Use when the introduction, abstract, or prose of a Journal of Environmental Economics and Management (JEEM) manuscript misses the field…
Use when the prose, intro, and abstract are the bottleneck for a Journal of Financial Markets (JFM) manuscript — making the trading…
Use when the prose of a Journal of Urban Economics (JUE) manuscript buries the spatial mechanism, or the intro/abstract do not land for an…
Enforces consistent documentation standards, tone, and formatting across technical specifications and code comments.
Use when drafting or polishing a Public Opinion Quarterly (POQ) manuscript so it reads for a public-opinion and survey-methodology…
Use when drafting or polishing a World Politics manuscript so it reads across cases, follows the World Politics house style, and fits the…
Gates whether a new test should exist and forces it to be efficient, protecting CI from low-value test bloat.
Use when asked to write user stories, define requirements, break a feature into stories, or draft product/feature issues - produces…
Draft a unanimous written consent of the board or a committee in house format, with precedent search from the consents repository.
Use when hardening the reproducibility of a WSDM paper built on logs, graphs, or user-interaction data - provenance of behavioral…
Use when auditing a WSDM submission before the August deadlines - EasyChair setup, the abstract-then-paper week, the appendix-inclusive…
Use when deciding what goes where in a WSDM submission whose appendices count inside the page cap - triage between the 9-page body, the…
Design, organize, and manage Helm charts for templating and packaging Kubernetes applications with reusable configurations.
Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment.
Build read models and projections from event streams.
Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications.
Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development.
Configure Static Application Security Testing (SAST) tools for automated vulnerability detection in application code.
Implement efficient similarity search with vector databases.
Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for…
Apply STRIDE methodology to systematically identify threats.