Community — page 4

Module 6 of the community course: the open protocols at each join an AI system crosses, the harness that checks them, and the model work in Python.

Module 6's first half as a twenty-five-minute meetup talk: one agreement per join, geometric reasoning as data, the tandem harness, its wire and extensions.

The open agreements at each join an AI system crosses, from MCP and A2A to AGENTS.md, Agent Skills and OpenAPI, and an MCP tool server built by hand.

Geometric reasoning as data: behaviors as points in a design space with a distance, facts as a graph, matched families and evidence that arrives in order.

A tandem harness runs beside the model on every request: the model proposes and typed code decides, with one offer list, a checked answer and a time limit.

A booking in two rounds on MCP's multi round-trip shape: a pure step, signed request state used once, strict decoding and one contract.

A harness grows at documented points, never by forking its core: instructions, skills, subagents, hooks and tools, in the harness you use and one you ship.

How the team writes Python: modules run with python -m, a locked environment, pure functions, frozen data, one config read once and named tests.

Measurement before training: pairs scored together, difficulty read cell by cell, and a full factorial over the probe sheets read as effects.

Training rows as contracts: prompts taken from what serving logged, structured answers judged field by field, and voice pairs one trait apart.

A model released under rules written first: a gate per point against the model in service, one look per test set, splits by place and a declared base rule.

Joining the Sean Dinwiddie's Webmastery team asks for quality work: you keep your own practice and 70% of the fee, and the name brings in local clients.

What the community offers, who it is for and its membership prices. Webmasters join the team through quality work, with no membership tier needed.

A personal note on the tools behind the work: Redux.js applications, Sublime Text, and why the choice of editor still matters.

The team's cut-sheet: the path from cold leads to delivered work, and what the team produces in-house.