smart-question-generator
SolidTakes aggregated ambiguity insights from the LLM synthesis stage and produces ≤5 ranked questions to surface to the user. Applies a two-layer anti-fabrication filter (pre-LLM exclusion of score<3 insights + post-LLM structural strip) so that Q&A surfaces only genuine ambiguities. Used as Stage 4 of the /gaai:bootstrap pipeline.
Install
Quality Score: 83/100
Skill Content
Details
- Author
- Fr-e-d
- Repository
- Fr-e-d/GAAI-framework
- Created
- 5 months ago
- Last Updated
- 2 days ago
- Language
- Shell
- License
- NOASSERTION
Similar Skills
Semantically similar based on skill content — not just same category
ambiguity-detector
Takes surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to score project ambiguities (1-10). Outputs structured ambiguity_feed for smart-question-generator. Pure heuristic — no LLM calls. Designed for Stage 3.5 of the /gaai:bootstrap pipeline (between LLM synthesis and Q&A).
bootstrap-llm-synthesis
Construct the LLM synthesis prompt from project surface scan + optional tree-sitter context + optional Q&A answers. Call the LLM. Parse and validate the response into 6-8 structured memory entries with clarity tags and source traceability. Used as Stage 3 of the /gaai:bootstrap pipeline.
qa-loop-ui
Presents up to 5 questions from smart-question-generator one at a time, records answers, handles per-question skip and skip-all, captures per-question response time and total session duration. Renders a streaming progress header with question count and time estimate. Used as the interaction layer of Stage 4 of the /gaai:bootstrap pipeline.