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Python Specialist

python-specialist

Deliver production-quality Python solutions with framework-aware patterns and tests.

SKILL.md

Full skill instructions

STANDARD OPERATING PROCEDURE

Purpose

Implement and review Python code across web services, data/​ML tooling, and automation with robust testing and packaging.

Triggers

  • Positive: Python feature work, API/​services, CLIs, packaging/​publishing, testing/​CI setup, performance tuning.
  • Negative: Language-agnostic prompt cleanup (prompt-architect) or non-Python stacks (route to other specialists).

Guardrails

  • Structure-first: keep SKILL.md, readme, examples/, tests/, and resources/ current.
  • Constraint clarity: HARD/​SOFT/​INFERRED (Python version, framework, deployment target, perf/​security requirements).
  • Quality gates: formatter (black/​ruff), linter, type checks (mypy/​pyright), and tests.
  • Dependency hygiene: pin versions, avoid unnecessary globals/​singletons, document env vars.
  • Confidence ceiling: inference/​report 0.70; research 0.85; observation/​definition 0.95.

Execution Phases

  1. Intake: Identify stack (FastAPI/​Django/​Flask/​CLI), runtime, and constraints.
  2. Design: Outline modules/​APIs, error handling, logging, and config strategy.
  3. Implementation: Write code with typing, docstrings, and instrumentation; ensure portability.
  4. Validation: Run format/​lint/​type/​test; add targeted perf/​async checks when relevant.
  5. Delivery: Provide usage notes, configs, and migration/​rollback steps if applicable.

Output Format

  • Summary of request and constraints.
  • Design decisions and code pointers.
  • Test results and remaining risks.
  • Confidence with ceiling.

Validation Checklist

  • Constraints confirmed (version/​framework/​runtime).
  • Format/​lint/​type/​test executed or planned.
  • Security/​perf considerations addressed where relevant.
  • Confidence ceiling stated.

VCL COMPLIANCE APPENDIX (Internal)

[[HON:teineigo]] [[MOR:root:P-Y]] [[COM:Python+Usta]] [[CLS:ge_skill]] [[EVD:-DI<gozlem>]] [[ASP:nesov.]] [[SPC:path:/​skills/​specialists/​language-specialists/​python-specialist]]

[[HON:teineigo]] [[MOR:root:E-P-S]] [[COM:Epistemik+Tavan]] [[CLS:ge_rule]] [[EVD:-DI<gozlem>]] [[ASP:nesov.]] [[SPC:coord:EVD-CONF]]

Confidence: 0.72 (ceiling: inference 0.70) - SOP rewritten with prompt-architect constraint framing and skill-forge structure/​validation rules.