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…

StyloBot: As Simple As Possible And No Simpler (Part 3)

Enterprise bot detection shouldn't require a PhD in infrastructure (or thousands a month in expenditure to use!). Two lines of code, zero external services, and you're running (up to) 21 detectors in milliseconds on every request to every endpoint. Read Part…

StyloBot: How Bots Got Smarter - The New Frontier in Bot Detection (Part 2)

Part 1 was the why. This is the show-and-tell tour of what StyloBot does that is rare in production bot stacks. Thesis: StyloBot models bot detection as a progressive, early-exit topology of behavioral signals, with response outcomes feeding back into scoring…

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…

Taking a break from Blogging

Hey everyone so I restarted the blog back in November and have been steadily puping out the articles but...it's got to the point where I've stopped enjoying it. The blog landscape has changed since I last did it, nobody leaves comments & performative sniping…