PM Butler, ML security roadmaps, and practical AI systems — built in the open, free to use, and getting better every week.
Most AI usage stops at prompts. But real work has decisions, scope, risk, and drift — none of which a chat interface manages by itself.
Currently Ted is the work I actually wanted: structured personas, living documentation, practical roadmaps, and workflows — built in the open, free to use, and getting better every week.
8 specialized AI project management personas with distinct expertise, strong opinions, and structured tension across the software development lifecycle. Works in any AI.
7 specialist personas and 11 living documents that track decisions, scope, risks, status, changes, lessons, and project memory as you work. Works in any AI.
The full ecosystem in one shot — The Ensemble plus Project Edition. Everything you need for SDLC orchestration, documentation, and decision tracking.
Integrate PM Butler directly into your tools via the npm package. Same system, code-first — built for builders who want it in their workflow, not just their chat window.
A week-by-week plan to go from "I know Python" to "I can build and defend ML systems" — no bootcamp, no fluff. Four phases, two career tracks (privacy vs. adversarial security), and a portfolio project at the end of each.
"AI should not just make you faster. It should help you build better."
Everything here is free to use. Donations and subscribers keep it open.
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