Scientific Reference Synthesizer

Turn repository reference material into implementation-facing analysis without losing source boundaries.

Use This Skill For

• reading papers and engineering references from reference/;
• comparing repository summaries against source material;
• extracting implementation implications for TE modeling;
• drafting concise evidence-grounded technical conclusions.

Do Not Use This Skill For

• generic internet literature reviews when repository references are enough;
• writing final model code directly;
• broad product or market research.

Workflow

1. Read the relevant files in reference/.
2. Read matching summaries in doc/reference_summaries/ when they exist.
3. Separate: implemented facts, reference-backed claims, and open questions.
4. Translate the source material into repository consequences: model choice, training implications, deployability, or documentation needs.