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AI Learning Notes

Public notes from building three GenAI products end-to-end — banking compliance, IoT operations, and a multi-tenant SaaS capstone.

This repo is the notes hub. The actual products live in their own repos and are linked from USE-CASES.md.

Three phases, three products

Phase Weeks Product Repo
1 1-4 LoRaWAN/IoT operations assistant lora-ops-assistant (coming)
2 5-9 Banking fraud agent (CAMARA-integrated) fraudguard-ai (coming)
3 10-12 Multi-tenant compliance RAG SaaS compliance-rag-platform (coming)

See USE-CASES.md for the product details. See phase-1-loraops/ · phase-2-fraudguard/ · phase-3-capstone/ for weekly notes.

Setup

# Python via uv
uv sync

# Local LLMs
ollama pull llama3.1:8b
ollama pull qwen2.5:14b
ollama pull nomic-embed-text

Stack

  • LLMs: OpenAI · Anthropic · AWS Bedrock · Azure OpenAI · Ollama · MLX
  • RAG: pgvector · Qdrant · Pinecone · Cohere Rerank · BGE
  • Agents: LangGraph · OpenAI Agents SDK · CrewAI
  • Eval/Obs: Langfuse · ragas · promptfoo
  • Telecom APIs: CAMARA (Linux Foundation)
  • IoT: LoRaWAN · ChirpStack
  • Compliance: NIST AI RMF · EU AI Act · ISO 42001 · OWASP LLM Top 10

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