Current Focus
Currently at Torq People Solutions.
Specializing in execution design, incentive alignment, and practical AI adoption for multi-stakeholder workflows.
Market Signal
Latest Writing
From local archive (LinkedIn sync unavailable)
Feb 14, 2026
AI isn’t “killing entrepreneurship”, it's actually making it easier to start a business.
When the back office no longer requires an entire team, the minimum viable team shrinks from 10 to 2. Business viability becomes cheaper.
Feb 10, 2026
Winter storms remind me of Economics: Everyone checks the forecast, and nobody is ready for the results.
Weather and economic forecasting are professional guessing with better math. When your forecast changes, it’s not betrayal, it’s the model updating.
Feb 5, 2026
Where did all the entry-level jobs go? Hint: it’s not just AI.
Call it the post-overhiring hangover: fewer openings, more grads… and the only thing growing faster than job competition is the ‘requirements’ section.
Jan 28, 2026
AI isn’t a productivity cheat code just because it exists.
If nobody’s implementing it into real workflows, it’s just software with good PR. The real edge is turning AI into a repeatable workflow.
Jan 15, 2026
People keep asking me for a one-sentence read on the economy. “Are we in a recession or not?”
The economy isn’t one thing you can screenshot. It’s a bunch of moving parts (jobs, income, production) pushing and pulling at the same time.
Jan 8, 2026
I’ve been trying to separate AI productivity hype from the actual data.
Among workers who use it, they save about 5.4% of their weekly hours. When spread across everyone, it’s roughly a 1.1% productivity boost.