InfoQ

Expedia Uses AI Driven Service Telemetry Analyzer to Accelerate Incident Investigation

Leela Kumili — Thu, 23 Jul 2026 14:15:00 GMT

Expedia Group has introduced STAR, an internal AI-assisted observability platform that helps engineers investigate production incidents using service telemetry and LLMs. Built with FastAPI, Datadog, Celery, Redis, and Langfuse, STAR follows structured workflows to analyze telemetry, generate root cause assessments, and support incident response while keeping engineers in the loop.

By Leela Kumili

Achieving Compliance as a Platform Engineering Team by Helping Developers

Ben Linders — Thu, 23 Jul 2026 11:42:00 GMT

When a new platform team set out on implementing their roadmap through forced workflows with poor documentation, developer experience declined. Success came from simplifying governance, prioritizing what matters, and rolling out compliance incrementally through prevention, detection, and communication. Empathy, focus, and shared purpose drove successful adoption.

By Ben Linders

Presentation: Compiling Workflows into Databases: The Architecture That Shouldn't Work (But Does)

Jeremy Edberg, Qian Li — Thu, 23 Jul 2026 10:26:00 GMT

Jeremy Edberg & Qian Li discuss why external orchestrators decrease reliability and how to use your existing database for durable execution. They share how DBOS Transact uses standard tables, SKIP LOCKED queues, and unique primary keys to manage complex, fault-tolerant AI workflows with minimal latency, all without the operational overhead of separate distributed systems.

By Jeremy Edberg, Qian Li

QCon AI New York 2026: Registration Opens for December 15-16 Production-AI Conference

Artenisa Chatziou — Thu, 23 Jul 2026 10:00:00 GMT

QCon AI New York 2026 (Dec 15-16) has opened registration at The Westin Jersey City Newport. Six tracks on production AI, chaired by Eder Ignatowicz with Faye Zhang and Wes Reisz. First sessions announced in August, full program by November.

By Artenisa Chatziou

Ink & Switch Introduces Bijou64: Canonical Variable-Length Integer Encoding for Safe Parsing

Steef-Jan Wiggers — Thu, 23 Jul 2026 09:43:00 GMT

Ink & Switch published bijou64, a variable-length integer encoding where every number has exactly one byte representation, closing the canonicality bug class behind attacks on PKCS#1, JWT libraries, and Bitcoin. The design also decodes two to ten times faster than LEB128. Community ports to Elixir, Go, Perl, and Java followed, while HN commenters debated SIMD performance and residual range checks.

By Steef-Jan Wiggers

Article: Multi-Agent AI for Production Security Operations: An A2A and MCP Architecture in a 5G Core

Willem Berroubache — Thu, 23 Jul 2026 09:00:00 GMT

The bottleneck in a mature SOC is rarely analyst triage; rather, it is the detection-engineering team's ability to keep the rule base aligned with a threat landscape that evolves faster than rules can be written. Learn how multi-agent system for production security operations has reduced mean times to detect and to respond by 40% and compressed the human work required by 12x.

By Willem Berroubache

Meta Ports React Compiler to Rust for Faster Builds and Tighter Toolchain Integration

Daniel Curtis — Thu, 23 Jul 2026 06:07:00 GMT

Meta's React library has integrated a Rust version of the React Compiler into its main repository, aimed at enhancing build speed and compatibility with the Rust-based JavaScript toolchain. This port, which memoizes components automatically, demonstrates significant performance improvements, boasting up to 50% faster compilation. The public API remains unchanged to facilitate easy upgrades.

By Daniel Curtis

GitHub Increased Instant Navigation from 4% to 22% by Rethinking Client Side Architecture

Leela Kumili — Wed, 22 Jul 2026 14:09:00 GMT

GitHub redesigned GitHub Issues navigation using a client-side architecture that combines caching, predictive prefetching, and service workers to reduce perceived latency. The approach uses IndexedDB, in-memory caching, and background synchronization to serve data faster. GitHub reported instant navigation improvements from 4% to 22%, with latency reductions across multiple navigation

By Leela Kumili

Anthropic Details How It Contains Claude Across Web, Code, and Cowork

Eran Stiller — Wed, 22 Jul 2026 12:25:00 GMT

Anthropic detailed the containment architectures it uses for Claude across its products. It argues that agent safety depends on placing deterministic limits on an agent’s filesystem, network, and execution environment rather than on permission prompts or safeguards. Most notably, it examines failures at trust boundaries and along permitted egress paths that led Anthropic to revise those designs.

By Eran Stiller

Presentation: From Copy-Paste to Composition: Building Agents Like Real Software

Jake Mannix — Wed, 22 Jul 2026 11:57:00 GMT

Jake Mannix discusses moving AI agents past chaotic "1970s BASIC" architectures. He shares how implementing an intermediate protocol layer allows engineering leaders to build versioned, encapsulated "virtual tools." This design enables interface mapping, dynamic schema projection, and runtime taint tracking to proactively eliminate data exfiltration risks without slowing velocity.

By Jake Mannix

AWS Billing Bug Shows Customers Trillion-Dollar Estimates While Its Own Cost Alarms Fail to Act

Steef-Jan Wiggers — Wed, 22 Jul 2026 10:19:00 GMT

A configuration change in AWS's bill computation system showed customers estimated bills in the billions and trillions of dollars for over 24 hours. AWS's own alarms detected the anomalies but failed to halt bill generation or page engineers; customer escalations alerted the company 4.5 hours later. Budget and cost anomaly alerts were disabled platform-wide during mitigation.

By Steef-Jan Wiggers

GKE Security Blueprint Joins Growing List of Cloud AI Frameworks

Matt Saunders — Wed, 22 Jul 2026 08:00:00 GMT

Google Cloud has published a new blueprint setting out how organisations should secure artificial intelligence workloads running on Google Kubernetes Engine, arguing that the shift from prototype to production has outpaced traditional security models. The document sets out a three layer approach covering infrastructure, model integrity and application security.

By Matt Saunders

Android Studio Quail 2 Redesigns Agent Mode, Streamlines AI-Assisted Coding

Sergio De Simone — Tue, 21 Jul 2026 19:00:00 GMT

The latest release of Android Studio, Quail 2, now stable, expands Gemini/AI Agent Mode inside the IDE by enabling multiple AI conversations in parallel and further advancing Google's push to integrate AI-powered workflows directly into Android Studio. It also enhances debugging and profiling capabilities and makes it easier to explore experimental features.

By Sergio De Simone

RSPack 2.0: Performance Gains, Leaner Dependencies and ESM Core

Daniel Curtis — Tue, 21 Jul 2026 15:23:00 GMT

Rspack, developed by ByteDance, has released version 2.0, featuring enhanced performance, reduced dependencies, and a focus on modern ECMAScript modules. Key updates include a pure ESM core, improved static analysis, and support for RSC. Performance benchmarks show big improvements in build times. The project has experienced substantial growth, with npm downloads exceeding 5 million weekly.

By Daniel Curtis

GitLab Brings Carbon Awareness to CI/CD to Measure the Environmental Cost of Software Delivery

Craig Risi — Tue, 21 Jul 2026 12:00:00 GMT

GitLab has introduced a new approach to Green DevOps, demonstrating how software engineering teams can measure the carbon emissions generated by their CI/CD pipelines.

By Craig Risi