Challenging the Algorithm with Octavian Cristea | Putting Human Judgment Back into Music 

Challenging the Algorithm with Octavian Cristea | Putting Human Judgment Back into Music 

Today on Adeptus On-Air host Mike Hoffman chats with Octavian Cristea, a Romanian entrepreneur and former game developer who founded an alternative music platform designed to move beyond algorithm driven recommendations. Octavian explains how most major platforms rely on shallow behavioral metrics to predict what users want, often reinforcing addictive and repetitive content rather than meaningful discovery. He argues that algorithms reward predictability and volume, which pressures creators to chase trends instead of investing time in deeper, more original work. He shares how his platform pays real users to compare songs head-to-head, allowing human judgment rather than automated metrics to determine what rises to the top. He reflects on his own career shift from game development to investing to building this platform, driven by concerns about inequality and the way digital systems shape taste. Tune in to hear more about how algorithms shape creativity, why addictive content is not always valuable, and what happens when people rather than machines decide what deserves attention.

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Episoder(171)

Using AI for Business Growth with Elias Curtis | Solving Problems Through Technology 

Using AI for Business Growth with Elias Curtis | Solving Problems Through Technology 

Today on Adeptus On-Air, host James Walker chats with Elias Curtis, founder of Transformed Design, a branding and digital marketing agency that helps businesses grow through artificial intelligence. E...

23 Jul 0s

Living Nine Lives with Calvin Schwartz | Reinvention, Resilience, and the Power of Belief 

Living Nine Lives with Calvin Schwartz | Reinvention, Resilience, and the Power of Belief 

Today on Adeptus On-Air host Mike Hoffman chats with Calvin Schwartz, an author, podcaster, and former pharmacist. Calvin shares how he walked away from a stable pharmacy career, reinventing himself i...

16 Jul 29min

Amplifying Stories in PR with Nicole Magagnin | Turning Visibility into Purposeful Growth

Amplifying Stories in PR with Nicole Magagnin | Turning Visibility into Purposeful Growth

Today on Adeptus On-Air host James Walker chats with Nicole Magagnin, founder of Growth Grabber, a public relations strategist who helps leaders and brands turn visibility into meaningful impact.  Nic...

25 Jun 26min

Building a Family Business with Stephen Shortt | Turning Conflict into Continuity

Building a Family Business with Stephen Shortt | Turning Conflict into Continuity

Today on Adeptus On-Air host Mike Hoffman chats with Stephen Shortt, a business consultant, advisor, and author who specializes in family business succession and leadership development. Stephen shares...

11 Jun 36min

Building a Life Around Adventure with Toby Richardson | Choosing Risk Over Routine 

Building a Life Around Adventure with Toby Richardson | Choosing Risk Over Routine 

Today on Adeptus On-Air, host Mike Hoffman chats with Toby Richardson, an Australia based tour operator, pilot, writer, stand-up comedian, and filmmaker whose work centers on adventure, travel, and de...

4 Jun 24min

Designing with Intention with Kim Depole | Creating Spaces That Reflect Who You Are 

Designing with Intention with Kim Depole | Creating Spaces That Reflect Who You Are 

Today on Adeptus On-Air host Mike Hoffman chats with Kim Depole, a New York City based interior designer known for integrating mindfulness into her design practice. Kim shares how her career began as ...

28 Mai 27min

Competing Beyond the Scorecard with Dave Schultz | Turning Discipline into Leadership 

Competing Beyond the Scorecard with Dave Schultz | Turning Discipline into Leadership 

Today on Adeptus On-Air host Mike Hoffman chats with Dave Schultz, a former Korn Ferry Tour professional golfer and current General Manager of the Fargo Country Club. Dave shares what it took to spend...

21 Mai 36min

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