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,...
Saturday, 18 July 2026 16:05
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12 minute read
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...
Saturday, 18 July 2026 16:00
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20 minute read
StyloBot v8 lets a site give AI crawlers a controlled Markdown view of its pages at its own local edge, without ceding the gateway to a CDN. This piece is about the extractor that does the conversion...
Tuesday, 23 June 2026 18:00
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30 minute read
Bot detection should not stop at allow/block. This post shows how StyloBot's classification result becomes application logic in ASP.NET: tag helpers in Razor, action filters and policies in...
Monday, 01 June 2026 10:30
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22 minute read
Bot detection should not stop at allow/block. This post shows how StyloBot's classification result becomes application logic in TypeScript: server middleware for Express and Fastify, template helpers...
Monday, 01 June 2026 10:30
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19 minute read
Identity-based bot detection (IPs, user-agents, headers) collapses the moment automation starts rotating identities. StyloBot models clients as behavioural shapes in a 130+ dimensional vector space....
Monday, 01 June 2026 10:30
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23 minute read
How do you test a detector whose answer is supposed to change as it learns? This post is about BDF, the Behavioural Definition Format that makes StyloBot testable: one file defines a class of traffic,...
Monday, 01 June 2026 10:30
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23 minute read
StyloBot's detection engine is ASP.NET Core. This post explains how that engine connects to Go gateways, Node.js applications, and any other stack via a gRPC sidecar, a typed Go SDK, and a Caddy...
Monday, 01 June 2026 10:30
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18 minute read
Long-running services tend to slowly drift toward unbounded memory. Here's how I find that drift, how I think about fixing it without papering over it, and a worked example from StyloBot's vector...
Monday, 01 June 2026 10:30
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21 minute read
Heads up: this one is for the nerds. It's a deep technical dive into StyloBot's adaptive learning system (EWMA updates, hysteresis thresholds, verdict caching, variance watchdogs), with real code from...
Wednesday, 13 May 2026 11:00
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22 minute read
