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
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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