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Writing tests is one of the most important and tedious task a developer has to do. A test is more than proving something is working in a project - even if it's main goal, it's also a way to see how an API is working, by offering implicit use cases and representing data using different format (mockin
One-Line Summary Naver doesn't have "app passwords" like Google, so bots can't automatically log in with just an ID/PW for accounts with 2-factor authentication enabled. I solved this by logging in once manually on my local PC using headless mode to extract cookies, and then the server bot reuses th
When I started building omadia — an open-source (MIT), self-hostable runtime for composing AI agents out of plugins — I assumed the hard part would be the model: prompting, tool-calling, getting reliable output. It wasn't. The LLM bits were mostly solved problems. The parts that ate my time were iso
The most practical AI safety feature is not a manifesto. It is a brake pedal that actually works when the system starts doing something expensive, risky, or hard to unwind. That idea felt especially current this week. BBC reported Anthropic co-founder Jack Clark warning that AI is approaching a poin
TypeORM 1.0 is the first major release of the open-source TypeScript and JavaScript ORM since its inception in 2016. This version modernizes platform requirements, removes deprecated APIs, and introduces numerous bug fixes and new features. TypeORM now supports ECMAScript 2023, dropping older Node.j
I spent three days building a regex monster to parse customer emails. It had 47 patterns, each one more fragile than the last. A single missing space would break the whole thing. By day four, I wanted to throw my laptop out the window. That’s when I decided to try something completely different: let
A Mistake I Made Myself The most expensive mistake of my career wasn't a line of code; it was hitting a key at 3 AM saying, "Alright, this is done." Relying on years of experience in system administration, network infrastructure, and enterprise software development, this simple error reminded me onc
Have you ever trained a model that performed beautifully on your training data but fell apart the moment it saw new data? Or perhaps you built something so simple it couldn't even learn the training data properly? These are the classic traps of overfitting and underfitting — and every machine learni
The shape of the bad day is always the same. A status page goes red, or doesn't go red but should have, or goes red 40 minutes after the customer's first failed request. The AI provider you depend on is having a moment. Your application's error rate spikes. You spend the next hour explaining to your
Most online YAML Formatter tools quietly send what you paste to a server. That's So YAML Formatter takes the opposite approach: it's a single, self-contained page YAML Formatter is 100% in your browser — nothing is uploaded to a server. There's no backend and no API call for the core Open the page.
TL;DR (Quick Answer) Gemma 4 12B just dropped, so I ran it on a GTX 1080 Ti (Pascal, 2017) to see what an 8-year-old card does with a 2026 model. Real numbers, and a few honest surprises: Speed: ~28 tok/s at Q4_K_M on a single 1080 Ti (~8 GB VRAM). The 12B fits one card, so the second GPU sits idle.
Building Guardian AI: A New Frontier for Diagnostic Clarity in Complex Pathology By Megan Lawther 05.06.2026 I am proud to be part of Google Cloud’s "1,000 Builders, 1,000 Stories." My journey as a builder started not with a business plan, but with a need for truth. As someone who has navigated year
Why API Versioning is a Must In mobile app development, API versioning is a critical issue that can be overlooked initially but directly impacts project health and your career over time. A few years ago, in a project where I worked on the mobile application for a large e-commerce site, the first ver
Before you close this tab and call me irresponsible, hear me out. I am not saying Kubernetes is bad. The Industry Has a Scale Obsession Every application is one traffic spike away from becoming Netflix. Most applications never reach a scale where Kubernetes becomes necessary. Many never reach a scal
In 1991, researchers in the Computer Laboratory at the University of Cambridge had a coffee problem. The department's only filter machine sat in a corridor outside the Trojan Room, and people on other floors kept making the trip only to find an empty pot. So Quentin Stafford-Fraser and Paul Jardetzk
Automatically capture frame drops (jank) and isolate rendering bottlenecks on the UI and Raster threads directly in your dev console Every Flutter developer knows the pain of subtle micro-stuttering A slight visual hiccup when navigating routes. Scroll stutters on content-heavy feed lists. Sluggish
headroom, OpenRouter, MAI-Code-1-Flash — the week the agent runtime bill arrived In the week of 2026-05-27 to 2026-06-03, five signals across GitHub Trending, Hacker News, and the weekly funding recap share one concern: the cost of running the AI agents cycles 6 and 7 described. Cycle 6 saw agent in
Every Node.js developer has stared at a package.json and wondered: "Will ^18.2.0 install React 19 the next time someone runs npm install?" The answer isn't obvious — and getting it wrong silently breaks production apps. I built SemverExplainer to make npm version ranges readable at a glance. Paste a
I recently built Img2Gen, a focused web studio for GPT Image 2 generation. The idea was simple: I wanted something more practical than a single prompt box. For real creative work, I often need to try multiple aspect ratios, upload reference images, generate several variants, download the results, an
You're paying for every token your agent burns. And according to new research from Northwestern, Stanford, Cornell, and All Hands AI, a large share of that spend goes directly to waste — on trajectories the agent was never going to complete successfully. The paper is BAGEN: Are LLM Agents Budget-Awa
