AI Agents
Production Agent Development
Custom AI agents built for real business operations across financial services, investment banking, and workforce management. Evolution from early-stage education-driven work (prompt engineering, data organization) to specialized agent development — both n8n-based and custom-built (Python or TypeScript) agents deployed in cloud sandbox environments with lightweight frontends for client interaction.
What Was Built
Client Onboarding Agent
WhatsApp integration, receives documents and sensitive information, composes into formal onboarding requirements, manages entire workflow. Scaled from 5-10 clients/week to dozens/week.
Market Research Agent
user-defined stock universe and sources, live market data integration, identifies parameters and connections, generates specific insights based on proprietary criteria.
Workforce Management Tool
agentic web tool for restaurant chain (5 locations), loads and manages employee information, manual and automatic data enrichment, coordinates schedules across locations.
AI-First Team Enablement
1-month engagement, joined existing codebase with 2 internal engineers, onboarded team to AI-first practices, set up context infrastructure, defined workflows and agentic primitive definitions.
How It's Built
Cloud sandbox deployment for isolated agent execution
Both n8n orchestrated and custom-built agents (Python/TypeScript)
Lightweight custom frontends for client interaction
WhatsApp API integration for document handling and communication
Live market data feeds with user-defined universes
Multi-location data enrichment and scheduling coordination
Technical Stack
Results & Impact
Client onboarding throughput scaled 5x (from 5-10 clients/week to dozens/week)
Engineering team building 2x faster after 1-month AI-first enablement
Workforce management tool in testing with extension planned
Market research agent delivering proprietary strategy insights from live data