Monday, August 10, 2026

The Two Faces of AI

 

I’m torn…My vocation entails teaching leaders how to solve complex problems both to protect the core business, and to ignite new Growth. My avocation is music - I’m a member of an international band comprising two grizzled veterans & brilliant young players from Europe’s best music schools. In both my vocation & avocation, AI is a blessing and a curse.


Which one will prevail?

AI and My Vocation

AI helps us protect the core business by enabling our management system and helping make problems visible. AI collects data, analyzes value streams, and helps predict hot spots. At the same time, I’m painfully aware that AI agents are shrinking entry level jobs. AI agents are good at core admin tasks & the basic research & analysis new team members used to do. Nowadays, getting that crucial first job is much harder.

Our new Growth work is focused largely on the consumer goods & financial services industries. AI agents enable our sprints. We can run many more experiments & harvest learning quicker.  AI agents also help us analyze & repurpose the existing assets. Years worth of social media content, for example, can be quickly analyzed & reused for new sprints.  We ‘fail fast, fail forward’ with breathless ease.  New assets can be developed & tested while we sleep.

As an engineer, I’m admire & celebrate the splendid engineering & continuous problem solving around neural networks the past twenty years.  Bravo!

I’m also aware that my fellow engineers & I lack the moral & philosophical chops to grapple with the biggest moral challenge of our age: How to deploy the AI genie so as to enhance our lives and reduce suffering while sustaining our core values?

AI and My Avocation

As a musician, I’m acutely aware of AI’s devasting effects on the creator economy. Musicians, writers, journalists, graphic designers, filmmakers and other creators have largely been obsolesced.  Tech companies ‘scrub’ everything they can find and thereby train their ML monsters.  Then they resell us AI slop at twenty bucks a month. Some say we are witnessing the greatest theft of IP in history,

I try to be a good mentor for our young players. One of my core messages is: “AI has destroyed the willingness to pay for creators’ work. We have to accept that hard fact & adapt.  How do we adapt? By becoming ambidextrous.  Develop a second capability that will put food on the table. Be a carpenter, electrician, engineer, teacher, lawyer etc. I do not want you to end up homeless.”

Our band does not use AI to create music – that is unthinkable. We play our instruments with our own hands, we will never use autotune or anything like it. But AI does reduce hassle in the studio. For example, AI can handle the tedious task of eliminating overly loud breathing between vocal phrases.  (I’m a loud breather…).

AI agents help us curate & repurpose our social media assets, as we do in my day job. I engaged a young engineer to develop an AI agent that selects potentially viral content, creates thumbnails & templates for the channels we’re targeting (e.g. YouTube, Instagram, TikTok). AI analyzes a given musical piece’s performance according to our key metrics (Streams, Click-through rate, average watch duration etc.).  Needless to say, I also use him in my day job.

In summary, AI is both a blessing and a curse - in my vocation and avocation.  No wonder I’m torn.

Best wishes,

Pascal Dennis         E: pascal.dennis@leansystems.org


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