Design a Python job state machine with explicit events, retry guards and terminal states. Review it with DeepSeek prompts and test the complete offline lab.
Build a strict Python dataclass with an explicit ownership boundary, validated replacement updates, DeepSeek review prompts, and a locally tested lab.
Use DeepSeek to review Python iterators with explicit lazy-consumption rules, final-batch policies, source ownership, and a reproducible standard-library test lab.
Use DeepSeek to review Python sorting with explicit missing-value rules, mixed directions, Unicode name keys, deterministic ties, and a tested standard-library lab.
Use DeepSeek to challenge a JSON Lines contract, then test strict UTF-8, duplicate keys, byte limits and all-or-nothing Python validation.
Use DeepSeek to challenge a CSV import contract, then test headers, UTF-8 decoding, row widths, quantities and duplicates with a bounded Python validator.
Use DeepSeek to review Python subprocess calls with tested argument lists, explicit encoding, timeouts, exit codes and a downloadable offline lab.
Use DeepSeek to review Python resource cleanup with tested context managers, ExitStack, ownership rules, failure injection and a downloadable offline lab.
Use DeepSeek to review atomic Python file writes with tested examples, failure injection, fsync boundaries and clear recovery after replacement errors.
Use DeepSeek to review typed configuration with tested Python examples for TOML, environment precedence, strict validation and safe error reporting.