Waves of Innovation

Podcast

Every two weeks, join host Deejay as he goes deep with the senior engineers, architects, and product leaders who are building the AI-Native future. These are unfiltered, pragmatic conversations about solving the most pressing challenges in technology today.

Latest Episode

Why AI Isn't Just More Software: A Guide to ML, MLOps, and Reinforcement Learning

0:000:00

Hosted by:

Deejay

Featuring:

Phil Winder, CEO at Winder.AI

October 28, 2025

Why AI Isn't Just More Software: A Guide to ML, MLOps, and Reinforcement Learning

MACHINE LEARNINGMLOPSREINFORCEMENT LEARNINGAI STRATEGYSOFTWARE ENGINEERING

Why can't you apply Agile sprints to an AI project? This episode dives into why ML development is 'fuzzy' and non-linear, unlike traditional software. We explore the 'nothing, nothing, something' problem that frustrates engineers and managers alike. Discover the real-world challenges of MLOps, from testing non-deterministic models to deployment. The conversation also breaks down Reinforcement Learning (RL), explaining how it learns from exploration, the high-stakes risks, and its role in training LLMs.

Listen to full episode

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Meet Our Host

re:cinq UK Partner

Daniel Jones

Daniel Jones is a seasoned technology leader with over 20 years of experience in the industry ranging from working in regulated financial enterprises to founding startups. He brings deep expertise in software delivery, enterprise transformation, and cloud-native practices. As the host of the Waves of Innovation podcast, Daniel engages with industry experts to explore cutting-edge topics that are shaping the future of technology.

Previously a CTO and co-founder, Daniel has delivered keynote talks and worked with organizations across sectors to accelerate value delivery and drive meaningful change. His work combines strategic insight with hands-on experience, making complex challenges approachable for businesses adopting new technologies—especially AI.

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