“The AI did it” won’t save you when EU regulators come knocking
The European Union’s Cyber Resilience Act (CRA) is just months away from ushering in a new era of accountability that’s The post “Th…
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Vendor neutrality isn’t magic: A hard look at the OpenTelemetry ecosystem
The OpenTelemetry (OTel) ecosystem provides us not only with a standard data format and transport mechanism for generating, processing, and The post V…
The agentic identity crisis: Why your security isn’t ready for the AI revolution
The transition from traditional web applications to agentic ecosystems is more than a change in the UI; it is a The post The agentic identity crisis: …
Debugging the undebuggable: building observability into probabilistic AI systems
Debugging used to be straightforward: A service failed, you checked the logs, followed the stack trace, and fixed the bug. The post Debugging the unde…
Why AI agents need a Context Lake
Your AI agent has tool access. What it’s missing is the knowledge that makes those tools useful You’ve probably connected The post Why AI …
How the AC/DC framework helps teams govern AI coding agents
Much of the conversation around AI coding is still centered on how fast machines can produce code. But code volume The post How the AC/DC framework he…
How Jaeger hit 8.6× compression on 10 million spans with ClickHouse
As someone who’s been maintaining Jaeger, I’ve watched users request ClickHouse support consistently over the past few years. With Jaeger …
What ClickHouse learned from a year of coding with AI agents
Some people will tell you agents will take all our jobs. Others insist they are useless. Leadership at many companies The post What ClickHouse learned…
How MCP and synthetic data are reshaping compliance in the agentic era
Software development has always had a way of quietly distributing sensitive data in unexpected places, and many organizations have lost The post How M…
Three ways operational debt will break your AI strategy, and how to recover
The pressure to move fast has never been greater. However, speed without resilience is a liability. As AI moves from The post Three ways operational d…
How to build your first end-to-end AI workflow in n8n
n8n is one of the most powerful workflow automation platforms available today, and the fastest way to learn it is The post How to build your first end…
CI wasn’t built for coding agents. Here’s what comes next.
For years, integration tests have lived inside CI pipelines, triggered on push and answered ten, twenty, or thirty minutes later. The post CI wasnR…
Cut your AI search costs without sacrificing quality
The cost that’s driving your AI search bill Every organization running AI-powered search faces the same hidden cost driver: query The post Cut your AI…
Why production RAG systems give confident, wrong answers at scale
In production RAG systems, the biggest bottleneck usually isn’t the LLM. It’s retrieval. Most teams start with a simple pattern: The post …
The cleanup cost of AI-generated code
The world is actively using AI to make our lives more efficient and safe — from creative writing to safer The post The cleanup cost of AI-generated co…
The software fix that could shrink AI’s energy bill without new hardware
The load on the energy infrastructure that AI is placing should not be underestimated. Most approaches to addressing the AI The post The software fix …
The hidden cost of build vs. buy for agentic AI in regulated industries
Regulated industries know this pattern well: A new capability emerges. Teams spin up point solutions, each one solving a discrete The post The hidden …
The Rust sidecar pattern that fixes Python AI’s biggest weakness
In the world of AI, “it works on my machine” is the most dangerous phrase a developer can muster. Transitioning The post The Rust sidecar pattern that…
How to build a skills library for your engineering team
A few months ago, we realized that every engineer on our team was running a different version of their AI The post How to build a skills library for y…
Why agent harnesses fail inside cloud-native systems
Coding agents perform better with a harness that gives them the tools, guidance, and feedback signals to know what to The post Why agent harnesses fai…
Cloud native application challenges: installing the walking skeleton
Editor’s note: This article is an excerpt from Chapter 1 of the Manning book, Platform Engineering on Kubernetes. This excerpt The post Cloud na…
Why enterprise AI needs customization
Most organizations are approaching AI adoption the same way they once bought enterprise software: pick a vendor, standardize on a The post Why enterpr…
Living off the agent: The new tactic hijacking enterprise AI
The moment employees started using AI tools with real company data, the game changed. Productivity jumped, but so did the The post Living off the agen…
As agentic dev tools boom, workflow auditability becomes the constraint
Recently, I was working with a senior engineering leader at a large financial institution to review their DevSecOps platform engineering The post As a…
How AI-native systems are built
The core problem: the “brittle” enterprise Traditional enterprise software is deterministic; composed of a series of “If-Then” statements that break T…
Why your AI agent doesn’t actually remember anything
A few months ago, I was reviewing a customer support agent who had a strange failure pattern. A user would The post Why your AI agent doesn’t ac…
Why Prometheus couldn’t see Cilium metrics at 2 a.m.
I still remember the first time we lost sleep over something that wasn’t a bug. It was a Tuesday. Grafana The post Why Prometheus couldn’t…
Tanzu Platform’s 15-year head start meets the AI moment
In 2011, Marc Andreessen famously observed that software was eating the world, anticipating that every industry would be reshaped or The post Tanzu Pl…
Kubernetes finally lands user namespace support, but shared kernel problem remains
Kubernetes shipped a long-awaited security feature last week: user namespace support for pods.  It may sound like an obscure feature The post Kub…
Why PHP performance keeps getting bumped from the roadmap
Performance issues are familiar territory for PHP teams. Slow endpoints, uneven response times, and rising infrastructure costs show up in The post Wh…