Black Space explores the unexplored idea regions humans are not equipped to search — and what happens when machines can.

In Episode 70 of The Spark & The Forge, Subrata Kar speaks with Jepson Taylor (Founder & CEO of VEOX) about the limits of human-led innovation and the rise of autonomous algorithm discovery.

TOPICS WE DISCUSS:

- Why humans may have already missed profound mathematical breakthroughs

- Why thousands tried — and failed — to invent the next Transformer

- How AI systems explore idea space differently from humans

- Algorithm decomposition, genetic soup, and autonomous invention

- Why validation — not idea generation — is the real bottleneck

- The coming shift in talent, adaptability, and productivity

- Why leaders like Eric Schmidt point to 2027 as an inflection point

This is not a hype episode. It's a boundary-setting conversation about limits, leverage, and the future of innovation.

GUEST:

Jepson Taylor — Founder & CEO of VEOX, building autonomous AI systems that invent algorithms beyond human search limits. He holds 14 US patents in AI, has led data science teams at Sequoia Capital-backed companies, and previously founded Zeff.ai (acquired by DataRobot).

LinkedIn: https://www.linkedin.com/in/jepsontaylor/

HOST:

Subrata Kar — Host of The Spark & The Forge, Strategic Advisor to Growth-Stage Startups, Mentor at T-Hub & NASSCOM DeepTech Club.

LinkedIn: https://www.linkedin.com/in/subroto/

Newsletter: https://substack.com/@subratakar

CHAPTERS:

00:00 — Introduction: Why this conversation matters

04:38 — "Unfound algorithms surround us"

07:02 — Why the human approach is clumsy

08:49 — The PhD paradox & idea scarcity

10:14 — Four constraints that limit human innovation

12:40 — Inspiration seeds & engineered luck

14:54 — AlphaGo Move 37 and alien ideas

17:55 — Why we haven't invented the next transformer

20:25 — Adaptability vs human algorithms

26:00 — Algorithm decomposition & genetic soup

29:06 — Why AI-invented algorithms are statistically novel

31:45 — Hallucinations as a feature, not a bug

35:27 — Stillborn rate & autonomous validation

38:48 — Black Space: searching the void

40:45 — Where autonomous invention fails today

42:35 — Why validation is the real bottleneck

50:40 — Real-world results in production systems

55:17 — From creators to validators: future of talent

59:20 — 10x → 100x → 1000x engineers

01:01:22 — Data as the only durable moat

01:15:34 — Why 2027 keeps coming up

01:19:43 — Final thoughts: obsession vs curiosity

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Newsletter: https://substack.com/@subratakar

YouTube: https://youtube.com/@TheSparkAndTheForge

LinkedIn: https://www.linkedin.com/in/subroto/

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