Design a resilient rate-limiter with tests, benchmarks, and clear API documentation for production use
Write a Python library implementing a token-bucket rate limiter supporting async + sync usage. Include thread-safety notes, unit tests, property-based tests, and a small benchmark script. Provide an ergonomic API, type hints, and examples.
Generate a tiny DSL parser and interpreter with error reporting and example programs included
Create a JavaScript (Node.js) parser + interpreter for a mini DSL that supports variables, arithmetic, if/else, and print. Use recursive descent, produce helpful syntax errors with line/column, and include 5 sample programs and tests.
Explain policy tradeoffs in budgeting and public services using neutral frameworks and simple scenarios
Using a neutral tone, outline common tradeoffs governments face when balancing budgets and funding public services. Provide 3 simplified scenarios, key stakeholders, and a decision framework (criteria, risks, unintended consequences) without referencing specific events.
Summarize recent AI and cybersecurity themes, highlighting benefits, risks, and practical safeguards
Describe general trends in AI adoption and cybersecurity. Explain benefits, common risks (privacy, misuse, reliability), and practical safeguards for organizations (governance, testing, access controls, monitoring). Keep it non-technical but actionable.