wshobson

Align a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO.

Configure Cedar policy enforcement and Ed25519 signed receipts for Claude Code tool calls.

Use this skill when reviewing Python code for common anti-patterns to avoid.

Python background job patterns including task queues, workers, and event-driven architecture.

Python code style, linting, formatting, naming conventions, and documentation standards.

Python configuration management via environment variables and typed settings.

Python design patterns including KISS, Separation of Concerns, Single Responsibility, and composition over inheritance.

Python error handling patterns including input validation, exception hierarchies, and partial failure handling.

Python observability patterns including structured logging, metrics, and distributed tracing.

Python project organization, module architecture, and public API design.

Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators.

Python resource management with context managers, cleanup patterns, and streaming.