The Bearded AI Guy

@UC-oMStvFzlTIiMeRb9YaTXQ - 2.9K subscribers

Welcome to the Bearded AI Guy! Join me as I explore the fascinating world of artificial intelligence and the use of AI in developing agents and assistants as well as in game development and gameplay. With over 20+ years of experience, I share insights from my books like "Evolutionary Deep Learning", "Generating a New Reality", "Learning Python Game Development with ChatGPT" and "AI Agents In Action". This channel will not only showcase some of the fun and exciting projects from my books but also feature new tech and projects I am working on or thing are especially worth checking out.

Home Videos Live Playlists

Why a Million Token Context Window Won't Save Your AI Coding Agent Context Engineering for Claude Co

Why a Million Token Context Window Won't Save Your AI Coding Agent Context Engineering for Claude Co The Bearded AI Guy

7 hours ago

Using Claude Code and Codex Together in One Repository Roles, Handoffs, and When to Parallelize

Using Claude Code and Codex Together in One Repository Roles, Handoffs, and When to Parallelize The Bearded AI Guy

5 views - 1 day ago

AI Agent Frameworks Are Scaffolding: Why a 50-Line Loop Wins in Production

AI Agent Frameworks Are Scaffolding: Why a 50-Line Loop Wins in Production The Bearded AI Guy

8 views - 2 days ago

AI Agent Memory Is a Privacy Time Bomb: Why Deletion Doesn't Work

AI Agent Memory Is a Privacy Time Bomb: Why Deletion Doesn't Work The Bearded AI Guy

3 days ago

Why AI Agent Benchmarks Are Breaking — and How to Evaluate What Matters

Why AI Agent Benchmarks Are Breaking — and How to Evaluate What Matters The Bearded AI Guy

16 views - 4 days ago

Why AI Agents Are Gamblers: From Dice to Next-Token Prediction

Why AI Agents Are Gamblers: From Dice to Next-Token Prediction The Bearded AI Guy

9 views - 5 days ago

The Word Every AI Agent Runs On: "Algorithm" Is a 4,000-Year Story — and a Typo

The Word Every AI Agent Runs On: "Algorithm" Is a 4,000-Year Story — and a Typo The Bearded AI Guy

5 views - 6 days ago

The Logic Inside Every AI Agent: From Aristotle to Logic Gates

The Logic Inside Every AI Agent: From Aristotle to Logic Gates The Bearded AI Guy

14 views - 1 week ago

The Hardware Powering AI Agents: From Edison's Bug to 80 Billion Transistors

The Hardware Powering AI Agents: From Edison's Bug to 80 Billion Transistors The Bearded AI Guy

33 views - 1 week ago

Before AI Agents Could Learn: 50 Years of Rule-Based AI and the Bitter Lesson

Before AI Agents Could Learn: 50 Years of Rule-Based AI and the Bitter Lesson The Bearded AI Guy

15 views - 1 week ago

Can AI Agents Teach Themselves? Self-Generated Tasks, Rewards, and Their Failure Modes

Can AI Agents Teach Themselves? Self-Generated Tasks, Rewards, and Their Failure Modes The Bearded AI Guy

4 views - 1 week ago

AI Agent Memory Attacks: Zombie Agents and Alignment Drift

AI Agent Memory Attacks: Zombie Agents and Alignment Drift The Bearded AI Guy

6 views - 1 week ago

How AI Agents Learn: From Thorndike's Cats to RLHF (1898–Today)

How AI Agents Learn: From Thorndike's Cats to RLHF (1898–Today) The Bearded AI Guy

15 views - 1 week ago

Evaluating AI Agents: Why Memory-Wipe Benchmarks Hide Real Learning

Evaluating AI Agents: Why Memory-Wipe Benchmarks Hide Real Learning The Bearded AI Guy

10 views - 1 week ago

How AI Agents Got Their Training Data: A 130-Year Accident

How AI Agents Got Their Training Data: A 130-Year Accident The Bearded AI Guy

18 views - 1 week ago

AI Agents Trace Code's Origin: The Silk Loom That Invented Programming

AI Agents Trace Code's Origin: The Silk Loom That Invented Programming The Bearded AI Guy

6 views - 1 week ago

Self-Rewriting AI Agents: From Code Edits to Evolving Their Own Evolution

Self-Rewriting AI Agents: From Code Edits to Evolving Their Own Evolution The Bearded AI Guy

31 views - 1 week ago

Why AI Agents Think in Binary: 700 Years from Llull to Shannon

Why AI Agents Think in Binary: 700 Years from Llull to Shannon The Bearded AI Guy

