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Part of the H0: Hack the Zero Stack submission. See the project on Devpost. Nigeria is the launch market. It is not the ceiling. This article explains the reasoning behind that distinction, and why the architecture I built for FarmOps Desk generalizes across the smallholder livestock economies of Su
Headline: The wins come from context, not cleverness. An AI with your codebase, your design system, and your deploy logs in scope writes code that ships. Without that scope, it writes plausible code that doesn't. Two years ago, AI coding tools were autocomplete with attitude. In 2026 they are a cred
5 Ferramentas de IA Gratuitas que Todo Desenvolvedor Deveria Usar em 2026 A inteligência artificial não é mais o futuro — é o presente. E o melhor: muitas ferramentas poderosas são gratuitas. Neste artigo, vou compartilhar 5 ferramentas de IA que transformaram minha produtividade como desenvolvedor.
Playwright and Selenium are great until you hit bot detection. Google OAuth, Cloudflare, and Vercel checkpoints all flag headless browsers. Here's how to control a real Chromium instance via CDP using Python and websockets. Playwright launches a headless browser with automation flags. Even in headed
I started a gaming guide blog six weeks ago. Twenty-one articles later, it's getting traffic from Google, I have four affiliate programs set up, and I have never written a single line of code. This is not a "how to make money blogging" post. This is a practical breakdown of the tools, the workflow,
Most job search tools focus on submitting more applications. I wanted to solve a different problem: reaching the people actually making hiring decisions. So I built PitchHired, an AI-powered platform that helps job seekers find hiring managers, generate personalized outreach emails, review them with
Introduction Speculative decoding is one of those techniques that has been "almost ready for production" for the better part of three years. A small draft model proposes tokens; a larger target model verifies them in a single forward pass. In theory, you get 2–4× throughput. In practice, the draft m
Figma shipped native Motion. A real animation timeline, right inside the file. When that landed, a lot of people emailed me some version of the same question: "is MotionKit dead now?" Fair question. My honest first reaction was a quiet "...maybe." But the more I used native Motion, the clearer it go
Middleware in PAGI A port of the sample app from What Is Middleware? — which builds the same three-layer stack in Plack/PSGI (Perl) and Starlette/ASGI (Python) — to PAGI, an async, ASGI-style application interface for Perl. The app is deliberately tiny but exercises the three things middleware exist
Unit converters are everywhere online, but they all seem to either require an account, run ads that cover half the screen, or send your input to a server for no reason. I built one that runs entirely in your browser, with no dependencies, no tracking, and no round-trips. 👉 https://unit-converter-de
Most multi-tenant email-agent setups give every customer the same caps. Your free-tier user who signed up an hour ago and your enterprise account doing thousands of sends a day hit the exact same daily send limit, the exact same storage ceiling, the exact same retention window. That's fine right up
An exploit drained about $2.4 million in ADA from 374 addresses over three days through a flaw in SecondFi's wallet-generation software.
Here's how to watch Colombia vs Portugal as star forward Cristiano Ronaldo looks to fire his team to Group K's summit.
DDR6 is a major leap from DDR5 RAM, but consumers have to wait longer than expected
Entity Graph Retrieval for AI Agents Semantic search is great for finding memories about similar topics. But it's terrible at finding memories about related entities. If the user mentions "Base," you want memories about their wallet, their crypto payments, and their airdrop strategies — even if none
Two Doors, One Gate Onboarding guardrails and power-user friction look like the same problem. They aren't. June 2026 · 7 min · Karl-Heinz Reichel Table of Contents The Setup The Category Error We Already Made Once Two Layers, Not One Document Letting the Data Set the Threshold Accountability Instead
Introduction Managing an Instagram following list can become messy over time. You follow people, some follow you back, some do not, and eventually it becomes difficult to know who is actually mutual. I wanted to build a simple desktop tool that makes this easier without sending user data to an exter
Sleep Consolidation for AI Memory After months of operation, an AI agent's memory store grows to tens of thousands of items. Retrieval slows down. Irrelevant memories crowd out relevant ones. The agent starts "forgetting" recent context because old memories dilute the signal. Humans solve this with
Portable AI on a USB Stick Package an AI agent with bundled Python, Ollama, and memory into a 340MB self-contained package that runs on any x86_64 Linux machine. norax-portable/ ├── norax.sh # Launcher ├── python/ # Standalone venv (252MB) ├── bin/ollama # Ollama binary (42MB) ├── lib/ollama/ # GGML
Most phishing tools still rely on sending your data to the cloud. That means your “security solution” is often just another data collection point. So I built one that doesn’t do that at all. As developers, we constantly trade security for convenience. We trust browsers to auto-fill credentials. But
