Yes, I'm getting on the Jev bandwagon. I wanted to see how far I could get using it to build a behavioural spam-blocking proxy in .NET Core. Something that looks at mail in both directions: what arrives in your inbox, and what leaves an account that might have…

A résumé should work like a scientific paper: human-written prose for communication, machine-readable structure for discovery, and references that connect claims to evidence. As I once more hunt for my next paying gig (LinkedIn), I again face my nemesis:…

The same four-part shape keeps appearing across StyloBot: establish a base, retain the useful delta, measure drift, and consolidate when the evidence warrants it. Compression is not a component; it is a property of the whole system. The behavioural model…

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…