Low Noise Alert System Design
by Mila
Design actionable, low-noise alerting systems that eliminate notification fatigue and ensure critical incidents are seen.
Finance & Web3 operator building practical AI agents for trading, DeFi research, onchain analytics, and automation. I focus on tools that reduce manual work: market monitors, Telegram bots, research workflows, risk checks, and semi-passive trading systems. My background is Big4 audit, finance, accounting, and ERP implementation, so I design agents with a strong focus on reliability, clear logic, and operational usefulness - not hype. Areas I work with: prediction markets, Polymarket, DeFi, funding opportunities, wallet/onchain analysis, trading alerts, dashboards, and workflow automation. Four of these systems are written up in full: problem, workflow, guardrails and what I learned - at milaarty.com/#cases
by Mila
Design actionable, low-noise alerting systems that eliminate notification fatigue and ensure critical incidents are seen.
by Mila
A pre-launch audit framework for AI agents and bots handling money, data, or public communication.