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The Pretrained Pod

85 reviewed videos with editorial summaries and key takeaways.

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  1. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, one touching his chin, alongside the blue and white headline "DEEPSEEK'S NEW BLUEPRINT".
    DeepSeek's New Architectures: mHC, Engram and Conditional Memory
    1h
  2. Pierce Freeman and Richard Diehl Martinez in navy and blue tops against black, one touching his chin, alongside the blue and white headline "CAN YOU TRUST YOUR AI?".
    Claude's New Constitution, Siri and the Trust Problem for AI Agents
    1h 14m
  3. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "WHY AGENTS CHEAT".
    Why Agents Cheat: Reward Hacking, Fine-Tuning and Model Internals
    1h
  4. Pierce Freeman, Bella Cooper-Brown and Richard Diehl Martinez against black beneath the blue and white headline "SCI-FI BUILT SILICON VALLEY".
    How Science Fiction Shapes AI Startup Culture with Bella Cooper-Brown
    1h 30m
  5. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "CAN YOU TRUST ITS REASONING?".
    Can We Trust Reasoning Traces? AI News, Model Competition and Skills
    51m 14s
  6. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "AI'S NEXT BIG BETS".
    The Pretrained Pod's 2026 AI Predictions: Personalization, Apps and Open Models
    37m 5s
  7. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "WHAT CHANGED IN AI?".
    AI in 2025: Benchmarks, Agents, Open Models and the Investment Boom
    1h 32m
  8. Pierce Freeman and Richard Diehl Martinez in navy and blue tops against black, alongside the blue and white headline "FINDING PRODUCT-MARKET FIT".
    Pierce Freeman on Finding Product-Market Fit for an AI Startup
    38m 38s
  9. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "SMALL MODELS, BIG QUESTIONS".
    Richard Diehl Martinez on Small Models, Learning Dynamics and an AI PhD
    56m 22s
  10. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "PEER REVIEW EXPOSED".
    OpenReview's Identity Leak, ChatGPT Shopping and Z-Image
    1h 7m
  11. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "PRETRAINING IS BACK".
    Gemini 3, Context Compaction and Lessons from Cloudflare's Outage
    1h 1m
  12. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "INSIDE THE WAYMO DRIVER".
    How Waymo Works: Sensors, Driving Models and Robotaxi Economics
    1h 16m
  13. Pierce Freeman and Richard Diehl Martinez in navy and blue tops against black, alongside the blue and white headline "WHEN AGENTS GO ROGUE".
    AI Agents, Cursor Composer, Kimi and Cyber Espionage
    1h 6m
  14. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "WHO REVIEWS THE RESEARCH?".
    How AI Research Gets Published: Peer Review, Conferences and Incentives
    1h 7m
  15. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "THE AGENT IN YOUR BROWSER".
    Inside ChatGPT Atlas: Browser Agents, Memory and Security
    1h 13m
  16. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "THE AI BROWSER WARS".
    AI Browser Wars, Distributed Training and Better Agent Evaluation
    57m 57s
  17. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, one touching his chin, alongside the blue and white headline "AI BOOM OR BUBBLE?".
    Is AI in a Bubble? Compute Deals, Energy and Revenue Risk
    1h 15m
  18. Pierce Freeman and Richard Diehl Martinez in navy and blue tops against black, alongside the blue and white headline "CAN AI GET BRAIN ROT?".
    LLM Brain Rot, Data Quality and the Tools Behind AI Agents
    1h
  19. Pierce Freeman and Richard Diehl Martinez in blue and white tops against black, alongside the blue and white headline "AMD JOINS THE AI RACE".
    AI Chip Competition, Local Compute and Training-Data Security
    58m 27s
  20. Pierce Freeman and Richard Diehl Martinez gesture beside the blue and white headline "WHAT MAKES AI USEFUL?" on black.
    RLHF, Small Models and Practical AI Product Engineering
    55m 46s