Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson

2026-04-04 · 116 min · 30 entities

episode page audio

Asserted relationships

→ references The Cognitive Revolution Ai Builders Researchers And podcast

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evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431
→ appeared on "The Cognitive Revolution" podcast

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evidence rules-v4
Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson
→ hosted by Erik Torenberg, Nathan Labenz person

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evidence rules-v4
Feed author/publisher: Erik Torenberg, Nathan Labenz
→ works at Roboflow company

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evidence rules-v4
CEO of Roboflow
→ works at Roboflow company

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evidence rules-v4
CEO of Roboflow
→ discusses Society & Culture concept

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evidence rules-v4
Feed category: Society & Culture
→ discusses Technology concept

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evidence rules-v4
Feed category: Technology
→ discusses Business concept

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evidence rules-v4
Feed category: Business
→ discusses Entrepreneurship concept

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evidence rules-v4
Feed category: Entrepreneurship
→ hosted by Turpentine company

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evidence rules-v4
Feed author/publisher: Turpentine
→ references aipodcast.ing website

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evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://aipodcast.ing/
→ references @CognitiveRevolutionPodcast website

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evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://youtube.com/@CognitiveRevolutionPodcast
→ references cognitiverevolution.ai website

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evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://cognitiverevolution.ai/
→ references tasklet.ai website

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evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://tasklet.ai/
→ references getvcx.com website

0.38

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://getvcx.com/

Entities found in this episode

websites 10

mentioned aipodcast.ing website

0.45

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://aipodcast.ing/
mentioned @CognitiveRevolutionPodcast website

0.45

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://youtube.com/@CognitiveRevolutionPodcast
mentioned cognitiverevolution.ai website

0.45

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://cognitiverevolution.ai/
mentioned tasklet.ai website

0.45

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://tasklet.ai/
mentioned getvcx.com website

0.45

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://getvcx.com/
references aipodcast.ing website

0.38

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://aipodcast.ing/
references @CognitiveRevolutionPodcast website

0.38

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://youtube.com/@CognitiveRevolutionPodcast
references cognitiverevolution.ai website

0.38

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://cognitiverevolution.ai/
references tasklet.ai website

0.38

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://tasklet.ai/
references getvcx.com website

0.38

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://getvcx.com/

concepts 9

mentioned Society & Culture concept

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evidence rules-v4
Feed category: Society & Culture
mentioned Technology concept

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evidence rules-v4
Feed category: Technology
mentioned Business concept

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evidence rules-v4
Feed category: Business
mentioned Entrepreneurship concept

0.50

evidence rules-v4
Feed category: Entrepreneurship
discusses Society & Culture concept

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evidence rules-v4
Feed category: Society & Culture
discusses Technology concept

0.40

evidence rules-v4
Feed category: Technology
discusses Business concept

0.40

evidence rules-v4
Feed category: Business
discusses Entrepreneurship concept

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evidence rules-v4
Feed category: Entrepreneurship
mentioned CEO concept

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evidence rules-v4
CEO

companys 5

mentioned Turpentine company

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evidence rules-v4
Feed author/publisher: Turpentine
mentioned Roboflow company

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CEO of Roboflow
works at Roboflow company

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evidence rules-v4
CEO of Roboflow
works at Roboflow company

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evidence rules-v4
CEO of Roboflow
hosted by Turpentine company

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evidence rules-v4
Feed author/publisher: Turpentine

podcasts 3

mentioned The Cognitive Revolution Ai Builders Researchers And podcast

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evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431
references The Cognitive Revolution Ai Builders Researchers And podcast

0.77

evidence rules-v4
Link in episode "Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson": https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431
appeared on "The Cognitive Revolution" podcast

0.68

evidence rules-v4
Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson

persons 3

mentioned CEO Joseph Nelson person

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evidence rules-v4
Training the AIs' Eyes: How Roboflow is Making the Real World Programmable, with CEO Joseph Nelson
mentioned Erik Torenberg, Nathan Labenz person

0.70

evidence rules-v4
Feed author/publisher: Erik Torenberg, Nathan Labenz
hosted by Erik Torenberg, Nathan Labenz person

0.55

evidence rules-v4
Feed author/publisher: Erik Torenberg, Nathan Labenz

Episode description as stored

Joseph Nelson, CEO of Roboflow, breaks down the current state of computer vision and why it still lags behind language models in real-world understanding, latency, and deployment. He explains how Roboflow distills frontier vision capabilities into efficient, task-specific models using techniques like Neural Architecture Search and RF-DETR. The conversation covers Chinese leadership in vision, Meta and NVIDIA’s roles in the ecosystem, coding agents, and emerging S-curves from world models to wearables. Nelson also explores aesthetic judgment in AI, real-world applications from agriculture to sports, and why outcome-focused regulation matters. Sponsors: Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro’s full capabilities at https://claude.ai/tcr CHAPTERS: (00:00) About the Episode (04:23) State of computer vision (12:29) Is vision solved (19:41) Frontier models and failures (Part 1) (19:46) Sponsors: Tasklet | VCX (22:39) Frontier models and failures (Part 2) (32:16) From cloud to edge (Part 1) (32:21) Sponsor: Claude (34:33) From cloud to edge (Part 2) (43:25) Data needs and scaling (50:52) Open source vision race (01:01:38) NAS and productization (01:12:24) Aesthetic judgment challenges (01:17:22) Future horizons in vision (01:31:18) Wearables and daily life (01:43:06) Regulating AI vision tools (01:51:00) Episode Outro (01:56:39) Outro PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk