AI Core

Model Architecture

Transformers, LLMs, neural networks, attention mechanisms

28 episodes

The World Model Revolution: Beyond LLM Token Prediction

Herman and Corn explore why LLMs struggle with logic and how the shift to world models is giving AI a sense of physics and spatial reality.

world-modelsai-reasoningsystem-1-system-2

Decoding the Transformer: From Attention to Inference

Herman and Corn dive into the mechanics of transformer inference, exploring how models turn massive matrices into meaningful conversation.

transformer-architecturekv-cachingdecoder-only-models

The 70-Year Overnight Success: How AI Finally Arrived

Think AI was an overnight success? Join Herman and Corn as they trace the 70-year journey from rigid logic rules to modern deep learning.

ai-historyneural-networkssymbolic-ai

Digital Archeology: The Primitive Power of GPT-1

Revisit the 2018 model that started it all. Herman and Corn dive into GPT-1's romance-novel roots and its 117-million-parameter legacy.

gpt-1absolute-positional-embeddingsunsupervised-pre-training

Beyond the Transformer: The New AI Architecture Wars

Is the transformer’s reign ending? Herman and Corn explore Mamba, x-LSTM, and the architectures solving AI's massive memory problem.

mamba-architecturerwkv-modelquadratic-attention

Inside the Brain of an AI: The Rise of Reasoning Models

Discover how AI shifted from instant reflexes to deep reflection through inference-time compute and hidden reasoning steps.

inference-time-computereasoning-modelssystem-2-thinking

The Math of Magic: Decoding AI Weights and Tensors

What actually happens inside an AI model? Corn and Herman break down the numerical "valves" and "knobs" that power modern intelligence.

neural-network-weightstensor-mathematicsai-model-architecture

The Heavy Metal of Machine Learning: Inside PyTorch

Discover why PyTorch is the "oxygen" of AI. Herman and Corn explore its history, the magic of Autograd, and the move to the PyTorch Foundation.

large-language-modelsgpu-accelerationarchitecture

Quantum AI: The End of Brute Force Computing

Discover how quantum computing is transforming AI from brute-force scaling to surgical precision in this deep dive into the 2026 tech landscape.

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Beyond Frames: The Rise of Real-Time Video AI

Discover how spatial-temporal tokenization and 3D world modeling are revolutionizing real-time video-to-video AI interaction.

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AI’s Dial-Up Era: Looking Back from 2036

Herman and Corn explore why today's AI prompts and latency will look like "dial-up modems" to our future selves in 2036.

future2036prompt engineeringintent-based computingholographic memory

The Spotlight Effect: Understanding AI Attention Mechanisms

Why do AI models "lose the plot" after a few thousand words? Discover the mechanics of attention and the innovations solving context window limits.

attention mechanismcontext windowquadratic scalingmambaring attention

Deep Learning Decoded: The Math Behind the Machine

Herman and Corn pull back the curtain on AI to explain the mathematical "plumbing" of neural networks and the future of machine learning.

deep learningneural networksmachine learningbackpropagationmatrix multiplication

Beyond Transformers: Solving the AI Memory Crisis

Why does AI forget your conversation every time you hit enter? Herman and Corn dive into the "stateless" nature of LLMs and the future of memory.

large-language-modelsarchitecturestate-space-models

The $5.5 Million Breakthrough: DeepSeek’s AI Disruption

Discover how DeepSeek-V3 is disrupting the AI market with massive cost savings and technical innovations like Multi-Head Latent Attention.

large-language-modelsquantizationopen-source-ai

The Scaling Wall: Why Bigger AI Isn’t Always Smarter

Is brute force the only path to AGI? Corn and Herman explore the limits of scaling, the risk of model collapse, and the future of world models.

large-language-modelsmodel-collapseneuro-symbolic-ai

The $100 Million Giveaway: Why Big Tech Opens Its AI

Why are tech giants spending millions on AI just to give it away? Herman and Corn dive into the strategic chess game of open-source models.

open source aiopen weightsllama 3metamistral

Why AI Lies: The Science of Digital Hallucinations

Why do smart AI systems make up fake facts? Corn and Herman explore the "feature" of digital hallucinations and how to spot them.

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The Reverse Turing Test: Can AI Spot Its Own Kind?

Can a robot tell if you’re human? Herman and Corn explore the "Reverse Turing Test" and why being "messy" might be our best defense.

large-language-modelsllm-as-a-judgeai-detection

AI & Code: Scaling or Pivoting?

Are LLMs truly the future of coding, or do they need a fundamental architectural pivot? We dive into AI's programming future.

large-language-modelsarchitectureverifiable-ai

AI's Senses: Seeing, Hearing, Understanding

AI is evolving beyond text, learning to see, hear, and understand our world. Discover the future of human-AI interaction!

multimodal aiartificial intelligenceai sensescomputer visionaudio processing

Tokenizing Everything: How Omnimodal AI Handles Any Input

Omnimodal AI: How do models process images, audio, video, and text all at once? Discover the engineering behind AI that accepts anything.

omnimodal aitokenizationAI Modelsmultimodal aidata types

Instructional vs. Conversational AI: The Distinction Nobody Talks About

Instructional vs. conversational AI: a crucial distinction reshaping how AI is built. Discover why it matters for the future of AI development.

instructional aiconversational aiAI Modelsai trainingnatural language processing

AI's Hidden History: Beyond the Buzz

AI isn't new. We've been using "smart software" for decades, from medical imaging to weather prediction, long before ChatGPT.

ai historyhistory of aimedical imagingweather predictioncomputational intelligence

Beyond the GPU: Unpacking AI's Chip Revolution

Beyond the GPU: we're unpacking AI's chip revolution. Discover the crucial, often overlooked world of AI's fundamental building blocks.

gpu-accelerationarchitecturesemiconductors

The AI Breakthrough: Transformers & The Perfect Storm

AI's everywhere. How did chatbots, art, and video all emerge so suddenly? The secret lies in Transformers and a perfect storm.

transformersfine-tuninggpu-acceleration

AI: Not an Overnight Success Story

AI's "overnight success" is a myth. Unravel the true story behind its rise, from humble beginnings to today's innovations.

generative-ailarge-language-modelsmachine-learning-history

AGI's Crossroads: Are LLMs a "Dead End" to True AI?

Are LLMs a dead end for true AGI? We dive into the electrifying debate with AI's forefathers.

large-language-modelsartificial-general-intelligencearchitecture