data Engineering. One of the regular features of InfoQ are the trends reports, which each focus on a different aspect of software dev. These reports provide the InfoQ readers and listeners with a high-level overview of t
InfoQ
↗[AINews] Building AIE CODE: The top Coding Agent Conference
Mistral’s open-weight release, frontier monitoring, and the day’s AI Twitter and Reddit recaps.
Latent Space
↗Microsoft Retires Azure Deployment Environments with No Replacement Product
Azure Deployment Environments retires on February 22, 2027 and Microsoft names no successor, telling teams to use Bicep or ARM templates directly. Microsoft Dev Box follows on September 18, 2028, pointed at Windows 365, which Microsoft says is not a one-to-one replacement. Remaining Dev Box workloads should expect deletion. By Steef-Jan Wiggers
InfoQ
↗It’s ok that computers are (sometimes) better than us
Ryan is joined by Charity Majors, co-founder and CTO at Honeycomb, for a conversation about applying the concept of immutable infrastructure to software development to treat code like cattle instead of pets, shifting the paradigm of system specifications to accommodate the rapid influx of AI-generated code, and navigating the complex ethical boundaries betwe
Stack Overflow
↗Data Cache is moving to Runtime Cache
Data Cache is exiting beta and moving to . Next.js caching and will switch over on every version without code changes. On Pro, each project and environment gets its own Runtime Cache storage allocation, with 8x the space of Data Cache’s previous team-wide pool. Enterprise projects get 10x their previous Data Cache storage.Runtime Cachefetchunstable_cache Onc
Vercel
↗Simplifying runtime caching on Vercel
Today, we’re bringing Data Cache into Runtime Cache, giving developers one product for data caching across frameworks and APIs. If you use Next.js caching or , you won’t need to change your code. Pro and Enterprise projects will get larger storage allocations.fetchunstable_cache Runtime Cache lets your code reuse fetched or computed data across requests with
Vercel
↗Vercel Daemons can now call services with bindings
can now call the in their deployment through .Vercel Daemonsservicesservice bindings Declare the binding on the daemon. It names the target service and the environment variable that receives the service's URL: The daemon calls that URL like any other HTTP endpoint. Vercel handles the internal routing, authentication, and TLS, and the service stays private: B
Vercel
↗Add liveness checks to your Daemons
now support configuring HTTP liveness checks.Vercel Daemons Start with an HTTP endpoint in your daemon that reports its health. Keep it lightweight so it responds quickly, and have it return an error status when the daemon is no longer healthy: The daemon configuration now accepts a value pointing at that endpoint:livenessProbe Vercel periodically requests t
Vercel
↗Ling 3.1 Flash 1019 now available on AI Gateway for free
is now available on , free until November 3, 2026.Ling 3.1 Flash 1019 from InclusionAIAI Gateway The updated model is designed for coding, multi-step reasoning, and agents that use tools. Its 1M-token context window supports workflows involving long documents, code, and extended task histories. Use as the model name:inclusionai/ling-3.1-flash-1019 Free reque
Vercel
↗Upgrading MLflow Pipelines Across a Python Version Boundary
Picture this: you are running automated daily Machine Learning pipelines at scale, and it is time for a critical environment upgrade, such as moving to a new Python version. Consequently, you need to upgrade your Databricks Runtime from LTS 14.3 to LTS 17.3. However, the upgrade cannot proceed because the logs show a cryptic error: TypeError: code() argument
Zalando Engineering
↗The reports of Stack Overflow's death are greatly exaggerated
I’ve seen the recent predictions about Stack Overflow’s demise. They make for compelling headlines, but they confuse a change in how people access knowledge with the disappearance of the knowledge—and the company—behind it.
