Observability has a data problem. AI is about to make it worse.
Observability is entering a new phase now that OpenTelemetry has standardized instrumentation for data collection. Unfortunately, the observability…
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Presentation: Can Claude Fix Itself? Using LLMs for Incident Response
Anthropic reliability engineer Alex Palcuie shares practical lessons on using LLMs for real-world incident response. He explains where AI acts as a…
How telemetry pipelines keep AI agent costs under control
As enterprises move from experimenting with AI to running autonomous agents in production, an infrastructure problem is emerging: rising telemetry T…
Microsoft Moves AI Governance From Policy to Runtime Enforcement
Microsoft has outlined an AI governance architecture spanning nine governance domains and four functions: policy, control, visibility, and proof. Th…
Presentation: Enchant Your AI and APIs with eBPF Magic 🪄
Dan Finneran discusses the risks of unowned AI-generated code in production and demonstrates how eBPF can intercept and control AI API traffic in Ku…
How to build smarter OpenSearch alerts: Join our live conversation
OpenSearch is a top-level open-source project under the Linux Foundation, backed by Amazon Web Services and other prominent players. The The post Ho…
How Code in the Age of Artificial Intelligence Becomes Write-Only and Disposable
Artificial intelligence (AI) makes all code write-only,. It’s too dense to read, and tests define the behaviour and become the documentation. Code i…
Grafana's gcx and MCP Server Reach GA for Telemetry-Driven Agent Development
Grafana Labs has announced general availability for two tools that let AI coding agents query live observability data during development: the gcx CL…
Cloudflare Adds Agent Tracing, with Truncation Limits and Uneven Payload Defaults
Cloudflare launched agent tracing, adding spans for agent invocations, model calls, tool runs, and approvals to existing Workers traces. Sessions re…
More Incidents Don't Necessarily Mean Less Reliability
One of the most common assumptions in engineering leadership is that a rising number of reported incidents signals declining system reliability. How…
AI skills start on laptops. Enterprises inherit the mess.
“It’s unrealistic to expect an admin to have context over how every skill in a company should be optimally performing,” The post A…
Presentation: Keeping ChatGPT Fast as AI Development Accelerates
Martin Spier explains how agentic workflows dramatically increase code change volume at OpenAI. He discusses the hidden systemic performance costs o…
Instacart Builds Blueberry, an AI-Powered Assistant to Help On-Call Engineers Investigate Incidents
Instacart introduced Blueberry, an AI-assisted incident response system that helps on-call engineers investigate production issues faster. It combin…
AI Is Transforming Incident Response - but the Hardest Problems May Still Belong to Humans
Artificial intelligence is rapidly changing how engineering teams respond to production incidents, offering the ability to summarize incident channe…
Podcast: Culture & Methods Trends 2026: The Human Side of AI Engineering
This is the Engineering Culture Trends Report for 2026. Featuring a panel of QCon speakers and InfoQ contributors, they discussed AI adoption maturi…
HubSpot Redesigns JITA Authorization with Rule Engine Architecture
HubSpot has redesigned its Just-In-Time Access (JITA) authorization system using a rule engine architecture. The system evaluates access requests th…
Why your company should (try to) build its own AI SRE
Companies ship more code today than ever, thanks to agentic coding tools. For product teams, this accelerated pace of development The post Why your…
OpenAI and Elastic are tackling the AI problem enterprises can’t ignore
It’s undeniable that enterprise AI has a context problem. Although frontier models are incredibly capable, if they can’t securely access…
Dynatrace’s new agents can reveal the single hardest part of AI operations
Observability platform company Dynatrace announced a set of advancements to its Dynatrace Intelligence service on Monday that aim to take The post D…
AI Root Cause Analysis Shifts from Model Reasoning to Context Engineering
Engineers are increasingly arguing that modern LLMs can already reason through root cause analysis once given correctly prepared context, shifting t…
Alert fatigue is breaking SOCs. Sumo Logic says it has a way out.
The instinct is almost universal: When something goes wrong, security teams reach for more data. The belief is that if The post Alert fatigue is bre…
Expedia Uses AI Driven Service Telemetry Analyzer to Accelerate Incident Investigation
Expedia Group has introduced STAR, an internal AI-assisted observability platform that helps engineers investigate production incidents using servic…
QCon AI New York 2026: Registration Opens for December 15-16 Production-AI Conference
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…
Why every AI agent decision needs a receipt
A conversion-rate alert fires 30 minutes after a pricing engine deploys updated discount rules. The analytics platform holds millions of The post Wh…
Go без мифов: переход с C++, highload, рынок, зарплаты и путь разработчика — интервью с Владимиром Балуном
Go часто называют простым языком. Но простота синтаксиса не отменяет конкурентности, рантайма, сборщика мусора, интерфейсов, особенностей памяти и р…
Stripe Benchmark Shows AI Agents Build Integrations but Struggle with Validation
Stripe introduces a benchmark suite to evaluate whether AI agents can build real-world Stripe integrations across backend, frontend, and browser-bas…
What an ex-NSA red teamer wants every SOC to stop doing
Security teams have spent years trying to see more. More endpoints, more cloud services, more identities, more telemetry. For the The post What an e…
Meet Brain, the AI that decides when Azure is officially down
Microsoft recently took the wraps off Brain, the internal AI system that continuously monitors Azure’s health and, increasingly, acts on The p…
Agentic AI in observability: accelerating root cause analysis
The growing development, promise, and use of generative AI and agentic AI continue to drive dramatic change in the IT The post Agentic AI in observa…
Most enterprises will hand root cause analysis to AI agents within two years
For decades, software engineers have been the eyes and ears of enterprises, combing through voluminous logs, observability tools, consoles, browser…