Ideas for building
better software.

The Data Scientist's Guide to AI Summarization in 2026

I gotta say, the Data Scientist's Guide to AI Summarization in 2026 I have spent the better part of three years building summarization pipelines, and I can tell you with reasonable statistical confidence that most engineering teams are overspending by a wide margin. The market has shifted dramatically, and the data I am about to walk you through tells a very specific story. Last quarter, I ran a comparative analysis across 184 models accessible through Global API, and what I found genuinely surp

Your AI agent remembers what sounds related, not what worked

I spent a couple of weeks asking people a pretty basic question. If you are actually running agents, past the demo, in something resembling production, how do you handle memory? I was expecting a handful of tips. What I got instead was the same frustration over and over, and a problem that, as far as I can tell, nobody has cleanly solved yet. So I am writing it down, because if you build with agents you are going to run straight into it. The thing everyone starts with Most agent memory works the

The Complete Guide to Agentic IDEs in 2026: Pricing, Free Tiers & Which One is Right for You

The AI coding tool landscape has exploded. Here's every serious option, what it actually costs, and who should use it. The word "IDE" barely captures what these tools are anymore. The best of them don't just suggest code — they plan, execute, test, debug, and iterate across your entire codebase without you holding their hand at every step. That's what "agentic" means in practice. But the market is genuinely confusing right now. Credit systems, usage quotas, BYOK models, terminal agents, native p

Securing Financial APIs in 2026: Implementing Global Request Interceptors and Automated Audit Trails in Spring Boot

With the recent surge in security vulnerabilities across the Spring ecosystem in the first half of 2026, relying on scattered security validation inside individual REST controllers is no longer an option—especially for banking and financial applications. Security must be tight, centralized, and fully auditable. ​In this article, we will look at how to build an enterprise-grade API architecture that secures endpoints globally using a HandlerInterceptor and automatically logs every user transactio

I built an app where the AI invents its own generators

The premise started as a workplace joke: photograph someone and have an AI generate a fictional corporate manual about them. "Subject encountered in break room. Optimal operation: compliment the coffee. Known failure mode: discussing weekend plans before 10am." That generator ships as one of three built-in makers in MakerMaker, an iOS entertainment app from Niixo. The others produce a mock spec sheet and a fabricated news headline. All three take a photo as input and run it through Gemini 2.5 Fl

Hice un centro de búsqueda de empleo local-first — sin nube, sin telemetría

Buscando trabajo me cansé de saltar entre la terminal, Claude Code y un montón de archivos markdown — y no quería subir mi CV a otro SaaS más. Así nació career-ops-ui: una interfaz web sobre el pipeline career-ops que corre completamente en tu propia máquina. Escucha en 127.0.0.1 por defecto. Tus datos no salen de tu equipo. Sin telemetría, sin cuentas. No postula automáticamente (solo arma una lista). Evalúa la oferta contra tu CV con una rúbrica 0–5, genera un PDF a medida y hace seguimiento

A Scatter-Plot Explorer for World Statistics — Log Scales and Hand-Rolled Pearson Correlation

"Do countries with higher GDP per capita also have longer life expectancy?" I built a tool that lets you explore questions like that across 48 countries by picking any two of five metrics as scatter-plot axes. Two implementation hinges: (1) metrics that span orders of magnitude (population: Singapore 5.6M to India 1,417M, a 250× range) must be plotted and correlated on a log scale or every point collapses to one corner, and (2) a hand-rolled Pearson correlation coefficient recomputed live as you

Hi guys! We are Chaotic Studios (VR). We are a virtual reality game development studio that is currently making a game called Chaos Crew VR. So far, we have added the movement, multiplayer, and character. Thanks for reading :)