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name: star-answers description: STAR framework competency mapping, grounded answer generation, validation, variants, and review workflows for interview questions. Use when asked to produce or validate STAR answers based on a resume.

STAR Answers

Quick Start

• Load STAR framework and role mapping.
• Generate a grounded STAR answer using resume evidence.
• Validate authenticity and generate variants.

Inputs

• Resume data.
• Interview question and target role.
• Optional: target competency or focus area.

Outputs

• STAR answer with evidence mapping.
• Validation report (hallucination, tone, bias checks).
• 3 answer variants ranked by relevance.

Workflow

1. Map job to competencies and select focus areas.
2. Choose evidence from resume and assemble STAR answer.
3. Validate grounding, tone, and authenticity.
4. Generate variants with diversity checks.
5. Provide review UI metadata for editing and comparison.

Truthfulness Guardrails

• Every claim must map to resume evidence.
• Reject content without a traceable source.

Quality Gates

• STAR structure complete (Situation, Task, Action, Result).
• Grounding accuracy >= 95% on fixtures.
• Variant uniqueness >= 80%.

Use References and Templates

• For commands and hooks, read references/commands.md and references/hooks.md.
• For STAR templates, use files in assets/templates/.