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…
Implement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive design patterns, and assistive technology support.
Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates.
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.
Build comprehensive attack trees to visualize threat paths.
Build robust backtesting systems for trading strategies with proper handling of look-ahead bias, survivorship bias, and transaction costs.
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.
Optimize cloud costs across AWS, Azure, GCP, and OCI through resource rightsizing, tagging strategies, reserved instances, and spending…
Analyze competition, identify differentiation opportunities, and develop winning market positioning strategies using Porter's Five Forces…
Creates and maintains project context artifacts (product.md, tech-stack.md, workflow.md, tracks.md) in a `conductor/` directory.
Implement Command Query Responsibility Segregation for scalable architectures.
Transform data into compelling narratives using visualization, context, and persuasive structure.
Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollback procedures.
Master end-to-end testing with Playwright and Cypress to build reliable test suites that catch bugs, improve confidence, and enable fast…
Select and optimize embedding models for semantic search and RAG applications.
Create employment contracts, offer letters, and HR policy documents following legal best practices.
Master error handling patterns across languages including exceptions, Result types, error propagation, and graceful degradation to build…
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling.