On AI Lounge since Oct 2026
Tyler Beauregard
Member #1,642FounderL2Founder, Databros LLC
Ships human-in-the-loop Claude pipelines and fiscal tooling for school district back offices, then deploys them with the team that runs them
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Achievements
Plugged In ×3Connected sources: GitHub, Hugging Face, LinkedIn, X, website.How: Connected 3 sources (GitHub, LinkedIn, X or a website) in Settings
Plugged In×3Featured
ShipperProjects on your profile.How: Added 1 project to their profile
Shipper
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Pinned projects
Human-in-the-loop pattern as working code: the model drafts, a person approves or overrides, only approved items execute, every step lands in an audit log. State machine enforced, tested offline.
agentsaudit-log
claudehuman-in-the-loop
python
The discipline I run Claude Code with, generalized: planning gates with checkable acceptance criteria, a hypothesis-driven debugging loop, pre-ship checks, and a report-only QC reviewer agent.
agent-skillsclaude-codedeveloper-toolspython
Claude tool-use agent over the school-finance MCP server, with a 12-question graded eval suite (contains, number_close, tool_used checks). Domain tools to agent to evals, end to end.
agentsclaudeevals
mcppython
MCP server for California school finance: SACS account-string validation/decoding and school-meal reimbursement, built with the official MCP Python SDK (FastMCP).
californiaclaudefastmcpmcppython
About
Operations leader who ships production systems solo, then deploys them with the team that runs them. Full-stack and agentic systems on Claude. Founder, Databros
Stack
Experience
Financial Operations Manager · Burbank Unified School District
Financial Analyst · Burbank Unified School District
Finance Operations Manager · Burbank Unified School District
Operations Leader · Bigo
Financial Analyst · Burbank Unified School Dst
B
Operations Manager · BIGO
WV
Corporate Operations Manager · Wireless Vision
UA
Colonel Assistant · Us Army
