If this is useful, a ❤️ helps others find it. I've shipped multiple apps with AI features. My AI infrastructure cost: $0/month. Here's exactly how — every tool, every limit, every workaround. Free tier: 500 req/day (Gemini 2.5 Flash), no credit card Best for: Strong reasoning, document analysis, code debugging Get it: aistudio.google.com 2. Ollama — Local LLMs Free tier: Unlimited
It's 3am UTC. Someone in your Discord pastes a transaction hash and the message: "did i just get drained??" What happens next is mechanical. A moderator opens the block explorer, scrolls past gas limits and method calls and log topics, decodes the transfer, translates 0xa9059cbb into "this was an ERC20 transfer," cross-references the destination address, then types something like "looks like you s
In this guide we’ll build a Decentralized, Autonomous Vacation Booking System in Python using the Protolink library. The original post can be found on medium (Level-up-coding). The landscape of AI agents is shifting. We are moving away from monolithic scripts driven by a single giant model, towards Multi-Agent Systems (MAS) where specialized, autonomous agents collaborate to solve complex problems
CLMA vs Web Chat: Putting Iterative Verification to the Test Posted on May 6, 2026 · #CLMA #MultiAgent #CodeGeneration #EventSourcing #Comparison #Python All code is open source on GitHub: github.com/kriely/CLMA This is a companion piece to Building CLMA: A Self-Verifying Multi-Agent Framework from Scratch. In that article, I described the framework. Here, I put it to the test — head to head aga
Or: how we learned that “eventually” isn’t good enough when you’re bleeding file descriptors Or: how we learned that “eventually” isn’t good enough when you’re bleeding file descriptors Deterministic cleanup means knowing exactly when resources are freed — the difference between memory chaos and predictable system behavior in production environments. So our video transcoding service was… how d
If this is useful, a ❤️ helps others find it. I run both in production. Here's the real comparison — not theoretical, from actual use building developer tools. Local LLM (Ollama) Gemini API (Free) Cost $0 forever $0 (free tier) Privacy 100% local Data sent to Google Setup Install Ollama + pull model Get API key (2 min) Quality Good (7B), Great (70B) Excellent Speed Fast if model lo
The Tech Compass: Navigating AI's Waves, Securing Our Foundations, and Optimizing Every Byte Welcome to your latest dose of cutting-edge insights! As we hurtle further into 2026, the technology landscape continues its breathtaking transformation. This week's trending talks offer a fascinating snapshot of where we are and where we're headed. From the pervasive, sometimes perilous, influence of Ar
Making yogurt at home isn't hard. You can control the sugar, the fat, add any flavour you want. Free from the tyranny of Big Yogurt! Yet somehow, Danone is still doing fine. Same goes for home-brewed beer, homemade bread, 3D printing. All great hobbies. All more accessible than ever. None have actually disrupted their industries. Better tools raise the floor and the ceiling. The hobbyist gets bett