Detailed visual description
The workflow begins with the question to be answered. It then controls entity, period, definition, basis, and provenance; declares the formula convention; computes and compares with retained precision; and ends with a conclusion limited to what the controlled evidence supports.
Review apparatus
Visual provenance and review
- Technique
- ai specified svg
- Role
- explanatory
- Review state
- revised
- Model source
- openai · openai:gpt-5.6-terra
- Rights
- CC0-1.0 · Project-authored deterministic rendering of a reviewed model-assisted specification
Review notes
- The real OpenAI call correctly emphasized that calculation is one link in a source-to-claim chain and that a ratio is not a verdict.
- The raw proposal used an unsupported nodes/edges/callouts grammar, so it failed the deterministic renderer gate.
- The accepted specification translates the same five instructional moves into the registered flow-diagram grammar and removes no material boundary.
Retained model-call description
scripts/figures/llm_spec.py constrained proposal using the complete C:financial-ratio-analysis record; the retained response contains the learning question, rationale, proposed specification, and fact-check list.