Stack Overflow
↗Qiskit 2.6.0
Release notes: https://quantum.cloud.ibm.com/docs/en/api/qiskit/release-notes/2.6 Changelog Added Define Custom Operations via the C API (#16549) Add base implementation of LoweringPassManager (#17105) Define Pass and PassContext handles for Python (#17104) Add implementation of IR handle extraction (#17103) Define Python API for Rust-native PassManager (#17
Qiskit
↗Google Adopts DPoP to Strengthen OAuth 2.0 against Token Theft and Replay Attacks
Google's OAuth Platform has recently introduces support for Demonstrating Proof-of-Possession (DPoP), an OAuth 2.0 security mechanism designed to mitigate token theft and replay attacks. By Sergio De Simone
InfoQ
↗Strix now supports Vercel AI Gateway
, the open-source AI penetration testing tool, can now run on any of the 400+ models on Vercel .StrixAI Gateway Strix can reach models from Anthropic, OpenAI, Kimi, GLM, Deepseek, and others through a single API with no markup, removing the need to sign up for multiple providers. Usage and cost are tracked across all models in AI Gateway. Strix selects the G
Vercel
↗v1.10.0
Pulser v1.10.0 What's new Adds the Pauli Strings operator (#1133) Additions to pulser.math: cdist (#1120) allclose and AbstractArray.transpose (#1126) Improvements in error messages across several modules (#1057) Allows auto-casting serializable States and Operators (#1123) Supports standalone DetuningMap serialization (#1101) Fixes Excludes DMM channels in
Pasqal Pulser
↗Building a multiplayer game world with autonomous Fable-class models
How I Built the Most AI-Pilled Company in the World Don't be put off by the clickbait headline, this piece by Jacob Sansbury describing how they are building Spawn is a fascinating exploration of the bleeding edge of what's possible with agentic engineering against frontier models. Spawn is a massively multiplayer gaming environment where players can use pro
Simon Willison
↗IP geolocation now covers more visitors at higher resolution
on Vercel now resolves visitor locations with finer network granularity, delivering city-level data for nearly all requests and postal-code data for 90% of traffic.IP geolocation Geolocation data is now refreshed more often, so locations keep up as IP ranges are reassigned and routing changes. This is enabled for all projects with no code or configuration ch
Vercel
↗Catching Bugs Before They Land: JiTTesting’s Human-on-the-Loop Approach at Full Scale
Over the last year we’ve been sharing our work leveraging large language models to catch bugs on the fly — a novel approach we call Catching Just-in-Time Tests (JiTTests). Now, we’re sharing the results and positive impact we’ve seen with Catching JiTTests deployed into production. Our paper, “Just-in-Time Catching Test Generation at Meta,” fully details [..
Meta Engineering
↗Bug0 Releases QA Agent to Automate Regression Testing with Cached Playwright Replays
QA Agent is a new source-available Playwright library for agentic browser regression testing. The agent associates test instructions expressed in natural language to actions on the user interface, caches those when appropriate for faster CI replays, remapping them to test specifications when the user interface changes. Verification is based on multi-model co
InfoQ
↗Blazor Welcomes Open-Source Contributions from Syncfusion
Microsoft and Syncfusion are collaborating on Blazor through a free, open-source component toolkit, framework contributions, and developer tooling. The post Blazor Welcomes Open-Source Contributions from Syncfusion appeared first on .NET Blog.
Microsoft .NET
↗Bliki: LLM Voice
Sometimes when I read a post, I get the growing feeling that I'm reading the output of an LLM. I can't necessarily define why, although there are the common tells (it's not the em-dashes, it's the load-bearing tapestries). As I do this my desire to read on atrophies, sometimes to the point of revulsion There are tools out there that claim to be able to tell
Martin Fowler
↗Quoting Ben Hylak
every product i use should just be a headless mcp, that feeds into an agent, where i never have to think about anything underneath. except for our product, of course. in our product, customers love the ui and love us very much. we're special that way. — Ben Hylak Tags: model-context-protocol , ai
Simon Willison
↗Why are good developers so wary of agentic development?
TL;DR Good developers’ caution about agentic development comes from knowing that built isn’t the same as working in production. I’ve been surprised by how many excellent developers have been hesitant to go all in on coding agents. These are people who usually try new ways of working before anyone else and in many cases invent new tools and practices that sup
Martin Fowler
↗Software engineering at Google & CS education with Titus Winters
Titus Winters shares lessons from engineering at Google’s scale and explores how AI is reshaping developer productivity and computer science education.
The Pragmatic Engineer
↗How to Make Artificial Intelligence More Environmentally Sustainable
IT is responsible for about 2 - 4% of all global emissions, and electricity use at Microsoft and Google has climbed because of AI, according to their own reports. Sustainability ought to be a top-level architectural concern. Some recommendations are: use pre-built and smaller models, run compute where low-carbon electricity is abundant, and train on renewabl
InfoQ
↗QCon AI New York 2026 Program Committee Picks: Agent Identity, Context Costs, and Open-Source Infere
Who authorizes an agent’s actions, and how should teams manage growing context costs? The QCon AI New York 2026 program committee shares six session picks that tackle these questions, alongside open-source inference, agent standards, and audio AI. By Artenisa Chatziou
InfoQ
↗Anthropic Says Nobody Needs a Mental Model of Claude Code. Practitioners Are Testing That
Anthropic has published how the Claude Code team reviews code now that Claude writes roughly 90% of it, including a claim that nobody keeps a complete mental model of the codebase. The post documents a pull request that ran more than fifty review rounds overnight, a reviewer spending most of its effort on pre-existing code, and a control the team says it doe
InfoQ
↗How we detect frontier model misalignment
OpenAI uses layered monitoring to detect frontier model misalignment and unauthorized agent behavior so responders can intervene before incidents escalate.
