Use when polishing the prose of an Organization Science manuscript — front-loading the organizational argument and contribution, writing…
Use when drafting or polishing the prose of a PMLA (Publications of the Modern Language Association) essay so it reads clearly for a broad…
Use when revising the prose of a Production and Operations Management (POM) manuscript — front-loading the operations problem, balancing…
Use when drafting or polishing a Psychological Science manuscript to fit its distinctive word format (Introduction + Discussion +…
Use when drafting and polishing a Psychological Bulletin manuscript so it reads as an integrative synthesis and meets APA 7th-edition…
Use when polishing prose, abstract, and introduction for a Quantitative Economics (QE) manuscript so a quantitative method and its…
Create engaging Substack Notes that build community and grow subscribers.
Generate lightweight technical specification documents with PlantUML diagrams.
Implement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive design patterns, and assistive technology support.
Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment.
Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning.
Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design.
Pre-build product and feature risk review for founders, product managers, and AI-assisted builders.
Master binary analysis patterns including disassembly, decompilation, control flow analysis, and code pattern recognition.
Automate changelog generation from commits, PRs, and releases following Keep a Changelog format.
Master effective code review practices to provide constructive feedback, catch bugs early, and foster knowledge sharing while maintaining…
Implement Command Query Responsibility Segregation for scalable architectures.
Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollback procedures.
Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or…
Manage major dependency version upgrades with compatibility analysis, staged rollout, and comprehensive testing.
Select and optimize embedding models for semantic search and RAG applications.