65 lines
2.4 KiB
Markdown
65 lines
2.4 KiB
Markdown
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# Mini SpecsComply Pro (SCP)
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## Overview
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Mini SpecsComply Pro (SCP) is a lightweight document compliance and validation tool designed to analyze and verify technical documents against predefined standards and project-specific requirements. It leverages advanced AI models for embedding, reasoning, and ranking to ensure fast and accurate document processing.
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## Key Features
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- **Document Embedding:** Uses Cohere Embedding Model to generate vector representations for efficient comparison.
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- **Fast LLM Processing:** GROQ LLM provides rapid document parsing and analysis.
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- **Advanced Reasoning:** Claude 3.5 Sonnet is used for deep reasoning and compliance verification.
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- **Enhanced Ranking:** Cohere Reranker ensures the most relevant compliance issues are prioritized.
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- **Structured Compliance Feedback:** Generates summaries and detailed issue breakdowns for document corrections.
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- **Efficient Resubmission Workflow:** Allows users to revise and resubmit documents based on feedback.
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## Tech Stack
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- **Backend:** Python (FastAPI or Flask for API development)
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- **Vector Database:** Pinecone or Weaviate for document embeddings storage and retrieval
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- **LLMs:**
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- GROQ for quick responses
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- Claude 3.5 Sonnet for reasoning
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- **Embedding & Reranking:**
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- Cohere Embedding Model
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- Cohere Reranker
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## Workflow
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1. **Document Upload**
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- User uploads a document for compliance verification.
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- Document is converted into embeddings using the Cohere Embedding Model.
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- Stored in the vector database for efficient retrieval.
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2. **Processing & Analysis**
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- GROQ LLM parses the document and extracts key sections.
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- Claude 3.5 Sonnet performs reasoning to check compliance against standards.
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- Cohere Reranker prioritizes the most critical compliance issues.
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3. **Compliance Report Generation**
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- A structured report is generated, including:
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- **Summary of Findings**
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- **Detailed Compliance Issues**
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- **Recommended Fixes**
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4. **Feedback & Resubmission**
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- User receives feedback and revises the document.
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- Resubmitted documents undergo the same pipeline for re-evaluation.
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## API Endpoints (Example)
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```yaml
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POST /upload-document
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- Uploads a document for analysis
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- Returns document ID for tracking
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GET /document/{doc_id}/analysis
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- Retrieves the compliance report for a document
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POST /document/{doc_id}/resubmit
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- Allows resubmission of a revised document
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```
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