Reading path
I want to know how this blog actually gets built
The meta-layer: the two-layer pipeline behind every article, the discipline that keeps it honest, the V4V framing that monetizes it (or does not), and the cloud-vs-local split that decides where each task runs.
5 articles, in reading order
- How This Blog Actually Gets Built: The Full Build, Six Months of Iteration, Two Hard Gates
The full mechanism: cloud Claude as architect, a self-hosted Qwen 3.6 as crew, two hard quality gates, the stylometric layer added after a forum auto-banned a post as AI spam. Six months of milestones, the receipts in the commit log.
- The Engineering Honesty Manifesto
The six rules the pipeline runs under. The honest version of why every article ships with caveats next to the claims.
- Cloud vs Local AI: Where Each Actually Wins in 2026
The 13-task capability matrix between cloud Claude and the self-hosted GB10 stack. The decision rule that fell out of running both daily.
- Refusing the Subscription Trap: A Year of V4V Lessons
Year-of-V4V honest accounting: zero sats received as of the latest ground-truth audit. Why the channel still earns its place on the page.
- Content Quality in the AI Age: Where Our Scoring System Is Right, Wrong, and Missing
The quality-gate architecture itself, evaluated against its own outputs. How a regex linter became a structural-integrity gate.