Image showing a cartoonish image about using a Prometheus + CrewAI

Grafana monitoring

AI enhanced monitoring - Grafana and CrewAI Monitoring systems have come a long way in helping teams keep an eye on infrastructure. Tools like Prometheus, Grafana, and Alertmanager do a great job of showing metrics, triggering alerts, and providing dashboards. But in many cases, alerts only tell us that something is wrong—not why it happened or what to do next. To explore how AI could fill this gap, I built a small proof-of-concept that integrates Prometheus, Alertmanager, Grafana, and CrewAI. The idea: connect the traditional monitoring flow to AI agents that can help make sense of alerts in a more useful way and perform actions based on the alerts. ...

October 4, 2025 · Tarek Mustafa
Image showing a cartoonish image about AI automated Freelance payments

Freelancer Payout Crew

AI-Powered Freelancer Payout Crew This Freelancer Payout Crew implemented using CrewAI, is a multi-agent AI system that automates the complete lifecycle of freelancer payments while aiming for regulatory compliance. It processes payout requests through six specialized agents, each responsible for a specific aspect of the payment flow. The Business Challenge Managing payments for a global freelance workforce is a complex, manual, and time-consuming operation. Finance teams are burdened with: Compliance Risks: Manually screening for Anti-Money Laundering (AML) regulations and international sanctions is error-prone. ...

September 30, 2025 · Tarek Mustafa