Operations | Monitoring | ITSM | DevOps | Cloud

Komodor

Multi-Agent AI SRE Has Landed and Its Built for Your Most Complex Stacks

Mar 24, 2026 By Itiel Shwartz In Komodor
Once upon a time, a monolith running on a handful of servers meant that incident management, even at 2:17 AM, was something a single generalist could handle. One person with enough context across the stack could reasonably diagnose whether the database was choking, a config had changed, or a server was running hot. They’d fix it and go back to sleep.
Read Post

Stop Vibe Coding Everything: The Case for Spec-Driven Dev

Mar 24, 2026 By GitKraken In GitKraken
Spec-driven development with AI coding agents could change how you build software. In this GitKon 2025 talk, Erik Hanchett, Senior Developer Advocate at AWS, breaks down why AI coding assistants perform dramatically better when they start with structured specifications instead of raw prompts. If you've been vibe coding your way through complex features and wondering why your AI keeps going off the rails, this is the video for you.
View Video
Nano Banana 2 API in Production: Real Use Cases and Why APIPASS Makes It Accessible

Nano Banana 2 API in Production: Real Use Cases and Why APIPASS Makes It Accessible

Mar 24, 2026 By OpsMatters In OpsMatters
That first question is not which of the models in Google's Nano Banana model family looks better on a benchmark, but instead, which should you actually ship with? Nano Banana Pro has always had the luxury edge: higher reasoning, maximal photorealism, studio-grade fidelity. Nano Banana 2, based on Gemini 3.1 Flash Image, came with an entirely different promise - the Pro-world knowledge and output quality to Flash-speed infrastructure at penny-pinch levels of pricing.
Read Post
speedscale

FastAPI Testing: Mock LLM APIs for Free

Mar 23, 2026 By Ken Ahrens In Speedscale
Testing a FastAPI app that calls OpenAI, Anthropic, or Gemini gets expensive fast. The problem is not just the API bill in production. It is all the repeated traffic in development: prompt tweaks, CI runs, regression checks, and the load tests you keep putting off because every run burns tokens. Hand-written mocks do not help much once the app is doing multi-step LLM work.
Read Post
datadog

Annotate traces to improve LLM quality with Datadog LLM Observability

Mar 23, 2026 By Rashel Hoover In Datadog
LLM applications rarely crash. They degrade quietly. Once these applications are shipped to production, subtle quality failures become harder to catch with traditional signals. Tone shifts, hallucinated details, off-topic responses, and incomplete reasoning can emerge while latency and token usage look stable.
Read Post
ribbon

Why AI Driven Automation Can't Wait

Mar 23, 2026 By Joni Roberts In Ribbon
Operators today are navigating unprecedented complexity—rising costs, accelerating customer expectations, and increasingly dynamic networks. In this recent video interview, my colleague Kevin Wade and I explore why AI‑driven automation has shifted from a “nice‑to‑have” technology to a core business requirement for telecom operators and beyond.
Read Post
grafana

How OpenRouter and Grafana Cloud bring observability to LLM-powered applications

Mar 23, 2026 By Chris Watts In Grafana
Chris Watts is Head of Enterprise Engineering at OpenRouter, building infrastructure for AI applications. Previously at Amazon and a startup founder. As large language models become core infrastructure for more and more applications, teams are discovering a familiar challenge in a new context: you can't improve what you can't see.
Read Post
tigera

Introducing Calico Load Balancer and Seamless VM-to-Kubernetes Migration

Mar 23, 2026 By Tigera Team In Tigera
SAN JOSE, Calif., March 23, 2026 — Tigera, the creator and maintainer of Project Calico, today announced a major expansion of its Unified Network Security Platform for Kubernetes, aimed at helping enterprises consolidate infrastructure and accelerate the migration of legacy workloads to cloud-native platforms.
Read Post
harness

Birol Yildiz on Autonomous Incident Response and the Future of AI SRE | Harness Blog

Mar 23, 2026 By Dewan Ahmed In Harness
At SREday NYC 2026, the ShipTalk podcast welcomed Birol Yildiz, Co-founder and CEO of ilert, for a conversation about the next evolution of incident response. In the episode, ShipTalk host Dewan Ahmed, Principal Developer Advocate at Harness, spoke with Birol about how artificial intelligence is transforming reliability engineering—from simply assisting engineers during incidents to autonomously diagnosing and resolving outages.
Read Post
VictoriaMetrics

Observability Lessons From OpenAI

Mar 23, 2026 By Pablo Fernandez In VictoriaMetrics
Writing code is moving from the good old IDE into the realm of autonomous AI agents. One example of this is OpenAI, which has been developing internally with 0 lines of manually written code. You can read about their workflow in their engineering blog: Harness engineering: leveraging Codex in an agent-first world. For me, the main takeaway of OpenAI’s article is how AI has rewritten the constraints equation.
Read Post

Copyright © 2026 OpsMatters™. All rights reserved.