LLM Primer
By LLM-PRIMER
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Episodes: 19
Description
LLM Primer is a structured deep dive into Large Language Models, based on a seven-book series covering everything from foundational concepts and mathematical intuition to RAG, MCP, scalable AI systems, and AI security.
This podcast is built for engineers and serious professionals who want real understanding—not surface-level explanations.
Each season corresponds to one book. Each episode builds technical clarity step by step.
Understand the model. Build better systems.
| Episode | Date |
|---|---|
|
2-7-7. Hallucinations and Reliability: Managing Confident Errors
|
Feb 19, 2026 |
|
2-7-6. Retrieval-Augmented Generation Risks: Securing the Knowledge Pipeline
|
Feb 19, 2026 |
|
2-7-5. Input Validation and Output Filtering: The Defense Pipeline
|
Feb 18, 2026 |
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2-7-4. Prompt Injection and Jailbreaks: Defending the Interpreter
|
Feb 18, 2026 |
|
2-7-3. Data Security and Privacy: The AI Lifecycle
|
Feb 18, 2026 |
|
2-7-2. Threat Modeling for LLM Systems: A Step-by-Step Guide
|
Feb 18, 2026 |
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2-7-1. The Probabilistic Shift: Why AI Security is Different
|
Feb 18, 2026 |
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2-1-12. The System Architect — Building Your Own LLM System
|
Feb 17, 2026 |
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2-1-11. The Research Frontier — Cutting-Edge Research
|
Feb 17, 2026 |
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2-1-10. The Trust Architecture — Safety, Ethics, & Trust
|
Feb 17, 2026 |
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2-1-9. The Cost of Intelligence — Performance, Scaling, and Costs
|
Feb 17, 2026 |
|
2-1-8. The Engineering Reality — Using LLMs in Applications
|
Feb 17, 2026 |
|
2-1-7. The Hybrid System — Beyond Next-Token Prediction
|
Feb 17, 2026 |
|
2-1-6. From Generalist to Specialist — Fine-Tuning & Adaptation
|
Feb 17, 2026 |
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2-1-5. The Industrial Pipeline — Training Large Models
|
Feb 17, 2026 |
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2-1-4. The Blueprint of Intelligence — The Transformer Architecture
|
Feb 17, 2026 |
|
2-1-3. The Computational Engine — Neural Networks for Language
|
Feb 17, 2026 |
|
2-1-1. Mechanism, Not Mythology — What Is a Large Language Model?
|
Feb 16, 2026 |
|
2-1-2 The Statistical Backbone — Probability, Tokens, and Text
|
Feb 16, 2026 |