Design a professional development session using adult learning principles with active teacher engagement.
Use when targeting Progress in Materials Science or deciding whether a materials-science review fits this venue.
Teaches complex code incrementally by breaking down unfamiliar APIs and architectures into bite-sized, annotated, runnable stages.
Provide graduated assistance from abstract conceptual nudge to concrete procedural step, with reflection required before each escalation.
Use when creating, updating, auditing, or standardizing a repository-level AGENTS.md.
Design a project-based learning brief with a driving question, milestones, and assessment criteria.
Analyzes project structure and tech stacks to generate AI-friendly documentation architectures, including AGENTS.md and modular guide files.
Guides learners through building minimum viable projects step-by-step to reinforce programming concepts through hands-on practice.
Generating a presentation (PPTX) of a software project as a specific deliverable (snapshot for a specific presentation, not…
Search across all project artifacts by keyword, document type, or requirement ID
Generating a Word document (.docx) from the documentation-master corpus as a one-off deliverable (snapshot for an audience…
Design a learning sequence teaching prompt quality — comparing vague vs. refined prompts to show why specificity and context transform AI…
Use when shaping a proposal for a Perspectives on Psychological Science (PoPS) contribution — the proposal route (required for cooperative…
Use when crafting a proposal to the Journal of Economic Perspectives (JEP) editors — a short article proposal or a symposium pitch — since…
Draft, revise, or review a substantive writing deliverable when editorial quality is itself part of the requested outcome.
Rewrites EXISTING text into the register of a professional world (board, deck, LinkedIn, postmortem, offerta tecnica, bando, CV), keeping…
Write, edit, or review technical documentation in the Proxmox house style — US English, active voice, second-person imperative…
Write, edit, or review Proxmox technical documentation in the Proxmox Technical Writing Style Guide voice.
Use when targeting PRX Quantum or deciding whether a quantum information science or quantum technology manuscript fits this APS…
Takes a proofread or apsa-style report file (or any markdown file using **Original:** / **Recommended:** syntax) and rewrites the original…
Use when deriving predictions from a Psychological Review theory and confronting them with existing data and rival models — the journal's…