7 views - 1 week ago

Why AI Agents Learn to Deceive: Reward Hacking, TRACE, and the Inoculation Fix

Why AI Agents Learn to Deceive: Reward Hacking, TRACE, and the Inoculation Fix The Bearded AI Guy

1 week ago

Can AI Shoot a Beauty Commercial? Macro Glitter, Real Skin, Zero Cameras (Wear Your Sparkles)

Can AI Shoot a Beauty Commercial? Macro Glitter, Real Skin, Zero Cameras (Wear Your Sparkles) The Bearded AI Guy

10 views - 1 week ago

Steampunk Treasure Island in the Clouds — AI Action-Comedy Trailer (SKYSILVER)

Steampunk Treasure Island in the Clouds — AI Action-Comedy Trailer (SKYSILVER) The Bearded AI Guy

11 views - 1 week ago

A 60-Second Netflix-Style Trailer, Generated by AI Agents (TIMEPIECE)

A 60-Second Netflix-Style Trailer, Generated by AI Agents (TIMEPIECE) The Bearded AI Guy

20 views - 1 week ago

AI Invents (and Advertises) a FOMO Drone — Full Commercial, Zero Humans (ScoutFly)

AI Invents (and Advertises) a FOMO Drone — Full Commercial, Zero Humans (ScoutFly) The Bearded AI Guy

24 views - 1 week ago

A Fully AI-Generated Coffee Commercial — One Prompt to Finished Ad (PocketBrew)

A Fully AI-Generated Coffee Commercial — One Prompt to Finished Ad (PocketBrew) The Bearded AI Guy

37 views - 1 week ago

The 1,000-Year History Behind AI Agents: From Codebreakers to Transformers

The 1,000-Year History Behind AI Agents: From Codebreakers to Transformers The Bearded AI Guy

23 views - 1 week ago

AI Coding Agents Are Gaming Your Tests: The Verification Trilemma

AI Coding Agents Are Gaming Your Tests: The Verification Trilemma The Bearded AI Guy

4 views - 2 weeks ago

How AI Agents Learned to See: 70 Years From One Neuron to AlexNet

How AI Agents Learned to See: 70 Years From One Neuron to AlexNet The Bearded AI Guy

51 views - 2 weeks ago

Why Self-Improving AI Agents Get Worse: Capability Collapse, Explained

Why Self-Improving AI Agents Get Worse: Capability Collapse, Explained The Bearded AI Guy

20 views - 2 weeks ago

Self-Improving AI Agents: Why Their Gains Are Often Fake — and the Six-Layer Fix

Self-Improving AI Agents: Why Their Gains Are Often Fake — and the Six-Layer Fix The Bearded AI Guy

11 views - 2 weeks ago

How AI Agents Improve Themselves: The Four Artifact Layers

How AI Agents Improve Themselves: The Four Artifact Layers The Bearded AI Guy

34 views - 2 weeks ago

Self-Rewriting AI Agents: How the Darwin Gödel Machine Evolves Its Own Code

Self-Rewriting AI Agents: How the Darwin Gödel Machine Evolves Its Own Code The Bearded AI Guy

40 views - 2 weeks ago

How AI Agents Improve Code Overnight: Hill Climbing and the Ratchet Method

How AI Agents Improve Code Overnight: Hill Climbing and the Ratchet Method The Bearded AI Guy

37 views - 2 weeks ago

How AI Agents Grade Themselves: The Feedback Trap That Fakes Progress

How AI Agents Grade Themselves: The Feedback Trap That Fakes Progress The Bearded AI Guy

19 views - 2 weeks ago

How Self-Improving AI Agents Work: The Act-Signal-Search-Apply Loop

How Self-Improving AI Agents Work: The Act-Signal-Search-Apply Loop The Bearded AI Guy

51 views - 3 weeks ago

How AI Agents Self-Improve Without Fine-Tuning: The Act–Signal–Search–Apply Loop

How AI Agents Self-Improve Without Fine-Tuning: The Act–Signal–Search–Apply Loop The Bearded AI Guy

19 views - 3 weeks ago

Evaluating AI Agents: Build a CI Gate That Catches Regressions

Evaluating AI Agents: Build a CI Gate That Catches Regressions The Bearded AI Guy

4 views - 3 weeks ago

Evaluating AI Agents: Why a Correct Answer Isn't Enough — Trajectory Evaluation

Evaluating AI Agents: Why a Correct Answer Isn't Enough — Trajectory Evaluation The Bearded AI Guy

