MLOps & LLMOps

When your rollback plan says “safe” but your system quietly keeps serving the very behavior you were trying to undo Continue reading on Medium »

Why Your AI-Built App Works in the Builder But Dies in Production You ship something in Lovable or Bolt. It works. You demo it to users. They want it live. Then

As AI becomes part of everyday workflows, organizations need a simple way to understand how it is being used. It is no longer enough to know that an AI feature

With Amazon Bedrock Projects, you can attribute inference costs to specific workloads and analyze them in AWS Cost Explorer and AWS Data Exports. In this post,

Machine learning technologies have progressed from experimental stages to essential components of production infrastructure. As the scope and impact of these te

You are a software engineer, so you know that feeling. You are deep in dependency hell, reading library docs, digging through version histories, staring at comp

The Cloud Native Computing Foundation (CNCF) has announced a major evolution of Istio, introducing new capabilities aimed at making service meshes “future-ready

Most GenAI implementations in SDLC are probabilistic by design. That works for brainstorming — it fails in enterprise delivery. In real programs, SDLC requires:

55% of engineers feel supported during incidents. Only 44% do after. The hidden cost of on-call is a systems problem, and it's measurable now.

With support ending for Windows 11 24H2 in October, Microsoft wants all PCs on the same version for security reasons - but you can postpone the update. Here's h

Want the best performance from Linux? Here's the ultimate sweet spot, based on my years of testing.

Navigating a large codebase for the first time is painful. You clone the repo, realize there are 300 files, and have no idea where anything lives. You can ask a

Your agent is deployed. Pod is running. Container passes liveness probes. Grafana shows a flat green line. Everything looks fine. Except the agent stopped proce

We’ll cover three categories of hidden bottlenecks I measured on a real RTX 5060 training loop. None of them is in your model architecture. All of them are fixa

The tools are getting smarter. The containers they run in haven't changed since 2015.

AI Tools That Actually Pay You Back: A Developer's Guide to Monetizing AI ==================================================================== As a developer, y

Check your PC now — you must not miss this critical deadline.

Last year we spent $47,000/month on AI infrastructure for a single enterprise client. Today it's $8,200/month — same quality, same throughput. Here's exactly ho

Google hackers earned $17 million last year, all while staying within the law, as they identified security weaknesses in exchange for rewards.

Dashboards don’t make systems observable. True monitoring requires the right signals: latency, traffic, errors, and saturation. This article explains why tradit

Module Federation 2.0, an open-source micro-frontend mechanism introduced with webpack 5, offers significant updates including dynamic TypeScript type hints, de

Modern AI tools like Claude Code, Codex, or even the browser-based ChatGPT and Claude.ai often run npm install behind the scenes to make the things you ask for.

This is the second post in the Ranking Engineer Agent blog series exploring the autonomous AI capabilities accelerating Meta’s Ads Ranking innovation. The previ

Cursor 3 just dropped: here's what changed and how it compares to Claude Code Cursor 3 is live. If you've been on the fence between Cursor and Claude Code, toda

Claude Code MCP Servers: How to Connect Any Tool in Under 5 Minutes MCP (Model Context Protocol) is the most underused feature in Claude Code. Most developers r

In this post, we go through how to use managed session storage to persist your agent's filesystem state and how to execute shell commands directly in your agent

AI-assisted coding software has evolved from first-gen autocomplete copilots to second-gen agentic tools that understand intent and operate within repositories.

Claude Code CLAUDE.md vs settings.json: which one controls what (and why it matters) If you've been using Claude Code for more than a week, you've probably edit

The Hallucination Problem of AI Programming Assistants: How to Implement Specification-Driven Development with OpenSpec AI programming assistants are powerful,

I have a take that is going to annoy two groups of people at the same time: The “real engineers don’t use AI” crowd The “AI wrote my whole app” crowd Here it is

Anthropic executives said it was an accident and retracted the bulk of the takedown notices.

There’s a lot of discussion right now about how developers should work with AI coding tools. Over the past year we’ve seen the rise of two very different philos

AI tools are getting very good at writing code. GitHub Copilot can generate entire functions, review pull requests, and even help refactor legacy codebases. But

How to Use AI Tools to Boost Your Development Efficiency in 2026 As developers, we're always looking for ways to write better code faster. The rise of AI-powere

TL;DR Cursor and Claude Code default to cors() with no arguments -- any website can read your API responses CWE-942 affects Express, Fastify, and FastAPI backen

The Icy Box Docking and Clone Station provides the easiest way to move data between drives and to access bare drives.

Today Anthropic accidentally shipped 512,000 lines of Claude Code's source code to npm. A source map file that should have been stripped from the build made it

I built a $2/month Claude API proxy — here's the curl command I got tired of paying $20/month for Claude Pro just to use Claude Code. So I built a flat-rate Cla

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Zustand and Jotai give developers freedom — but that freedom is poison for AI code generation. We're the frontend team at Minara . Over the past six months, we'

Verify all Shopify webhooks using HMAC-SHA256 signature against raw body text before parsing JSON. Subscribe to orders/paid, orders/cancelled, orders/updated, a

When AI meets systems that weren't built to absorb it, better models aren't the answer — better infrastructure is.

Introduction to SOC Process Fixes The Security Operations Center (SOC) is the backbone of any organization's cybersecurity infrastructure. However, many SOCs st

As AI floods software development with code, Qodo is betting the real challenge is making sure it actually works.

arXiv:2510.06882v2 Announce Type: replace-cross Abstract: Edge devices have limited resources, which inevitably leads to situations where stream processing serv

This week's Java roundup for March 23rd, 2026, features news highlighting: GA releases of GraalVM Native Build Tools 1.0 and EclipseLink 5.0; the March 2026 edi

We scanned 100 MCP server packages — including the official reference implementations from Anthropic, Microsoft, and Notion — and published the results. Every v

Version 4.0 of the open source Kubernetes security platform Kubescape has been released, bringing runtime threat detection and a new set of AI-era security feat