Defining the architecture decisions of navi-agent

It was 3 AM when I had the idea for navi-agent a few months ago. I was in bed thinking about the impact of LLMs on developers’ hard skills. Before the LLM boom, I improved my coding skills by building projects for my own use. But when OpenAI launched GPT-3, I saw that this technology could be useful. I spent a lot of time playing with GPT-3 code generation, and I remember the feeling I had when I used it to learn OOP. I was like, “What the F*! How the f* do these guys do that?” That was the spark that made my hyperfocus kick in to study the area. ...

February 23, 2026 · 10 min read · 2040 words · enrell

I'm building navi-agent: a truly secure and useful AI orchestrator | cry about it openclaw

Hello world guys! The TL;DR is: I’ve tested openclaw and other AI orchestrators, and they always follow the exact same pattern: They are built as products to be sold, not as open-source projects for the community. They are created by the hype and for the hype, pushing a generic idea of “agency”—a bloated product with a bunch of features and skills that, at the end of the day, aren’t even that useful. That’s because they aren’t built to solve real problems; they’re built for marketing and to sell big tech subscriptions. That’s exactly why OpenAI hired Peter Steinberger—a classic acqui-hire just to have another avenue to sell their API keys and subscriptions, not to solve actual problems. ...

February 23, 2026 · 7 min read · 1436 words · enrell

I Built a NPM Package for Parsing Anime Filenames — Here's My Story

It was 3 AM on a Tuesday night. I was staring at my anime folder, scrolling through filenames like: [SubsPlease] Spy x Family - 01 (1080p) [A4DAF3D9].mkv [Coalgirls] Clannad (1920x1080 Blu-Ray FLAC) [1234ABCD]/[Coalgirls] Clannad - 01 (1920x1080 Blu-Ray FLAC) [1234ABCD].mkv One Punch Man S02E03 1080p WEBRip x264-PandoR.mkv And I thought to myself: “There has to be a better way.” Sound familiar? If you’ve ever built a media library, you know exactly what I’m talking about. Those messy, inconsistent filenames — they drive me crazy. And the existing parsers? Either too slow, too rigid, or didn’t handle the wild variety of naming conventions we anime fans use. ...

February 21, 2026 · 4 min read · 791 words · enrell

Sharing some learnings about MCP and AST

Hello, world! First of all, I want to say that this is my first post in a long time, and I hope to keep writing more often. I have been working on a MCP (Model Context Protocol) for a while now, and I have been learning a lot about typescript AST manipulation. I want to share some of my learnings with you. What is a MCP (Model Context Protocol)? MCP is an open protocol that allows you to standardize the way that applications provide context to their models. ...

June 29, 2025 · 4 min read · 659 words · enrell