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Level 4 · Master Production Scale

Goal: operate LLM systems at production scale — understand how frontier models are trained and aligned, and run safe, cost-efficient, compliant LLM platforms.

Modules

  1. Pretraining & Scaling Laws Overview
  2. Alignment & RLHF Overview
  3. Production LLM Platform Architecture
  4. Safety & Red-Teaming
  5. Advanced Evaluation at Scale
  6. Cost Optimization at Scale
  7. Latency Engineering & Batching
  8. Security — Prompt Injection & Beyond
  9. Compliance, Privacy & Governance
  10. Capstone Project

By the end of this level you'll be able to architect and operate an organization-wide LLM platform with safety, cost, and compliance controls built in.