OpenAI
↗Datadog Builds a Specialist AI Model for SRE Investigations
Datadog has released Scout, a model trained to investigate production problems. It runs inside Bits Investigation, the company's AI SRE product, where it can pick up an alert, look through telemetry and suggest what caused the problem. Datadog engineers and a small number of customers are using it in a closed preview. By Matt Saunders
InfoQ
↗1.15.33
What's Changed Features Add crewai skill search to list the organization's skills Pass crewai run --inputs to a Python flow Add deploy create --zip and print the commit a zip is built from Bug Fixes Report token usage for LiteLLM tool-call and structured-output calls Restore recent backwards-compatible imports and token Let the JSON crew runner load against
CrewAI
↗Cloudflare Introduces Web Search API for AI Applications
Cloudflare has recently launched a beta Web Search API through AI Gateway. Available through REST APIs and Cloudflare Workers, it provides unified logging, access controls, and billing, and supports bring-your-own-provider keys. By Renato Losio
InfoQ
↗Vercel Flags starts 7x faster and no longer extends function duration
On Vercel, the SDK now initializes faster on cold starts, and usage reporting no longer keeps functions running after the response.Vercel Flags Two changes speed up SDK initialization on cold starts: In internal testing, eliminating the network wait reduced p75 cold-start SDK initialization time from over 70 ms to 10 ms, roughly 7x faster. After initializati
Vercel
↗The fx adapter now runs the harness on the host
The fx adapter for the AI SDK’s now uses , the TypeScript library for fx. The harness and model requests run in your application’s process, while built-in filesystem and shell operations remain isolated in the sandbox.HarnessAgentlibfx This simplifies sandbox setup: you no longer need to install fx inside the sandbox, run a sandbox bridge, or expose a sandbo
Vercel
↗Node.js 26 LTS is now Generally Available on Vercel
Node.js 26 LTS is now Generally Available for and .buildsVercel Functions This release includes: Node.js 26 is the default for all new projects. Minor and patch updates to Node.js 26 roll out automatically for builds and Vercel Functions. Read the to learn more.Node.js version documentation Read more () lets multiple requests share a connection with servers
Vercel
↗Control AI crawlers and assistants separately in Vercel Firewall
You can now log or block requests from AI crawlers and AI assistants separately with the AI Bots managed ruleset in .Vercel Firewall For example, you can block AI crawlers while allowing AI assistants to retrieve your content to answer users’ questions. Vercel updates the rules as new bots are added. To configure these controls, open your project’s . Under ,
Vercel
↗Vercel Plugin is now available in Antigravity
The is now available in the marketplace.Vercel PluginGoogle Antigravity Use the Vercel Plugin to give your Antigravity agent guidance on Vercel APIs and recommended patterns, with skills for products such as , , and .AI SDKVercel FunctionsWorkflow This demo shows an Antigravity agent using the Vercel Plugin to build and deploy a Python backend with :Vercel S
Vercel
↗GitLab Orbit: Find vulnerability blast radius without the manual hunt
A critical vulnerability needs a fix and a map. The fix is usually fast. Finding where the vulnerable component lives, who owns it, and whether it's exposed to the Internet is what costs you time. Most security teams piece that answer together from scanner reports, spreadsheets, and a Slack thread asking who owns a service nobody recognizes, and you stay exp
GitLab
↗Mistral Large 4 updated weights and lower pricing on AI Gateway
now uses updated weights on , with lower pricing for input, cached input, and output tokens.Mistral Large 4 from MistralAI Gateway According to , the updated weights improve agentic coding and defensive cybersecurity, with greater token efficiency on coding tasks. The release also improves spreadsheet creation and editing, web research, and resistance to pro
Vercel
↗Vercel Connect adds webhook triggers for more providers
now supports webhook triggers for , , , , and .Vercel ConnectResendXTwilioNotionTelegram Connect receives webhook events, such as Telegram bot messages or emails received by your Resend domain, and forwards them to an endpoint in your Vercel project. It verifies incoming requests and handles provider heartbeats and verification challenges for you. To get sta
Vercel
↗GitLab Orbit is GA: Higher agent accuracy, lower token cost
An agent’s true cost isn’t only the tokens it burns. It’s the review that calls your code “safe to merge” after seeing the diff, but without any context on the pipeline. We call that artificial confidence, not artificial intelligence. Agents guess because code is all they can see; they can’t see the merge request that last changed it, the pipeline that ran i
GitLab
↗Why Agents Love Supabase
Paul Copplestone and Ant Wilson on building the backend for AI agents
Latent Space
↗A JSON schema Is not an AI governance layer
The AI governance argument is happening one layer above the code that actually stops your agent.
