Guides researchers through the preparation, framing, and formatting of manuscripts for the Chinese management journal 《软科学》 (Soft Science).
Software Engineering: 35 concepts, no maths assumed.
Generate clear explanations of algorithm solutions
Use when writing or creating new Standard Operating Procedures (SOPs) for AI agents.
Use when updating, versioning, deprecating, or maintaining existing Standard Operating Procedures.
Master storyteller for compelling narratives using proven frameworks.
Use when preparing a SOSP artifact for the post-acceptance evaluation run by the sysartifacts community, registering within days of…
Use when deciding whether a systems project is SOSP-shaped — a built and measured artifact embodying an extractable principle in operating…
Use when drafting or revising SOSP prose — leading with a design principle rather than a feature list, building the intro's…
Apply a SOUL.md identity to content generation, incorporating worldview, opinions, and character
Improve an existing SOUL.md by identifying vague sections, suggesting missing content, and generating calibration examples
Generate an AIWG voice profile from an existing SOUL.md identity file
Look up current documentation for a library or topic via Context7.
Extract reusable patterns from the session, self-evaluate quality before saving, and determine the right save location (Global vs Project).
Analyze local git history to extract coding patterns and generate SKILL.md files.
Design a source evaluation protocol using lateral reading and credibility checks for digital information.
Use when evaluating the trustworthiness of external websites, research data, or cited literature to audit and select Tier 1/Tier 2…
Evaluate source quality, build annotated bibliographies, and maintain curated reference collections.
Synthesize multiple documents into a traceable brief, report, comparison, or decision memo when claims must remain faithful to supplied or…
Ground version-sensitive external claims and implementation choices in authoritative evidence.
The canonical, extensible source-type registry for a research corpus — paper, preprint, blog, repo, book, chapter, standard, doc…