InfoQ

Presentation: Producing the World's Cheapest Tokens: A How-to Guide

Meryem Arik — Tue, 11 Aug 2026 10:05:00 GMT

Meryem Arik discusses strategies for designing low-cost LLM inference architectures for high-volume, non-real-time workloads. She explains how software architects and engineering leaders can achieve order-of-magnitude cost reductions by making critical trade-offs across hardware, inference runtimes, speculative decoding, and smart queue reordering.

By Meryem Arik

JetBrains Details Its First Steps to Bring Rapidly Growing AI Spend Under Control

Matt Foster — Tue, 11 Aug 2026 07:25:00 GMT

JetBrains has described how it began centralising AI usage after development-related spending increased roughly tenfold in six months. Rather than restricting engineers to a small set of approved tools, the company built a shared access and accounting layer intended to preserve tool choice while giving teams greater visibility and control over consumption.

By Matt Foster

CloudFlare Previews Automatic WebMCP Support for Web Pages

Sergio De Simone — Mon, 10 Aug 2026 20:00:00 GMT

Cloudflare announced a developer preview that lets any website enable a WebMCP (Web Model Context Protocol) interface with a single dashboard switch. This allows browser-based AI agents to interact with unmodified web pages through structured tools instead of scraping or guessing, keeping human traffic and control on the original site.

By Sergio De Simone

Project Valhalla's First Preview: JEP 401 Redefines == for Java Objects

A N M Bazlur Rahman — Mon, 10 Aug 2026 14:32:00 GMT

JEP 401, integrated into JDK 28, introduces value objects. These new class instances feature final fields, altered behavior for equality checks, and stricter construction and synchronization rules. It aims to enhance efficiency and reduce memory allocation costs. However, the preview is disabled by default and requires specific configuration at compile and run time.

By A N M Bazlur Rahman

Canva Shares S3 Based Architecture for Session Revocation Across Hundreds of Millions of Sessions

Leela Kumili — Mon, 10 Aug 2026 14:14:00 GMT

Canva redesigned session revocation infrastructure to support 100M active sessions while reducing database lookups. The architecture uses Amazon S3 for durable revocation records and distributes compact, in-memory indexes to application gateways. Canva said the design improved deployment speed, reduced database infrastructure requirements, and cut the revocation cache memory footprint by 87.5%.

By Leela Kumili

Java News Roundup: Shenandoah GC, TeamCity CVE, A2A Java SDK, Camel, Gradle, GlassFish, Groovy

Michael Redlich — Mon, 10 Aug 2026 12:45:00 GMT

This week's Java roundup for August 3rd, 2026, features news highlighting: JEP 535, Shenandoah GC: Generational Mode by Default, targeted for JDK 28; point releases of A2A Java SDK, Apache Camel and Gradle; a maintenance release of GlassFish; the fifth milestone release of Groovy 8.0; and a follow-up of the JetBrains TeamCity CVE.

By Michael Redlich

Article: Comprehension as an Architectural Characteristic: A System That Is Not Understood Cannot Evolve Safely

Jacobus Meintjes, Narayana Rengaswamy, Paul Katsande, Sureshbabu Bikki — Mon, 10 Aug 2026 11:00:00 GMT

As AI commoditizes code output, system comprehension silently decays, creating cognitive debt that threatens safe architectural evolution. This article explores why human understanding must be treated as an essential architectural characteristic, offering actionable strategies, socio-technical metrics, and design checkpoints to preserve intent across modern engineering teams.

By Jacobus Meintjes, Narayana Rengaswamy, Paul Katsande, Sureshbabu Bikki

How Pinterest Secures AWS Infrastructure at Scale with a Centralized Terraform Pipeline

Claudio Masolo — Mon, 10 Aug 2026 10:00:00 GMT

Pinterest has revealed the Resource Provisioner Pipeline (RPP), its own Terraform execution engine. It ensures least-privilege access and needs dual-control reviews. This is important for the company’s AWS infrastructure, as it adds strict guardrails to the GitHub Actions workflows.

By Claudio Masolo

Presentation: Leveraging Adversary Emulation for GenAI Red Teaming

Kennedy Torkura — Mon, 10 Aug 2026 09:32:00 GMT

Kennedy Torkura discusses practical GenAI red teaming techniques to safeguard LLMs and knowledge bases against security threats like data poisoning and LLMjacking on AWS. He explains how engineering leaders and architects can bridge traditional cloud security with MITRE ATLAS frameworks to proactively identify vulnerabilities, implement guardrails, and secure production AI applications.

By Kennedy Torkura

GitHub Code Quality Targets Maintainability as AI-Generated Code Increases

Matt Saunders — Mon, 10 Aug 2026 08:00:00 GMT

GitHub Code Quality is now generally available on GitHub Enterprise Cloud and GitHub Team. The service combines CodeQL analysis with AI-assisted detection of maintainability and reliability problems, then uses Copilot Autofix to suggest changes for review in pull requests, according to an announcement from GitHub.

By Matt Saunders

Buildpacks Move the Container Hardening Control Point Away From the Dockerfile

Mark Silvester — Mon, 10 Aug 2026 07:00:00 GMT

Cloud Native Buildpacks, which graduated within the CNCF in July 2026, move base image choice out of per-service Dockerfiles into a single builder owned by platform engineering, enabling fleet-wide patching. BellSoft's hardened Paketo builder is the latest sign that vendors now treat the builder, not the Dockerfile, as the container security control point.

By Mark Silvester

Google Releases Angular v22 with Stable Signal Forms, OnPush by Default and Experimental WebMCP

Daniel Curtis — Mon, 10 Aug 2026 06:12:00 GMT

Angular v22, Google's TypeScript-first framework, has introduced API stabilizations, ergonomic templates, and tooling enhancements for AI integration. Key developments include the stabilization of Signal Forms, improved change detection strategies, and a new @Service() decorator for dependency injection. The release supports TypeScript 6 and removes deprecated features.

By Daniel Curtis

Beyond Consensus: The Fragmentation of AI Policy Across the Linux Ecosystem

Olimpiu Pop — Mon, 10 Aug 2026 04:04:00 GMT

The AI policies across the Linux ecosystem are very heterogeneous, ranging from the GCC’s restrictiveness, the Linux kernel’s pragmatism, to the more open disclosure-based utility model of Kubernetes' landscape. From core infrastructure to high-level orchestration, these distinct approaches highlight a shared commitment: ensuring the human maintainer remains the indispensable guardian of the code.

By Olimpiu Pop

Stripe Uses Graph Search and State Machines to Automate Database Remediation

Renato Losio — Sun, 09 Aug 2026 06:55:00 GMT

The engineering team at Stripe recently described how they automated database incident recovery by modeling their global infrastructure as a graph. Using graph search algorithms together with state machines, the team computes and executes remediation plans automatically.

By Renato Losio

Presentation: Keeping ChatGPT Fast as AI Development Accelerates

Martin Spier — Sat, 08 Aug 2026 09:00:00 GMT

Martin Spier explains how agentic workflows dramatically increase code change volume at OpenAI. He discusses the hidden systemic performance costs of rapid shipping beyond GPUs, and shares how deploying always-on AI agents automates profiling, regression detection, and continuous optimization to maintain product speed and scalability at massive global scale.

By Martin Spier