InfoQ

Inside Atlassian’s Forge Billing Architecture for Distributed Usage Tracking at Scale

Leela Kumili — Sat, 20 Jun 2026 14:21:00 GMT

Atlassian details the Forge billing platform built for usage-based pricing across its cloud ecosystem. It processes large-scale usage events with correct attribution, deduplication, and aggregation using a streaming pipeline, idempotent processing, and layered storage to enable accurate billing, near real-time visibility, and reliable reconciliation across distributed services.

By Leela Kumili

Apple Launches Core AI for Apple-Silicon Optimized On-Device Generative AI

Sergio De Simone — Sat, 20 Jun 2026 11:00:00 GMT

At WWDC 26, Apple announced the Core AI framework, the official successor to Core ML. It is designed to allow developers to run large language models and generative AI entirely on-device, supporting both custom-converted PyTorch models and pre-optimized open-source models.

By Sergio De Simone

Claude Fable 5 on Bedrock Requires Sharing Inference Data with Anthropic

Steef-Jan Wiggers — Sat, 20 Jun 2026 09:03:00 GMT

Using Claude Fable 5 or Mythos 5 on Amazon Bedrock requires opting into provider_data_share, sending prompts and outputs to Anthropic for 30-day retention with human review. Previous Bedrock models kept inference data inside the AWS boundary. Three days after launch, Anthropic asked AWS to revoke access to both models citing US export control compliance.

By Steef-Jan Wiggers

AWS Adds Multi-Region Replication to Amazon Cognito Identity Service

Renato Losio — Sat, 20 Jun 2026 07:40:00 GMT

AWS recently introduced Amazon Cognito multi-region replication, which automatically replicates user identities and user pool configurations from a primary region to a secondary one. This enables applications to continue authenticating users from a replica region during outages, without requiring custom replication and failover mechanisms.

By Renato Losio

Behind the Scenes: Block 450 JVM Repositories Into Monorepo to Reduce Dependency Drift

Leela Kumili — Fri, 19 Jun 2026 14:47:00 GMT

Block, Inc. describes migrating ~450 JVM repositories into a monorepo across Cash App and Square engineering to reduce dependency drift and coordination overhead. The system supports ~8,800 weekly builds with ~10 min p90 CI time. The approach improves cross-service changes, build visibility, and developer experience through dependency graph–based builds, selective CI, and custom IDE tooling.

By Leela Kumili

Presentation: AI Agents to Make Sense of Data at OpenAI

Bonnie Xu — Fri, 19 Jun 2026 12:02:00 GMT

OpenAI’s Bonnie Xu discusses Kepler, an internal AI data analyst agent built to query 600+ petabytes of data. She explains how they overcome context window limits using MCP, automated code crawling, and RAG. Xu also shares how their team leverages scoped semantic memory for self-learning and utilizes AST-based LLM grading to build a robust, regression-free evaluation pipeline.

By Bonnie Xu

CircleCI Introduces Chunk Sidecars to Bring CI Validation Directly Into AI Coding Workflows

Craig Risi — Fri, 19 Jun 2026 12:00:00 GMT

CircleCI has launched Chunk Sidecars, a new capability designed to bring CI-style validation directly into an AI coding agent's inner development loop

By Craig Risi

TSRX: A Framework-Agnostic Alternative to JSX

Daniel Curtis — Fri, 19 Jun 2026 11:49:00 GMT

TSRX is a TypeScript language extension developed by Dominic Gannaway, designed to build declarative user interfaces in a framework-agnostic manner. It compiles single .tsrx files to various runtime targets and supports scoped styles and declarative error handling. TSRX is currently in alpha and is open source under the MIT license.

By Daniel Curtis

Article: Designing Continuous Authorization for Sensitive Cloud Systems

Venkata Nedunoori — Fri, 19 Jun 2026 09:00:00 GMT

Most cloud systems make one authorization decision at login. Everything after runs on trust established at authentication time. For systems handling regulated data, that gap is where breaches happen. This article presents a continuous authorization architecture covering risk-tiered evaluation, behavioral baselines, privacy-preserving audit trails, and a phased and incremental rollout.

By Venkata Nedunoori

Azure Functions Ships Serverless Agents Runtime at Build 2026

Steef-Jan Wiggers — Fri, 19 Jun 2026 08:57:00 GMT

Azure Functions shipped a serverless agents runtime in public preview at Build 2026. Agents are defined in .agent.md markdown files with YAML triggers, MCP server access, 1,400+ connectors, and sandboxed execution. The Functions team confirmed to InfoQ that the runtime adds no cold start overhead and no billing premium beyond standard Flex Consumption.

By Steef-Jan Wiggers

Windows Platform Security and the Race to Secure AI Agents

Matt Saunders — Fri, 19 Jun 2026 08:00:00 GMT

In a new Windows Developer Blog post titled "Windows platform security for AI agents", Microsoft positions Windows as the trustworthy operating system for autonomous agents and introduces the Microsoft Execution Containers (MXC) SDK as the core of that strategy. The post argues that containment, identity and manageability must be built into the operating system.

By Matt Saunders

GitLab 19.0 Embeds Agentic AI in Secrets, Merge Requests, and Supply Chain Security

Mark Silvester — Fri, 19 Jun 2026 08:00:00 GMT

GitLab 19.0 extends agentic AI beyond code generation into securing credentials, reviewing and merging changes, and scanning dependencies, adding a public beta Secrets Manager, a full merge request Developer Flow, usage-based GitLab Duo billing, and generally available SBOM dependency scanning.

By Mark Silvester

.NET 11 Preview 5: Brings File-Based App Improvements, New C# Features, and a Blazor Validation Wave

Almir Vuk — Fri, 19 Jun 2026 08:00:00 GMT

Microsoft has released the fifth preview of .NET 11, with updates across the SDK, C#, ASP.NET Core, .NET MAUI, and EF Core. Highlights include file-based app improvements, new C# closed classes and unions, a Blazor validation wave, a large MAUI reliability rollup, and SQL Server 2022 as the default EF Core compatibility level.

By Almir Vuk

From Camera to Cloud: Netflix’s Scalable Media Processing Pipeline

Leela Kumili — Thu, 18 Jun 2026 14:36:00 GMT

Netflix has detailed a cloud-based system for scaling camera file processing across global film and TV workflows. The pipeline handles ingest, validation, metadata extraction, and media transformation at scale using FilmLight API and distributed compute. It standardizes workflows across editorial, VFX, and color pipelines, improving consistency and reducing manual handling across productions.

By Leela Kumili

Presentation: Write-Ahead Intent Log: A Foundation for Efficient CDC at Scale

Vinay Chella, Akshat Goel — Thu, 18 Jun 2026 13:13:00 GMT

Vinay Chella and Akshat Goel discuss the challenges of running traditional CDC across heterogeneous databases during peak order traffic. They explain how Debezium hit limits under high load and share how they built Write-Ahead Intent Log (WAIL) - a custom architecture that utilizes a dumb producer proxy and a smart consumer pattern to cleanly separate the intent from the state payload.

By Vinay Chella, Akshat Goel