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Dr. Deepak Bhootra's avatar

@Paul, as I read this, I realized the utility for my own work building out RISEUP@work, a career progression platform for professionals in the first 15 years post-hire. Your 38-year-old walking into Accenture with 25 CLAWS didn't start at 35. She started at 23. Fleet-building is a compounding skill, and the compounding happens in the decade most career development tools ignore. Launch Stage and Foundation Stage professionals are already training their first agents; they just don't know it. Every manager interaction they misread is a relational agent waiting to be built. Every missed market signal is an ambient sensing gap. Every piece of unprocessed feedback is a missing layer of adversarial clarity. The question isn't whether these professionals will build fleets. It's whether anyone helps them do it with intention before a decade of bad training locks in. Thanks for the framing. You named something I was reaching for.

Scott Ferreira's avatar

Paul, this one hit close to home because we've been inside this exact scenario for the past year+.

The BYOA model you're describing is an operational reality for us, not a projection. Multi-agent systems, specialized roles, individual personalities, agents with distinct accountability, the whole architecture. We learned a lot building it, and the biggest lesson mirrors your central point: the professionals who will win aren't the ones who adopted AI earliest. They're the ones who learned to *manage* it with the same intention and rigor they'd apply to a high-performing team.

A few things we'd add from the field:

- Specialization Beats Scale - A tight, well-trained fleet outperforms a sprawling one every time. 8 specialized agents beats 25 general agents every time.

- The adversarial agent concept is underrated. Building in a dissenter changed the quality of our outputs dramatically. Red/green teaming works, even for agents.

- Fleet performance is a management skill. Most people skip the feedback loop entirely.

Curious how you're thinking about the governance side, who trains the trainers? That's the next frontier in our experience and we are working with people daily for it.

Thanks for the post!

-Scott Ferreira (Director of Technology @ Polyient)

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