Versatility at Scale with Carmen Huidobro (CTO, Incredible Bee) | 17 Years Freelancing, Automation, Ethical AI

Is versatility the skill that actually survives the AI shift?

In this episode of Señors at Scale, I sit down with Carmen Huidobro, CTO at Incredible Bee in Vienna. Carmen has spent 17 years in tech, almost all of it freelancing, working across Objective-C, Ruby on Rails, the web, mobile, hardware, and even ABAP in an SAP consultancy. Along the way, she spent five years in developer relations and developer education, and now leads engineering on long-lived macOS products like Renamer.

Her argument is that the debate about generalists versus specialists misses the point. What matters is being an expert at adapting: recognizing patterns, carrying solutions across stacks, and dropping into unfamiliar environments without bringing chaos with you. Niches are not going away, but the durable skill is the one that moves between them.

We also get into the part most teams get wrong: how to ship AI without betraying the people who use your software. Carmen walks through adding a local LLM to a twenty-year-old Mac app using Mistral and a llama.cpp runtime, why the model downloads on demand instead of shipping in the binary, and why it is opt-in rather than opt-out. Plus, the refugee hackathon app she built in 2016 that the City of Vienna still runs today, why she will not take money from junior developers for bootcamps, and what she calls "white guy-driven development".

Key Topics:

- Why versatility beats both generalism and specialization

- Seventeen years of freelancing across stacks, platforms, and industries

- SAP, ABAP, and why niche expertise never disappears

- Building an ethical AI toolkit: Mistral, llama.cpp, and on-device inference

- Adding an LLM to a legacy macOS app without breaking user trust

- Opt in over opt out, and why you should never take features away

- Deciding what should be automated and what should not

- Pushing back when investors demand AI in the product

- Where2Help: the 2016 refugee hackathon project in Vienna still runs

- Why the junior developer market broke and what bootcamps can still fix

- Stop telling women they have imposter syndrome

- What AI will never teach you about solving problems

CONNECT WITH CARMEN

🌐 Website: https://carmenh.dev

🐦 X: https://x.com/hola_soy_milk

🐙 GitHub: https://github.com/hola-soy-milk

🐘 Mastodon: https://hola-soy-milk.online/

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ADDITIONAL RESOURCES

Incredible Bee: https://incrediblebee.com

Bad Website Club: https://badwebsite.club

Distribute Aid: https://distributeaid.org

#Versatility #Freelancing #Automation #EthicalAI #LocalLLM #Mistral #macOS #OpenSource #SoftwareEngineering #CTO #Podcast #SenorsAtScale

💬 Are you betting on going deep or going wide right now? Tell me in the comments.