Software architecture skill pack for architecture views, tradeoffs, quality attributes, risks, and decision support.
A hands-on lab showing how “improving” a single metric (AUC/accuracy/F1) can worsen real-world outcomes. Includes metric audits, slice checks, cost-sensitive evaluation, threshold tuning, and decision policies you can defend, so dashboards don’t quietly ship bad decisions.
Edwards HA, SJ Converse, KD Swan, and A Moehrenschlager. 2022. Trading off hatching success and cost in the captive breeding of Whooping Cranes. Animal Conservation 25:101-109.
A domain-relevant lab for engineering decision-making, scaling, debugging, and refactoring
Airline revenue optimization using machine learning, SQL, and optimization techniques across dynamic pricing, demand forecasting, seat inventory, and overbooking. Analyzes booking patterns, fare classes, and market factors to identify revenue opportunities and support data-driven pricing and inventory decisions.
Free Claude Code skill for clear tradeoffs and go or no-go choices with four fair voices. Built on affaan-m/ECC by @affaan-m.
A visual systems-thinking platform for exploring energy portfolios, infrastructure resilience, storage dynamics, bottlenecks, and coordination under stress.
📐 An MCP server for plan reasoning summaries in Claude Code
Dated tech comparisons that end with a verdict for a concrete context — because the honest answer is always 'it depends'.
Demonstrate how relying on a single metric can mislead model evaluation and expose hidden failures in machine learning systems.
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