logo
episode-header-image
Sep 24
54m 6s

#289 Eiso Kant: How Reinforcement Learni...

Craig S. Smith
About this episode

How do we get from today’s AI copilots to true human-level intelligence? In this episode of Eye on AI, Craig Smith sits down with Eiso Kant, Co-Founder of Poolside, to explore why reinforcement learning + software development might be the fastest path to human-level AI.

Eiso shares Poolside’s mission to build AI that doesn’t just autocomplete code — but learns like a real developer. You’ll hear how Poolside uses reinforcement learning from code execution (RLCF), why software development is the perfect training ground for intelligence, and how agentic AI systems are about to transform the way we build and ship software.

If you want to understand the future of AI, software engineering, and AGI, this conversation is packed with insights you won’t want to miss.

Stay Updated:
Craig Smith on X:https://x.com/craigss
Eye on A.I. on X: https://x.com/EyeOn_AI


(00:00) The Missing Ingredient for Human-Level AI
(01:02) Eiso Kant’s Journey
(05:30) Using Software Development to Reach AGI
(07:48) Why Coding Is the Perfect Training Ground for Intelligence
(10:11)  Reinforcement Learning from Code Execution (RLCF) Explained
(13:14) How Poolside Builds and Trains Its Foundation Models
(17:35) The Rise of Agentic AI
(21:08)  Making Software Creation Accessible to Everyone
(26:03) Overcoming Model Limitations
(32:08) Training Models to Think
(37:24) Building the Future of AI Agents
(42:11) Poolside’s Full-Stack Approach to AI Deployment
(46:28) Enterprise Partnerships, Security & Customization Behind the Firewall
(50:48) Giving Enterprises Transparency to Drive Adoption

 

Up next
Oct 6
#291 Naveen Jain: How AI Predicts Cancer, Diabetes & Chronic Illness
This episode is sponsored by AGNTCY. Unlock agents at scale with an open Internet of Agents. Visit https://agntcy.org/ and add your support. Can AI and RNA testing make illness optional? In this episode, Eye on AI host Craig S. Smith sits down with Naveen Jain, founder and CEO of ... Show More
52m 50s
Sep 29
#290 Joel Hron: How Thomson Reuters is Approaching The Next Era of AI
This episode is sponsored by AGNTCY. Unlock agents at scale with an open Internet of Agents. Visit https://agntcy.org/ and add your support. Joel Hron, Chief Technology Officer at Thomson Reuters, joins Eye on AI to unpack the future of agentic systems and what it takes to build ... Show More
59m 41s
Sep 21
#288 Florian Douetteau: How Enterprises Can Scale and Adopt Agentic AI
Discover how enterprises can successfully adopt and scale agentic AI to create real business impact in this conversation with Florian Douetteau, CEO and co-founder of Dataiku. Florian shares why democratizing AI across the enterprise is essential, how to prevent agent sprawl, and ... Show More
55m 5s
Recommended Episodes
Sep 16
The State of AI Agents in 2025 & How to Use Them
Want our guide to master AI Agents? Get it here: https://clickhubspot.com/bka Episode 76: What actually makes something a real "AI Agent"—and how close are we to AI handling complex work entirely on its own? Matt Wolfe (https://x.com/mreflow) is joined by Deepak Singh (https://x. ... Show More
51m 26s
Sep 23
How Microsoft is Fixing the Biggest AI Agent Problem
Want the guide to create AI Agents? get it here: https://clickhubspot.com/fhc Episode 77: Are we nearing a future where AI agents can autonomously tackle our biggest challenges—while remaining efficient, safe, and truly aligned with human goals? Matt Wolfe (https://x.com/mreflow) ... Show More
30m 8s
Aug 2024
809: Agentic AI, with Shingai Manjengwa
Agentic AI is revolutionizing the tech landscape, and Shingai Manjengwa from ChainML is here to tell us why. Discover how AI agents are becoming an integral part of our lives, automating tasks like travel bookings and daily inspiration. Shingai explains the power of multi-agent s ... Show More
1h 10m
Oct 2
When Will AI Make Scientific Discoveries?
Today’s AI Daily Brief asks when artificial intelligence will begin making real scientific discoveries. We look at Periodic Labs, which just raised more than $300 million to build AI scientists and autonomous labs for physics and chemistry, and Thinking Machines, which is creatin ... Show More
24m 25s
Sep 11
AI Skepticism is CANCELLED
Wall Street just delivered one of the strongest signals yet that the AI boom is real and accelerating. Oracle revealed a record-breaking $300B cloud deal with OpenAI, sending its stock soaring and reshaping the narrative around AI infrastructure. In today’s episode, we break down ... Show More
21m 52s
Sep 5
How to Be An AI Leader (According to OpenAI)
OpenAI has published a new leadership guide for executives, laying out five principles — align, activate, amplify, accelerate, and govern — designed to help organizations lead in the age of AI. This episode breaks down the most important lessons, the subtext behind OpenAI’s recom ... Show More
28m 11s
Sep 17
GPT-5-Codex and the Year of Agentic Coding
Today on the AI Daily Brief, OpenAI launches GPT 5 Codex, a model designed for real-world software engineering with dynamic reasoning, long-task persistence, and powerful code review capabilities. We break down why this release cements 2025 as the year of agentic coding and what ... Show More
28m 45s
Jul 8
How I'm Building a Zero-Employee Business with AI
Want to Automate your work with AI? Get the playbook here: https://clickhubspot.com/wgk Episode 66: Can you really build a zero-employee business with AI? Nathan Lands (https://x.com/NathanLands) sits down with John Rush (https://x.com/johnrushx), founder and self-proclaimed buil ... Show More
46 m
Sep 24
AI's Next Frontier: Privacy-Preserving Neural Networks
Jimmy Secretan, CTO of JustWin, explores the latest innovations in privacy-preserving neural networks, and explains how JustWin is leveraging AI to help small businesses win government contracts. He also explores the future directions of AI, and the impact of AI on user autonomy ... Show More
36m 44s
Aug 3
Where AI Is Right Now: 15 Charts in 15 Minutes
In today’s episode, we take a rapid-fire tour through 15(ish) charts that capture the current state of artificial intelligence across consumer use, enterprise adoption, agents, and infrastructure. From skyrocketing usage metrics and token consumption to the rise of agentic workfl ... Show More
22m 24s