Stack Overflow
↗Vercel CI is now in beta
You can now run CI for your Turborepo with one line of configuration. In Vercel's internal repositories, our wait time from to "CI passed" is 2-6x shorter, dramatically improving our CI's ability to keep up with our coding agents.git push To get started, prompt your agent in your repo: Each task marked with a tag runs on every push. Vercel CI automatically t
Vercel
↗Box Mount now runs in Vercel Sandbox
Box Mount lets agents running in Vercel Sandbox read and write Box files through standard filesystem operations. It syncs a Box folder with a directory inside the sandbox. Unmount before you stop the sandbox, and everything the agent wrote is in Box after the sandbox is deleted. The contract-review example uses AI Gateway to review a synthetic contract in Ve
Vercel
↗Visual Studio Code 1.144
Learn what's new in Visual Studio Code 1.144 Read the full article
Visual Studio Code
↗GitHub Octoverse 2026
GitHub Octoverse 2026 I'm at GitHub Universe today (GitHub gave me a free ticket through their "GitHub Stars" program). EVP Jay Parikh just announced this year's Octoverse report, and highlighted these numbers in particular: This is a pretty stark representation of the impact of agentic engineering on GitHub. In 2026, merged pull requests tripled in less tha
Simon Willison
↗v1.127.7
Bug Fixes and Other Changes safely extract hybrid job results
Amazon Braket SDK
↗GitHub Universe 2026: Evolving every layer of the stack
Today, we laid out our vision for GitHub as the most comprehensive, end-to-end software delivery system in the world. The post GitHub Universe 2026: Evolving every layer of the stack appeared first on The GitHub Blog.
GitHub Blog
↗Octoverse: Commits, pushes, reach new highs in 2026 as developers build with agents
See how a record year of growth reached every industry, every field, and every kind of builder in the 2026 Octoverse report. The post Octoverse: Commits, pushes, reach new highs in 2026 as developers build with agents appeared first on The GitHub Blog.
GitHub Blog
↗Meta Andromeda: Powering the Next Generation of Ads Retrieval Through Model-System Co-Design
This post describes the next generation of Meta Andromeda, Meta’s personalized ads retrieval engine, and how co-designing the model, system, and GPU hardware unlocks a new efficiency frontier for ads retrieval. In production, the system scores every eligible ad with near ranking-level model performance at retrieval scale and surfaces the top candidates at ov
Meta Engineering
↗Delivering controlled and concentrated context
Check out the new features and capabilities now available in Stack Internal and Stack Internal Community. Try Stack Internal for free by visiting stackinternal.com.
Stack Overflow
↗The October inflection point for vibe game development
I've written before about how November 2025 was an inflection point for coding agents - the point where Opus 4.5 and GPT-5.1 crossed a tipping point that meant their respective coding agents became reliable daily drivers for software engineers. I think we've reached a new inflection point in October 2026, and this time it's for vibe coding computer games . T
Simon Willison
↗Airbnb Cuts Recommendation Staleness from 2 Days to Seconds with Chronon
Airbnb extended its Chronon feature platform with Push Mode and Near Real-Time Model Transform to update sequence-based recommendation embeddings within seconds. The architecture reduced embedding staleness from nearly two days to under a minute and improved offline NDCG by 1.67%, while online testing increased uncancelled bookings by approximately one-third
InfoQ
↗OpenAI and ServiceNow expand partnership across enterprise workflows
OpenAI and ServiceNow expand their partnership to bring OpenAI models and agents into ServiceNow and ServiceNow workflows into ChatGPT and Codex.
