Project Progress

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🟢 Phase 1: Foundations

• [x] Initial Repository Setup
• [x] [LAB-01] Tokenization: Math of Compression (BPE vs WordPiece) (#2)
• [x] [LAB-02] Embedding Geometry: The Manifold Hypothesis Visualization (#3)
• [x] [LAB-03] Attention from Scratch: PyTorch Linear Algebra (#4)
• [x] [LAB-04] Inference Math: Sampling, Quantization & Loss Analysis (#5)

🟡 Phase 2: Prompt Engineering & Structured Outputs

• [x] [LAB-05] (#20) Prompt Reasoning Patterns: Few-Shot, CoT, Self-Consistency & ReAct
• [x] [LAB-06] (#21) Structured Outputs: Pydantic v2, Instructor & Schema Enforcement
• [ ] [LAB-07] (#22) Production Application: Financial Asset & Proposal Extractor
• [ ] [LAB-08] (#23) Spec-Driven Development: OpenSpec & Contract Compliance

⏳ Phase 3: RAG

• [ ] Local Vector Database Setup (Qdrant)
• [ ] Multi-stage Retrieval

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