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introduction
pretraining data (internet)
LLM Inference
tokenization
LLM Training
Deep Dive into LLMs like ChatGPT
LLM dreams
Intro into the growing LLM ecosystem
neural network internals
How do they work?
ChatGPT interaction under the hood
Finetuning into an Assistant
inference
Intro
Summary so far
LLM Scaling Laws
Let's build GPT: from scratch, in code, spelled out.
Jailbreaks
Llama 3.1 base model inference
AGI is still a decade away
LLM Customization, GPTs store
Prompt Injection
LLM OS
Multimodality (Vision, Audio)
Designing LLM apps with partial autonomy
LLMs as utilities, fabs, and operating systems
The new LLM OS and historical computing analogies
Lessons from Tesla Autopilot & autonomy sliders
Data poisoning
How I use LLMs
knowledge of self
Basic LLM interactions examples
Be aware of the model you're using, pricing tiers
Agents as the Installer
Verifiability and Jagged Skills
Menu Gen vs Raw Prompts
LLM Security conclusions
LLM Security Intro
Feeling Behind as a Coder
Software 3.0 Explained
models need tokens to think
File uploads, adding documents to context
tokenization by example in a Web UI (tiktokenizer)
Thinking models and when to use them
What’s Obvious by 2026
From Vibe Coding to Agentic Engineering
jagged intelligence
supervised finetuning to reinforcement learning
Software Is Changing (Again)
Founder Advice and Automation
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