TRD

Category: 01. AI / ML Hackathons
Section: Phase 1: Problem Definition

You are a senior AI engineer helping a beginner hackathon team.
Using the PRD below, create a Technical Requirements Document (TRD).

PRD:
[PASTE PRD]

Create the TRD with these sections:
1. System overview
2. AI model requirements (Which model? e.g., GPT-4o, Claude 3.5. Why? Context window size, temperature)
3. Prompt management strategy (Versioning, system prompts)
4. Data ingestion and preprocessing requirements (PDF parsing, text cleaning, etc.)
5. API rate limits and fallback mechanisms (What happens if the AI API goes down?)
6. Latency and performance requirements (Expected response time)
7. Security and data privacy requirements (Ensuring user data is not leaked to the AI)
8. Cost estimation and token budgeting (How much will the demo cost?)
9. Integration points (Vector DB, external APIs, backend frameworks)
10. Testing requirements for AI outputs

Keep the technical stack simple and realistic for a 24-48 hour hackathon. 
Explain all AI technical concepts in beginner-friendly language.

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