Applies microservices for independent deployment and per-service scaling.
Engineer, refactor, audit, and optimize prompts, system prompts, developer prompts, AI agent instructions, AGENTS.md/CLAUDE.md/GEMINI.md…
Use when designing a new service or judging an existing repo against the estate's architecture.
Advanced theming for Shiny apps using bslib and Bootstrap 5.
Design theming architecture — brand variants, dark mode, and high-contrast — mapped through token layers.
Use when a Journal of Health Economics (JHE) manuscript needs a model — insurance demand/selection, provider behavior under a payment…
Use when a Quarterly Journal of Economics (QJE) manuscript has a credible empirical result but no conceptual frame — to add the model or…
Automated thermodynamic property method selection based on component characteristics and operating conditions
Friction-gated refactoring using the Theseus protocol.
Innovation idea generation from literature gaps.
Builds a structured IMRaD paper outline in JSON format based on the selected research direction.
Targeted literature survey for a confirmed research topic.
Academic paper section writing. Expands each section from the JSON outline, automatically links citation keys from the bibliography, and…
Use when writing academic theses or dissertations (Master's, PhD, undergraduate honors).
Turns rough ideas into approved, decision-complete plans with validated structure before coding.
Guides migration of .NET Framework Thread.Abort usage to cooperative cancellation in modern .NET.
Comprehensive Threads integration with account type detection, OAuth authentication, post publishing (text/images/videos/carousels)…
Use when a user gives a short topic and asks for a fact-checked, multi-post Threads series in Traditional Chinese, especially for current…
Use when a repository, system, or major change needs a structured STRIDE-A threat model — map architecture, data flows, trust boundaries…
Repository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities, abuse paths, and mitigations, and…
Repository-grounded threat modeling. Enumerates trust boundaries, assets, attacker capabilities, and abuse paths tied to actual code. Not…