DoomSummarizer: DocSummarizer's Younger, Smarter Brother

Deep Research without Deep Pockets. When "Deep Research" landed in the premium AI tools, I was curious: what is this, actually? So I pulled it apart. And once I understood the architecture, I realised I'd already built most of it. DoomSummarizer leverages a…

Time Boxed Tool: ConsoleImage

A glyph-based terminal renderer using shape-matching algorithms. Supports images, animated GIFs, videos, YouTube playback, and live subtitles with multiple render modes including Braille for maximum detail. NuGet License: Unlicense GitHub Releases The goal is…

Simple OCR and NER Feature Extraction in C# with ONNX

NuGet NuGet Downloads GitHub Release (CLI) As I've been building lucidRAG I'm reading social media where people keep asking the same thing. 'How do you get features from scanned text?' the category error is always 'just use an LLM'...which WORKS but is very…

MCP Is a Transport, Not an Architecture

"How do I build an MCP server?" is the wrong question. SDKs exist. An LLM can scaffold one in seconds. The real question is: What role should an MCP server play inside a system that must not lie? The scarce skill now is designing the system around MCP:…

Why LLMs Fail as Sensors (and What Brains Get Right)

LLMs (Large Language Models) are being used as sensors. That is a category error: using a probabilistic synthesizer where a deterministic boundary device is required. This isn't developers' fault. Most mainstream examples and tutorials lead with the simplest…