Build a Self-Healing ETL Pipeline with Typed Schemas, Retries, and Observability in Python
Design a Python ETL pipeline that validates data with typed schemas, auto-retries transient failures, logs structured events, emits metrics, and quarantines bad records. Provide code, tests, and a minimal CLI.
Create a Constraint-Based Sudoku Solver Using SAT Encoding and Explainable Solution Steps in JS
Write a JavaScript Sudoku solver by encoding constraints into SAT (or exact cover). Output the solved grid and an explanation trace of key logical deductions. Include complexity notes and unit tests.
Draft a Neutral Policy Brief Framework for Evaluating Public Programs with Equity and Cost Metrics
Create a nonpartisan template for evaluating a public policy or program: goals, stakeholders, options, cost-benefit, equity impact, risks, implementation plan, and success metrics. Include a sample filled-out example using a generic program.
Explain Responsible AI Deployment: Data Privacy, Model Reliability, Human Oversight, and Clear Documentation
Write a concise guide for responsible deployment of AI systems covering privacy-by-design, bias testing, robustness, monitoring, incident response, and model cards. Provide a checklist and an example model card.