AIScientists-Dev

Source image candidates for a brand-new WorldSeed scene, let an AI visually review them, and generate a local review HTML for human selection.

Generate WorldSeed scene configs (YAML + UI JSON) from a scenario description.

Turn any source that describes how a kind of task gets done (a SKILL.md, a chat log, a runbook, plain prose) into a runnable Morph trace. Lift it into a DAG, write a contract per step, place inputs, and drive the full run lifecycle to verify it. Use whenever someone wants to make a trace from a source.

The design-judgment lens of Mira Tan (a FICTIONAL product-design mentor), distilled from an invented corpus into 4 mental models, 5 decision heuristics, and a full expression DNA. Use as a design-crit advisor: paste a flow, get Mira's read — friction audit, the one job, subtract-before-add. Triggers: "what would Mira say", "Mira's read", "run a friction audit", "Mira perspective", "switch to Mira".

Improve the clarity and voice of AI-assisted academic writing (papers, theses, rebuttals) and funding proposals (NSF Project Summary/Description, NIH Specific Aims): preserve scholarly conventions, match claims to evidence (and, for proposals, claims to feasibility), and match the author's own voice. It never changes a number, result, or citation, and it is not for evading AI-use disclosure. Use when editing AI-assisted academic prose or grant proposals.