58 views - 3 weeks ago

How AI Agents Grade AI Agents: LLM-as-Judge, and Where It Lies

How AI Agents Grade AI Agents: LLM-as-Judge, and Where It Lies The Bearded AI Guy

11 views - 3 weeks ago

How AI Agents Get Tested: Deterministic Evaluators and Their Blind Spot

How AI Agents Get Tested: Deterministic Evaluators and Their Blind Spot The Bearded AI Guy

12 views - 3 weeks ago

Evaluating AI Agents: Why Your Test Cases Decide Everything

Evaluating AI Agents: Why Your Test Cases Decide Everything The Bearded AI Guy

16 views - 3 weeks ago

Evaluating AI Agents: Outcome vs. Process and How to Test Them

Evaluating AI Agents: Outcome vs. Process and How to Test Them The Bearded AI Guy

18 views - 4 weeks ago

Evaluating AI Agents: Outcome, Process, and Cost

Evaluating AI Agents: Outcome, Process, and Cost The Bearded AI Guy

18 views - 4 weeks ago

The History of AI Agents: From Thermostats to LLM Reasoning Engines

The History of AI Agents: From Thermostats to LLM Reasoning Engines The Bearded AI Guy

54 views - 4 weeks ago

What the Turing Test Really Measures: A Lesson for the Age of AI Agents

What the Turing Test Really Measures: A Lesson for the Age of AI Agents The Bearded AI Guy

92 views - 4 weeks ago

How AI Agents Survived the AI Winters: Perceptrons to AlexNet

How AI Agents Survived the AI Winters: Perceptrons to AlexNet The Bearded AI Guy

17 views - 4 weeks ago

Hard Limits on Superintelligence: Physics, Logic, and Creativity

Hard Limits on Superintelligence: Physics, Logic, and Creativity The Bearded AI Guy

232 views - 1 month ago

Six Bottlenecks Between AGI and ASI — Frictions or Hard Walls?

Six Bottlenecks Between AGI and ASI — Frictions or Hard Walls? The Bearded AI Guy

25 views - 1 month ago

The Four Routes to Superintelligence DeepMind Just Mapped

The Four Routes to Superintelligence DeepMind Just Mapped The Bearded AI Guy

27 views - 1 month ago

The Stack of Exponentials: Why AI Capability Grows 10x Every Year

The Stack of Exponentials: Why AI Capability Grows 10x Every Year The Bearded AI Guy

47 views - 1 month ago

From AGI to ASI: What Superintelligence Actually Means

From AGI to ASI: What Superintelligence Actually Means The Bearded AI Guy

88 views - 1 month ago

From AGI to ASI: DeepMind's Roadmap Past Human-Level Intelligence

From AGI to ASI: DeepMind's Roadmap Past Human-Level Intelligence The Bearded AI Guy

209 views - 1 month ago

Local vs. Cloud AI Agents: The Real TCO Math in 2026

Local vs. Cloud AI Agents: The Real TCO Math in 2026 The Bearded AI Guy

99 views - 1 month ago

What Fable 5 Teaches Us About Model Sovereignty

What Fable 5 Teaches Us About Model Sovereignty The Bearded AI Guy

12 views - 1 month ago

Agent Loop Latency: Why Local LLMs Slow Down Over Multiple Turns

Agent Loop Latency: Why Local LLMs Slow Down Over Multiple Turns The Bearded AI Guy

68 views - 1 month ago

Local LLM Serving Stacks: vLLM vs Ollama vs llama.cpp for Agents

Local LLM Serving Stacks: vLLM vs Ollama vs llama.cpp for Agents The Bearded AI Guy

140 views - 1 month ago

The KV Cache Memory Wall: Why Your GPU Runs Out Before You Expect (Poor Mans Spark Series)

The KV Cache Memory Wall: Why Your GPU Runs Out Before You Expect (Poor Mans Spark Series) The Bearded AI Guy

16 views - 1 month ago

Tool-Calling Models for Local Agents: Format Discipline Over Raw Intelligence

Tool-Calling Models for Local Agents: Format Discipline Over Raw Intelligence The Bearded AI Guy

32 views - 1 month ago

Why AI Agents Break Traditional Hardware Benchmarks

Why AI Agents Break Traditional Hardware Benchmarks The Bearded AI Guy

31 views - 1 month ago

Memory in Multi-Agent Systems: Coordination, Contamination, and Architecture

Memory in Multi-Agent Systems: Coordination, Contamination, and Architecture The Bearded AI Guy

25 views - 1 month ago

Relationship Memory: Why Storing Facts About Users Isn't Enough

Relationship Memory: Why Storing Facts About Users Isn't Enough The Bearded AI Guy

8 views - 1 month ago