Writing
Posts on AI engineering, agents and machine learning, and the Salli launches I share from Harri. Everything here links to the full post on LinkedIn.
Salli's Team Requests agent
Harri's Meet the Agents, episode 5: an agent that reviews pending time-off and availability requests against balances, coverage, the schedule and overtime risk, and explains each recommendation. The manager makes the final call.
Promoted to AI Engineering Manager at Harri
Alongside the Agentic AI team, I now also lead the Data Science & ML team, bringing Harri's agentic AI and ML work under one roof.
Salli's Timesheet agent
An agent that sorts timecards into ready, pending and needs fixing, resolves missed punches and helps managers approve clean timecards in one action.
Salli's Local News & Events agent
Captures what happens around each restaurant, from concerts to local events, and feeds that context into demand forecasting.
From AI hype to AI value
Companies are starting to see the real value of AI rather than the hyped version. The ones that benefit will be those who deploy it where and how it actually works.
Adopting AI like an investor, not a gambler
Some companies go all in on generative and agentic AI out of fear of being left behind. Others approach it the way a careful investor would.