Agents that do work
Tool-calling systems that read, decide, write, escalate and survive production traffic.
What I build
Tool-calling systems that read, decide, write, escalate and survive production traffic.
Golden sets, traces, audits and operational loops to improve quality with evidence.
Data platforms, semantic context and retrieval systems that make agents useful.
Human review, fallback paths and controls for workflows where mistakes matter.
Adri is a production agent system for tax workflows: reading documents, extracting data, writing into returns, analyzing errors, applying edits and routing risky cases to humans.