InfoQ

Article: InfoQ AI, ML and Data Engineering Trends Report - 2026

Srini Penchikala, Chip Huyen, Daniel Dominguez, Hien Luu, Arthur Casals — Fri, 30 Oct 2026 09:00:00 GMT

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 Dominguez, Hien Luu, Arthur Casals

Podcast: AI, ML, and Data Engineering InfoQ Trends Report 2026

Chip Huyen, Daniel Dominguez, Hien Luu, Arthur Casals — Fri, 30 Oct 2026 09:00:00 GMT

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 the topics to pay attention to this year.

By Chip Huyen, Daniel Dominguez, Hien Luu, Arthur Casals

Microsoft Retires Azure Deployment Environments with No Replacement Product

Steef-Jan Wiggers — Fri, 30 Oct 2026 08:13:00 GMT

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

Google Adopts DPoP to Strengthen OAuth 2.0 Against Token Theft and Replay Attacks

Sergio De Simone — Thu, 29 Oct 2026 19:00:00 GMT

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

Bug0 Releases QA Agent to Automate Regression Testing With Cached Playwright Replays

Bruno Couriol — Thu, 29 Oct 2026 15:17:00 GMT

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 consensus and vision model evaluations.

By Bruno Couriol

How to Make Artificial Intelligence More Environmentally Sustainable

Ben Linders — Thu, 29 Oct 2026 11:41:00 GMT

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 renewable energy.

By Ben Linders

QCon AI New York 2026 Program Committee Picks: Agent Identity, Context Costs, and Open-Source Infere

Artenisa Chatziou — Thu, 29 Oct 2026 11:00:00 GMT

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

Anthropic Says Nobody Needs a Mental Model of Claude Code. Practitioners Are Testing That

Steef-Jan Wiggers — Thu, 29 Oct 2026 09:58:00 GMT

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 does not yet have.

By Steef-Jan Wiggers

Datadog Builds a Specialist AI Model for SRE Investigations

Matt Saunders — Thu, 29 Oct 2026 09:00:00 GMT

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

Cloudflare Introduces Web Search API for AI Applications

Renato Losio — Thu, 29 Oct 2026 07:14:00 GMT

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

Airbnb Cuts Recommendation Staleness from 2 Days to Seconds with Chronon

Leela Kumili — Wed, 28 Oct 2026 13:53:00 GMT

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 of a percent.

By Leela Kumili

Presentation: Wrangling Telemetry at Scale: A Guide to Self-Hosted Observability

Colin Douch — Wed, 28 Oct 2026 11:00:00 GMT

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

Microsoft's October Security Update Fixes 1,400+ Vulnerabilities, One Exploited in the Wild

Sergio De Simone — Wed, 28 Oct 2026 10:30:00 GMT

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

Chrome Opens Trial for the Email Verification API: Letting Sites Verify Without Sending Emails

Daniel Curtis — Wed, 28 Oct 2026 09:32:00 GMT

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 Daniel Curtis

Article: Building an Offline-First AI Coding Tutor for Low-End Android Phones

Chidi Nwaogu — Wed, 28 Oct 2026 09:00:00 GMT

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 and broadband access do not hold.

By Chidi Nwaogu