Signal Shingle: a novel architecture for high-performance ASP.NET multi-widget sites

Part of the Stylo.Bot release series. Behaviour-Aware ASP.NET UI covers the server-rendered dashboard surface; Finding and Fixing Unbounded Growth covers the reliability discipline behind bounded state; Learning to Get Faster covers the earlier adaptive-cache…

The StyloAgent Workflow: How I Build and Manage Large (and HUGE) Systems Using Code LLMs (Part 2)

Part 1 was the shape of the thing. This part is what it does. A model only earns its keep under real work : dropping the fleet on a codebase it has never seen, pushing one change across repositories, and keeping a decision trail that survives a restart. This…

The StyloAgent Workflow: How I Build and Manage Large (and HUGE) Systems Using Code LLMs (Part 1)

This is Part 1 of two : the problem and the StyloAgent model. Part 2 : The Workflow in Practice applies it. Code generation stopped being the problem a while ago. The models write good code. They follow the conventions in the file they are editing, and if you…

Behavioural Inference: How I Learned to Stop Worrying and Love Probabilistic Systems

Most software still assumes the world will hand it clean inputs and stable rules. Production usually does neither. This post is the through-line behind a bunch of things I've been building: DiSE, Constrained Fuzziness, CFMoM, Reduced RAG, StyloFlow, The Ten…

Mostlylucid.OcrNer - The NuGet Package (Part 2)

NuGet NuGet Downloads GitHub Release (CLI) In Part 1 I showed the raw pipeline: manually downloading models, writing a tokenizer, wiring up ONNX inference, and decoding BIO tags by hand. Educational, but a lot of plumbing to get right. Now it's a NuGet…

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…

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…

VideoSummarizer: Reduced RAG for Video (Shots → Scenes → Evidence)

Status: In development as part of lucidRAG. Source: github.com/scottgal/lucidrag Where this fits: VideoSummarizer is the orchestrator of the lucidRAG family, combining five pipelines into a unified video analysis engine: DocSummarizer - Documents (entity…