Build a Self-Testing CLI That Learns From Failed Cases and Improves Over Time
Design a Python CLI tool that runs user-defined tasks, logs failures, and auto-generates minimal repro tests. Include architecture, key modules, and sample code for a plugin system. Add a strategy to cluster similar failures and suggest fixes, with guardrails to avoid unsafe code execution.
Write a Tiny Type-Safe Event Bus With Retries, Backoff, and Deterministic Replay Support
Create a TypeScript event bus library with typed events, middleware, retries with exponential backoff, and deterministic replay from an event log. Provide API design, implementation snippets, and examples. Include notes on idempotency, ordering guarantees, and how to test with property-based tests.
Explain How Policymakers Balance Tradeoffs Using Transparency, Fair Rules, and Public Accountability Mechanisms
Without referencing specific current events, explain how public institutions can make decisions under uncertainty. Discuss transparency, stakeholder input, rule-of-law, managing conflicts of interest, and communicating tradeoffs clearly. Provide a simple framework and a checklist for evaluating proposals fairly.
Summarize Key Principles for Safe Deployment of Emerging Technologies With Privacy, Reliability, and Oversight
Based on general trends in science and technology, outline best practices for deploying new tech responsibly. Cover privacy-by-design, security, reliability engineering, human oversight, evaluation metrics, and incident response. Provide an example policy template and a deployment readiness checklist.