The Lossless Group's discipline of pinning a curated collection of upstream repos (a "study") around a domain question before designing or coding in that domain. Use when starting work that touches conventions, file formats, schemas, protocols, or any decision where prior art exists; when the user mentions "study"…
Verify a SurrealDB-backed canonical layer directly, over the surrealdb MCP server, instead of writing a disposable Node script per check. Use whenever the user asks to confirm a batch of writes landed correctly ("did the FreedomFest speakers get tagged right", "do these people have an org relationship", "check that…
The Lossless Group's theme and mode architecture — two-tier token system, three-mode contract (light/dark/vibrant), theme.css organization, and design system conventions. Use when setting up themes/modes for any Astro Knots site, debugging mode toggles, working with CSS tokens, or when the user mentions "vibrant…
Answer the second foundational VC question — how fast can it get that big? — by stress-testing a company's current MoM/YoY growth at its actual unit of sale across four scenarios: sustain, improve, plateau, reduce. Use whenever asked "how long until", "how fast can they grow into this", "is this reachable in the…