Build a Self-Healing CLI That Diagnoses Failures and Suggests Fixes Automatically
Design a Python CLI tool that runs commands, captures errors, classifies failure types, and proposes fixes. Include architecture, error taxonomy, and example implementation with tests.
Create a Tiny Workflow Engine with DAG Scheduling, Retries, and Deterministic Caching
Implement a lightweight workflow engine (any language) supporting DAG tasks, parallel execution, retries with backoff, and content-hash caching. Provide core data structures and a minimal demo.
Explain How Governments Balance Transparency, Privacy, and Efficiency in Public Digital Services
Write a neutral overview of common trade-offs in public-sector digital systems: transparency vs privacy, speed vs accountability, and centralized vs federated services. Give practical examples and best practices.
Describe How Modern AI Chips Improve Efficiency: Memory, Parallelism, and Energy Constraints
Summarize key concepts behind efficient AI computing: matrix operations, memory bandwidth, quantization, sparsity, and thermal limits. Compare approaches (GPU, TPU, NPU) at a high level.