yogsoth-ai Narrative Framing
Define a theoretical framework first, then guide reading to fill it with evidence.
Stages
- Theme identification — from initial reading, identify 3-5 major themes
- Argument construction — define the narrative arc (thesis → evidence → synthesis)
- Evidence collection — targeted reading to support each theme
- Counter-evidence — actively search for work that challenges the narrative
- Synthesis — weave themes into coherent argument
Available SOPs
paper-search(import) — targeted reading for evidencepaper-research(import) — deep reading of key supporting/opposing papersthematic-coding(subagent) — identify patterns across papersweb-research(import) — blogs, opinion pieces, industry perspectives
Execution Guidance
- This is the most "intellectual" tactic — requires judgment about what matters
- thematic-coding helps identify patterns across papers
- CC must actively seek counter-evidence (intellectual honesty)
- Output is not a list but a structured argument
- Themes should emerge from reading, not be imposed a priori
Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
|---|---|
| knowledge-acquisition-paper-research | Full-depth paper reading with raw text extraction. Import of literature-engine/literature-research skill. Must read fullText (true) — equations, hyperparameters, specific claims extracted. |
| knowledge-acquisition-paper-search | AI-summarized paper reading for intermediate depth. Import of literature-engine/literature-search skill. Must call get_paper_content for every analyzed paper. |
| knowledge-acquisition-web-research | Full-page web reading for non-academic perspectives — blogs, tech reports, product pages, industry analysis. Import of web-browsing/web-research skill. Must fetch full page via apify for every analyzed page. |
| thematic-coding | Identify recurring themes across papers using qualitative coding methodology. Produces a codebook with theme definitions, supporting evidence, and frequency counts. Used by narrative-review. |