Month: December 2025

TL;DR: Django ORM and internal utilities have rich functionality that allows you to n automate some complex data manipulations, automate processes that rely on multiple models in a way that will not require updates every time the data structure changes collect data from the database quickly without diving into the project very deeply n In … Read more

APIs are supposed to make life easier, not turn your app development into a hunt for related data. But if you’ve ever tried building a screen that shows a user, their posts, and the comments on those posts using REST, you know how fast things can get messy. GraphQL was designed to solve exactly this … Read more

LLMs can write Python scripts, they cannot be trusted to design physical systems where tolerance, voltage, and compatibility matter. A chatbot can tell you how a drone works. It cannot tell you if this specific T-Motor F60 will overheat when paired with this specific 6S battery on a hot day in Texas. I built OpenForge to prove that we can bridge this gap. … Read more

For years, the database has been the most important system in the stack — and ironically the one most disconnected from LLMs. RAG systems are great at retrieving documents. Agents are great at calling tools. But the moment an LLM needs to answer: “How many users signed up in the last 14 days?” “What’s the … Read more

The meme-coin industry has already earned a market value of over $47 billion, but token developers do not often reap substantial economic benefits out of the markets they trigger. While platforms have perfected their mechanisms of extraction, growing hundreds of millions of transactions, creators are left with a binary option: dump early or watch their … Read more

There’s a failure mode almost no founder logs, tracks, or even notices. At least not until it’s already too late. Engineers obsess over tech debt. Missing tests. Messy logic. Fragile architecture that slows every future release. But in AI and crypto startups, the fastest-growing liability isn’t tech debt. It’s Narrative Debt. And unlike bad code, … Read more

Your engineering team needs to add semantic search. You’re running Algolia. They just added vectors. You enable it and wait for the magic. Instead, you get three months of infrastructure hell. The semantic layer needs different data than your keyword index: product attributes, user behavior signals, business logic. Every relevance tweak means reindexing everything. Hybrid … Read more

We’ve all been hearing the same story for months: 2025 is the year of the AI agent. Autonomous systems that think, plan, and execute tasks while you grab coffee. The future is here, they said. Your digital workforce awaits, they promised. Except… it’s not really working out that way. I’ve spent the past few weeks … Read more

Artificial intelligence is not only speeding up the hiring process, but it is also changing the entire experience of work. Today, AI can scan resumes in seconds, flag people who are most likely to succeed, and help recruiters make choices without getting overwhelmed in administrative work. Because of this, it is important to understand how … Read more

In a world where control over money, data, and infrastructure often lies in the hands of a few, people witnessed a range of shocks that made many question whether traditional systems could be trusted. Some of these events exposed how governments or large institutions can control software, freeze savings, shut down digital currencies, cause large … Read more