OpenAI
↗Fragments: October 28
Andrej Karpathy sees a widening gap in how people see LLM capabilities. The general public has mostly not interacted with these systems. When they have, it looks like a derpy chatbot. The majority of professionals still see only a modest uplift. And a small sliver of professionals are experiencing the vertigo of the curve going vertical. And it is all happen
Martin Fowler
↗Presentation: Wrangling Telemetry at Scale: A Guide to Self-Hosted Observability
Colin Douch shares battle-tested strategies for building and scaling self-hosted observability stacks. He explains how to effectively correlate metrics, structured logs, and distributed traces using open-source tooling like Prometheus, VictoriaMetrics, and Jaeger, while navigating the engineering trade-offs of avoiding SaaS vendor lock-in. By Colin Douch
InfoQ
↗Microsoft's October Security Update Fixes 1,400+ Vulnerabilities, One Exploited in the Wild
Microsoft's latest monthly security update addresses 1415 vulnerabilities across multiple products. One vulnerability affecting Windows Shell has been exploited in the wild, while 85 are classified as critical. Affected products include Windows OS, Office, Exchange, .NET, Edge, as well as potentially Hyper-V and Azure components. By Sergio De Simone
InfoQ
↗Vercel Container Registry now supports 2 GB compressed image layers
now supports up to 2 GB per compressed image layer, up from 500 MB, allowing larger layers to be pushed without splitting them. The total image size limit remains 15 GB.Vercel Container Registry The higher layer limit is useful for images with large toolchains or dependency sets, such as custom environments for coding-agent evaluations.Vercel Sandbox With Do
Vercel
↗Chrome Opens Trial for the Email Verification API: Letting Sites Verify Without Sending Emails
Google has opened a Chrome origin trial for the Email Verification API, a WICG proposal that lets the browser confirm email ownership without sending a message. Gmail is the first provider. Developers add form hints and validate a signed token server-side. Commenters question the privacy benefit, and the API is best used as a progressive enhancement. By Dani
InfoQ
↗Legora is building the agentic operating system for legal work
See how Legora uses OpenAI models, ChatGPT, and Codex to accelerate legal workflows, expand contract analysis, and free lawyers to focus on higher-value work.
OpenAI
↗Legora is building the agentic operating system for legal work
See how Legora uses OpenAI models, ChatGPT, and Codex to accelerate legal workflows, expand contract analysis, and free lawyers to focus on higher-value work.
OpenAI
↗Article: Building an Offline-First AI Coding Tutor for Low-End Android Phones
This article is about engineering an offline-first app for low-end devices based on our experience in Nigeria and India. The interesting problems in this space are storage, quota, cold start, and failure-path design. Our approach applies to any product whose users are on constrained devices and intermittent connections, when the assumption they have a laptop
InfoQ
↗Cloudflare Opens Quicksilver to Customers as Workers KV Instant, Inside a 1 MB Envelope
Cloudflare has put Quicksilver, the internal key-value store behind nearly every request it serves, into private beta as a Workers KV mode. Reads resolve in 1.62 ms at p99 against 287 ms for classic KV. The constraints decide the use case: 10,000 keys, one megabyte per namespace, and one write per namespace per second. By Steef-Jan Wiggers
InfoQ
↗Introducing Virtual Models on AI Gateway
Today, we are introducing on .Virtual ModelsAI Gateway Virtual Models are an abstraction of the model string and configurations your apps and developers use. With a single virtual model ID, you can change and update models, configure fallbacks and priority, and enforce Zero Data Retention centrally. The virtual model configuration applies wherever the ID is
Vercel
↗Introducing Vercel CI
Coding agents are opening more pull requests than ever, and each one waits on CI before anyone can review or merge it. Most CI systems run the entire workflow on every push, even a one-line change. The more your agents push, the more time you spend waiting on CI. Today, we're announcing Vercel CI in Beta. It runs only the tasks affected by your code change,
Vercel
↗Vercel Agent can now validate alerts before paging
can now investigate alerts from before they reach your paging system. With validation enabled for a webhook destination, only alerts Agent classifies as are sent to it.Vercel AgentVercel monitorsCritical To enable validation: You can also configure notification destinations with the using . Add when linking or updating a webhook destination.Vercel CLIvercel
Vercel
↗v2.63.0 (2026-10-27)
What's Changed ⚠️ Compatibility Notes Default CodeMode to dynamic_catalog=True, so a revealed tool is appended instead of rewriting the cached prompt by @DouweM in #11358 Pass the Gemini Live reconnect replay to GoogleRealtimeConnection's dial as a keyword-only replay argument by @DouweM in #11515 Give Harness LLMReminder a default interval=10 instead of gen
Pydantic AI
↗What happens when vulnerabilities are discovered faster than you can fix them?
