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The AI Revolution Is Over—Data Shortages Are Killing LLM Innovation!

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Manage episode 496511288 series 3674321
Content provided by David Linthicum. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by David Linthicum or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

The future of large language models (LLMs) is at a crossroads, threatened not by a lack of algorithmic progress, but by the shrinking pool of high-quality data. As website owners and content creators clamp down on web scraping—through technical blocks, legal restrictions, and opt-out movements—the vast text reservoirs that once fueled AI innovation are rapidly drying up. Paywalls, login barriers, and even “data poisoning” tools are making it nearly impossible for models to access the diverse, up-to-date information they need to advance. In this new landscape, LLM innovation isn’t just slowing; it’s facing a fundamental bottleneck. Without a dramatic change in data accessibility, the golden era of AI-driven language breakthroughs may soon come to an abrupt halt.

  continue reading

11 episodes

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Manage episode 496511288 series 3674321
Content provided by David Linthicum. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by David Linthicum or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

The future of large language models (LLMs) is at a crossroads, threatened not by a lack of algorithmic progress, but by the shrinking pool of high-quality data. As website owners and content creators clamp down on web scraping—through technical blocks, legal restrictions, and opt-out movements—the vast text reservoirs that once fueled AI innovation are rapidly drying up. Paywalls, login barriers, and even “data poisoning” tools are making it nearly impossible for models to access the diverse, up-to-date information they need to advance. In this new landscape, LLM innovation isn’t just slowing; it’s facing a fundamental bottleneck. Without a dramatic change in data accessibility, the golden era of AI-driven language breakthroughs may soon come to an abrupt halt.

  continue reading

11 episodes

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