Hi, I’m Carmelo. I reimagine how people work.

I most recently worked with hedge funds and asset managers at Neudata to rethink how teams discover, evaluate, and govern datasets.

Projects

Response AssistantA controlled workflow for turning curated sources into reviewable response drafts.Due Diligence Risk AgentA structured risk-assessment workflow designed around real questionnaires.Dataset Search Quality EvalsA repeatable way to see where search matches, misses, ranks and regresses.

Approach

01

Discover the real work

Model the user, the decision, the hand-offs, and the failure modes before choosing an AI pattern.

02

Build the smallest useful slice

Prefer a narrow end-to-end prototype with clear boundaries over a broad demo that hides its assumptions.

03

Evaluate before scaling

Use labelled cases, explicit no-evidence behaviour, deterministic controls, and human approval where the stakes require it.

Journal

Build the evidence boundary before the assistant.›Good search evaluation makes product trade-offs visible.›Workflow structure is often the first useful AI intervention.›