Build a Robust Rate Limiter with Tests and Clear Complexity Notes for APIs
Design and implement a configurable rate limiter library (token bucket + sliding window). Provide clean APIs, unit tests, and explain time/space complexity and edge cases.
Refactor a Messy Data Pipeline into Modular Functions with Typed Interfaces and Logging
Given a pseudo-code ETL script, refactor into well-typed modules with dependency injection, structured logging, retry/backoff, and a CLI. Include before/after design rationale.
Explain How Democracies Balance Representation, Accountability, and Compromise in Everyday Policymaking Decisions
Create a neutral explainer of how democratic systems make policy: elections, parties, committees, budgeting, oversight, and checks-and-balances. Include a simple example scenario and common trade-offs.
Summarize Key Principles for Responsible AI and Modern Tech Governance in Plain Language
Write a concise guide to responsible technology development: privacy, security, transparency, bias mitigation, safety testing, and incident response. Provide a checklist teams can use.