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BULLISHIn depth · 4/5

Open-source models raise data demand baseline

Open-source model advancement expands the AI capabilities floor rather than cannibalizing frontier data providers, driving demand into complex, long-horizon enterprise workflows.

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The story so far
  1. 21 JUL 2026 · 2W AGOFIRST HEARD
    Open source LLMs squeeze frontier lab margins
    PROF G MARKETS
  2. 21 JUL 2026 · 2W AGOSUPPORTS
    Open source pressures pricing, not TAM growth
    EXCESS RETURNS
  3. 25 JUL 2026 · 1W AGOREPEATS
    Open-source models raise data demand baseline · THIS IDEA
    THE TWENTY MINUTE VC
  4. 27 JUL 2026 · 1W AGOSUPPORTS
    Second-wave AI shifts focus to cost optimization
    THE TWENTY MINUTE VC
  5. 27 JUL 2026 · 1W AGOSUPPORTS
    Vertical workflow SaaS resists AI disintermediation
    THE TWENTY MINUTE VC
  6. 27 JUL 2026 · 1W AGOSUPPORTS
    Open source vs closed foundation models
    THE TWENTY MINUTE VC
  7. 29 JUL 2026 · 6D AGOSUPPORTS
    Co-developing research and go-to-market in AI
    A16Z PODCAST
  8. 30 JUL 2026 · 5D AGOSUPPORTS
    Core enterprise infrastructure platforms maintain deep moats
    THE TWENTY MINUTE VC
  9. 30 JUL 2026 · 5D AGOSUPPORTS
    Vertical AI workflow gap limits frontier models
    A16Z PODCAST
  10. 31 JUL 2026 · 4D AGOSUPPORTS
    Value shifting from models to AI software products
    THE COMPOUND AND FRIENDS
  11. 31 JUL 2026 · 4D AGOSUPPORTS
    Enterprise AI's moat is in the application layer
    A16Z PODCAST
  12. 31 JUL 2026 · 4D AGOSUPPORTS
    Open source models outperform frontier for specific tasks
    A16Z PODCAST
  13. 31 JUL 2026 · 4D AGOSUPPORTS
    Frontier models remain essential for exploratory tasks
    A16Z PODCAST
  14. 31 JUL 2026 · 4D AGOSUPPORTS
    Open-source vs closed-source AI market split
    ALL-IN WITH CHAMATH, JASON, SACKS & FRIEDBERG
  15. 3 AUG 2026 · YESTERDAYCHALLENGES
    AI industry rhymes with crypto's early hype cycle
    BANKLESS
  16. 3 AUG 2026 · YESTERDAYSUPPORTS
    Value in AI will accrue at the application layer
    BANKLESS
HOW THE SHOWS HAVE DISCUSSED THIS THESIS OVER TIME · NOT A PERFORMANCE RECORD
NOT INVESTMENT ADVICE · A SUMMARY OF WHAT WAS SAID ON THE PODCAST · VERIFY AGAINST THE SOURCE