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Applied AI / product / deployment
Ross Pingatore
I build systems that do not break when reality shows up.
Applied AI, product, and deployment engineer in New York. I work on things that have to function at 2:30am - not just in demos.
What I actually do
I design and ship systems that survive outside the lab.
The work is turning messy real-world behavior into structured data, making decisions under uncertainty, and getting the whole thing into production.
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Behavior
LastNite, real-world data capture, and human systems with messy inputs.03
Execution
Zero to production, fast iteration, and constraint-first thinking.Current focus
Live, active, still moving.
- building
- LastNite, a behavioral timeline system
- exploring
- agent orchestration at scale
- thinking about
- how to capture real-world data passively
Selected builds
Case fragments, not a trophy wall.
LastNite
A system that reconstructs nights into structured timelines.
Behavior disappears. I am making it queryable.Enterprise Systems
GenAI and decision systems for Fortune 500 workflows.
Less human review, faster decisions, actual adoption.SQL Agent / Advisor Systems
Natural language to decisions to action.
The interface gets simpler while the system gets sharper.How I think
The edge cases are the work.
- Most systems fail at the edges. I start there.
- I do not separate idea and execution.
- Messy data is the point, not the problem.
- If it only works in a demo, it does not work.
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