You tell your AI coding agent to build a CRUD API using FastAPI. It generates a beautiful, type-hinted masterpiece. Two weeks later, you ask it to add an OAuth2 login flow. Suddenly, it starts spewing Django middleware, settings.py configurations, and...
Articles
Architecting Intelligence at the Edge: A Technical Deep Dive into Small LLMs
The era of "Cloud-First AI" is hitting a hard ceiling. For enterprise architectures requiring sub-100ms latency, strict data sovereignty, or offline resilience, the round-trip to a centralized GPU cluster is no longer viable. The solution isn't bigger models; it's...
Building a Semantic Code Search Engine That Runs Entirely in Your Browser
Powered by BM25 ranking, 120+ semantic synonyms, and multi-signal scoring — all running client-side with zero dependencies and zero network requests. Introduction Every developer knows the frustration: you're working with a large codebase, and you need to find a...
Tool That Generates LLM Starter Code So You Don’t Have To
If you've tried to get started with LLMs recently, you know the pain. You want to fine-tune a model? Great, now you need to figure out LoRA, QLoRA, PEFT, bitsandbytes, quantization configs, training arguments... and that's before you've written a single line of actual...
Building a Zero-Backend AI Prompt Manager with Next.js 19 and localStorage
Live demo: https://luckytoolkit.com/promptmanager/ If you spend serious time with AI tools — ChatGPT, Claude, Gemini — you quickly accumulate dozens of carefully crafted prompts. They end up scattered across Notion pages, browser bookmarks, and sticky notes. I built...
Building a Browser-Based Slideshow Video Editor: Leveraging Modern Frontend Technologies
How CSS3, Canvas API, and MediaRecorder enable powerful video creation without server-side processing For years, video editing and export capabilities were the exclusive domain of desktop applications or server-side processing pipelines. The conventional wisdom was...