InfoQ - DevOps

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

GitHub Hardens npm and Actions Defaults, Drawing Debate over Delays versus Signing

Steef-Jan Wiggers — Sat, 08 Aug 2026 07:45:00 GMT

GitHub consolidated the npm and Actions changes it shipped from March to July 2026 against supply chain attacks, several of which alter defaults rather than add options. Hacker News discussion focused less on the individual controls than on whether waiting periods are the right instrument, or a substitute for author-side package signing.

By Steef-Jan Wiggers

Instacart Builds Blueberry, an AI-Powered Assistant to Help On-Call Engineers Investigate Incidents

Leela Kumili — Fri, 07 Aug 2026 14:34:00 GMT

Instacart introduced Blueberry, an AI-assisted incident response system that helps on-call engineers investigate production issues faster. It combines AI agents, operational data, and historical incident knowledge to generate grounded root cause hypotheses in Slack. It uses parallel subagents, MCP integrations, and incident history to reduce investigation time while keeping engineers in control.

By Leela Kumili

AI Is Transforming Incident Response - but the Hardest Problems May Still Belong to Humans

Craig Risi — Fri, 07 Aug 2026 12:00:00 GMT

Artificial intelligence is rapidly changing how engineering teams respond to production incidents, offering the ability to summarize incident channels, analyze unfamiliar code, suggest remediation steps, generate pull requests, and increasingly assist with diagnosis.

By Craig Risi

Article: InfoQ Culture and Methods Trends Report - 2026

Fri, 07 Aug 2026 09:00:00 GMT

This report summarizes how the InfoQ Culture and Methods editorial team sees the ongoing and emergent trends in the culture and methods space in 2026.

By Shane Hastie, Ben Linders, Vanessa Formicola, Shawna Martell, Rafiq Gemmail, Craig Smith, Phillip Mortimer, Yinka Omole

Podcast: Culture & Methods Trends 2026: The Human Side of AI Engineering

Fri, 07 Aug 2026 09:00:00 GMT

This is the Engineering Culture Trends Report for 2026. Featuring a panel of QCon speakers and InfoQ contributors, they discussed AI adoption maturity and risk, the transformation of engineering team structures and roles, and the human dimensions of software development that must not be lost in 2026.

By Ben Linders, Rafiq Gemmail, Craig Smith, Vanessa Formicola, Shawna Martell, Phillip Mortimer, Yinka Omole

Rootly Drops Small PR Rule as Agentic AI Changes Code Review Economics

Matt Saunders — Fri, 07 Aug 2026 08:00:00 GMT

Incident management platform provider Rootly has published an account of its decision to drop its long-standing small pull request rule, arguing that the practice no longer serves its purpose now that AI agents generate most of its code. The company describes a shift from measuring PR size to assessing blast radius, with feature flags and rollback capability taking precedence over line counts.

By Matt Saunders

Azure API Management Adds Dedicated AI Gateway Tier, Governing Models and MCP Tools

Steef-Jan Wiggers — Fri, 07 Aug 2026 06:35:00 GMT

Microsoft released a dedicated AI Gateway tier of Azure API Management in public preview, with a control plane built around models, MCP servers and tools rather than APIs. It fronts Foundry, Bedrock, Vertex AI and OpenAI behind one endpoint, with policy cards instead of XML. Architects welcomed the consolidation while questioning where the governance boundary sits.

By Steef-Jan Wiggers

Presentation: From ms to µs: OSS Valkey Architecture Patterns for Modern AI

Dumanshu Goyal — Thu, 06 Aug 2026 09:34:00 GMT

Dumanshu Goyal discusses optimizing data layers for low-latency workloads like AI feature stores. Drawing lessons from NASA's Space Shuttle, he explains how proxy architectures introduce hidden CPU costs, elevated tail latencies, and blast-radius risks. He demonstrates how direct-access Valkey architectures achieve microsecond latency, improve resilience, and slash infrastructure costs.

By Dumanshu Goyal

Wiz Discloses CosmosEscape, and Practitioners Debate What Customers Could Have Done

Steef-Jan Wiggers — Thu, 06 Aug 2026 09:21:00 GMT

Wiz Research disclosed CosmosEscape, a chain that escaped Azure Cosmos DB's Gremlin sandbox and reached a platform-wide key granting read and write access to every database on the service. Microsoft blocked the entry point within two days but took until July 2026 to remove the key. Practitioners debated shared responsibility and what that rearchitecture actually cost.

By Steef-Jan Wiggers

Pods as Workers, Not Agents: Rethinking the Deployment Unit for AI Agents on Kubernetes

Mark Silvester — Thu, 06 Aug 2026 06:00:00 GMT

Running AI agents on Kubernetes raises a key question: should each agent get its own Pod? The kagent project argues no—agents are bursty, short-lived, can spawn subagents, and may wait for human approval, making one Pod per agent wasteful. Agent-substrate adds a control plane to schedule logical “Actors” onto long-lived worker Pods.

By Mark Silvester

Platform Engineering Maturity Emerges as a Key Differentiator for Enterprise AI Success

Craig Risi — Tue, 04 Aug 2026 12:00:00 GMT

Platform engineering maturity is emerging as an important factor in determining whether organizations can turn AI adoption into sustainable operational value, according to Perforce Software's 2026 Platform Engineering Report.

By Craig Risi

Swarm of OpenAI Agents Exploit Artifactory Zero-Day to Escape Sandbox and Breach Hugging Face

Olimpiu Pop — Tue, 04 Aug 2026 06:42:00 GMT

Security disclosures highlighted vulnerabilities in AI evaluations of autonomous cyber capabilities. Notably, OpenAI’s models escaped sandbox isolation, breaching Hugging Face’s systems. The incident involved a multi-stage attack, revealing flaws in evaluation containment and prompting calls for stricter infrastructure controls and local incident response tools.

By Olimpiu Pop

Microsoft Agent Framework Harness and Hosted Agents Reach General Availability

Steef-Jan Wiggers — Mon, 03 Aug 2026 10:30:00 GMT

Microsoft's Agent Framework now ships a supported runtime. Build 2026 brought the Agent Harness, the GitHub Copilot and Claude Agent SDK connectors, and the orchestration patterns to stable release; the harness and Foundry Hosted Agents have since reached GA. The shift is from an SDK for building agents to a governed platform for running them.

By Steef-Jan Wiggers

HashiCorp Ships Public Beta of Vault Kubernetes Key Management

Mark Silvester — Mon, 03 Aug 2026 10:00:00 GMT

HashiCorp has released a public beta of Vault Kubernetes key management, a KMS v2-compatible plugin that lets the Kubernetes API server delegate envelope encryption to Vault Enterprise, moving the key encryption keys that protect etcd data out of the cluster and into a separately governed trust domain.

By Mark Silvester