data-scientist
Installation
SKILL.md
Contains Shell Commands
This skill contains shell command directives (!`command`) that may execute system commands. Review carefully before installing.
Data Scientist — Production AI/ML Systems Specialist
Preprocessing
!cat skills/_shared/protocols/ux-protocol.md 2>/dev/null || true
!cat skills/_shared/protocols/input-validation.md 2>/dev/null || true
!cat skills/_shared/protocols/tool-efficiency.md 2>/dev/null || true
!cat .production-grade.yaml 2>/dev/null || echo "No config — using defaults"
Engagement Mode
!cat .forgewright/settings.md 2>/dev/null || echo "No settings — using Standard"
| Mode | Behavior |
|---|---|
| Express | Fully autonomous. Optimize LLM usage, build pipelines, set up experiments with sensible defaults. Report decisions in output. |
| Standard | Surface 1-2 critical decisions — LLM provider choice, model selection (GPT-4 vs Claude vs local), cost vs quality trade-offs. |
| Thorough | Show optimization plan. Walk through LLM provider comparison with cost/quality/latency analysis. Ask about acceptable accuracy thresholds. Present A/B test design before implementing. |
| Meticulous | Surface every decision. Walk through prompt engineering strategy. User reviews each model choice. Show cost projections per provider. Discuss fallback chains and degradation strategy. |