The Chronological Delta Slicing System TM reflects a clear division of responsibilities among the entrepreneur, Gemini, and Google Cloud. The entrepreneur acts as the system architect and domain expert, defining the forensic methodology and supplying the context needed for debugging and iterative refinement.
The entrepreneur guided the Gemini AI assistant in building the model, while Gemini generated the Python code and its dependencies. The Python script forms the core of the Chronological Delta Slicing System TM. Deployed as a Cloud Run service on Google Cloud, it uses the Gemini 2.5 Pro LLM to process SEC filings.
Combining the entrepreneur’s strategic direction with the computing capabilities of Google Cloud and Gemini, the system detects material financial shifts within required risk disclosures. Google Sheets and JavaScript frontend triggers a sophisticated Google Cloud backend that processes regulatory filings. The system then compares original and amended SEC documents to identify specific changes and their capital implications, turning dense legal text into actionable investment insights.