We're entering a new era of application security. Frontier AI models are uncovering complex flaws that traditional tools overlooked, and attackers are using the same models to exploit them faster. Remediation isn't keeping pace: Verizon's 2026 Data Breach Investigations Report (DBIR) measures the median time to fully remediate a known-exploited vulnerability
GitLab
↗fx is now available in T3 Code
You can now use , our open-source coding agent harness, in on web, desktop, and mobile.fxT3 Code T3 Code is an open-source control plane for coding agents, allowing you to add agents like fx as providers for your coding sessions. The built-in fx provider supports Supervised and Auto modes, along with the models and skills you already use with fx. Get started
Vercel
↗Vercel Plugin now available in OpenCode
The is now available in .Vercel PluginOpenCode The plugin provides guidance on Vercel APIs and recommended patterns, with for AI SDK, Vercel Functions, Workflow, and more. It also includes specialist agents for deployment, performance optimization, and AI application design. Use to deploy projects and to manage environment variables.skills/vercel:deploy/verc
Vercel
↗AI traffic insights now available in Vercel Observability
You can now query AI traffic in to understand how AI bots are accessing your site.Vercel Observability AI traffic insights show: To view AI traffic insights, open in the Vercel dashboard.Observability > AI Traffic You and your agents can also query these metrics with in the . CLI queries require Observability Plus.vercel metricsVercel CLI type: embedded-entr
Vercel
↗The 14 GB cold-start problem: Rebuilding self-hosted GitHub Actions runners on Azure Kubernetes Service
The 14 GB cold-start problem: Rebuilding self-hosted GitHub Actions runners on Azure Kubernetes Service
Thoughtworks
↗VS Code Wrapped: GitHub Universe 2026
Explore how VS Code evolved between GitHub Universe 2025 and 2026, with new ways to code, collaborate with agents, and manage work across tools and environments. Read the full article
Visual Studio Code
↗Run Paseo agents on Vercel Sandbox
Paseo now supports running fx, Codex, Claude Code, OpenCode, and Pi in the cloud with the .Vercel Sandbox plugin You can now start an agent in Vercel Sandbox from Paseo on your laptop, then connect from your phone to control the same session, even when your laptop is closed. Stopping a sandbox saves your files and conversation history so you can pick up wher
Vercel
↗Virtual models now available on AI Gateway
are now available on . Virtual modelsAI Gateway A virtual model is a saved configuration that tells AI Gateway which model and settings to use. Your apps and agents call it with a custom model ID, such as . You can change the model or settings centrally in AI Gateway without redeploying your apps or reconfiguring your agents.vmc/coding-agent Use virtual mode
Vercel
↗Agents can now enable Web Analytics and Observability Plus with Vercel CLI
no longer requires an interactive terminal to enable or . Agents can now turn them on for your projects without asking you to run the commands yourself.Vercel CLIWeb AnalyticsObservability Plus To get started, run either command from a linked project directory: Teams must already be subscribed to Observability Plus to be able to enable it for a project. Upda
Vercel
↗Particle-1 is now available on AI Gateway
from Particle AI is now available on . It is post-trained on DeepSeek V4.1 Flash, with a focus on completing software engineering tasks using fewer tokens. Particle describes the gains as shorter reasoning, fewer rounds of trial and repair, and more focused exploration.Particle-1AI Gateway Use it for debugging, planning code changes, and breaking down multi-
Vercel
↗1.15.32
What's Changed Bug Fixes Fix failing flaky tests Documentation Update snapshot and changelog for v1.15.31 Contributors @lorenzejay
CrewAI
↗1.15.31
What's Changed Features Support conversational flow context compaction. Bug Fixes Update vulnerable audit dependencies. Stop sending 'stop' to GPT-6 and newer models. Run the provider listing off the loop in acleanup_provider_files. Emit LLMGuardrailCompletedEvent for a malformed guardrail result. Name the renamed integration token when it is missing. Fix pa
CrewAI
↗How Anthropic ships Claude with Claude: Separating the Brain from the Hands
Katelyn Lesse and Angela Jiang on Opus 5.5, the Claude Platform, and the engineering behind AI agents.
Latent Space
↗THE STORY BEHIND THE SIGNAL
Curiosity is better shared.
QuantumDev started with my morning reading: dozens of publications, then Google Scholar. I built this free digest to help more people discover what is being built, and spend more time learning.
Alexandre Pinel · Creator of QuantumDev