Markdown source
Slide AI Vision Rescue Audit
Latest Run
- Provider: codex-cli
- Model: gpt-5.4-mini
- Slides queued: 781
- Slides attempted: 515
- Existing AI vision files reused: 266
- AI vision text files written: 385
- AI vision text files available: 651
- Minimum confidence: 0.72
- Output directory:
raw/sources/slide-ocr-ai-vision/
Notes
- This step is intentionally after OCR. OCR creates candidates and identifies weak frames; vision interpretation reads the actual image only for low-confidence cases.
- Free local vision is preferred through Ollama when available. Codex CLI uses
gpt-5.4-mini by default through its existing login without reading OPENAI_API_KEY. OpenAI Responses API is used only when OPENAI_API_KEY is set and the provider is selected or auto-detected.
- Generated text is merged by
scripts/improve_slide_ocr_rapidmerge.py as ai-vision, below operator-verified text but above raw OCR.