Design a plugin-based CLI that validates configs and supports extensible subcommands cleanly
Create a Python CLI (Typer or argparse) with a plugin system for subcommands. Include: config loading (YAML/JSON), schema validation, structured logging, helpful error messages, and an example plugin. Provide runnable code, folder structure, and brief tests.
Build a memory-efficient streaming log analyzer with robust parsing and incremental statistics
Write a Rust or Go program that streams a large log file, parses lines into structured fields, and computes incremental stats (top endpoints, p95 latency, error rates) without loading everything into memory. Include benchmark notes and sample input/output.
Explain how governments design fair public policies using transparency and measurable outcomes frameworks
Provide a neutral overview of how public policies are designed and evaluated: stakeholder consultation, cost–benefit analysis, implementation tradeoffs, transparency, accountability, and KPIs. Give a simple example policy area and show an evaluation plan.
Summarize major trends in AI and computing and propose safe, practical adoption guidelines
Summarize general trends in modern computing and AI (efficiency, safety, privacy, reliability). Then propose a practical checklist for adopting new tech responsibly in an organization: risk assessment, data governance, monitoring, and rollback plans.