- Micro-services & Containerization: Split core services (Orchestration, Memory, Integrations, Auth) into Dockerized Node.js/Express containers orchestrated via Google Cloud Run for zero-downtime deploys.

- LangChain-driven AI Orchestration: Abstracted OpenAI, Pinecone, and internal tools behind LangChain agents, enabling pluggable skills and reasoning chains.

- Angular + NX Workspace: Built a reactive UI for “drag-and-drop” virtual-employee workflows, with real-time status via WebSockets.

- Contextual Memory Layer: Implemented vector-based memory in MongoDB + Atlas Vector Search to retain long-term task history and organizational knowledge.

- One-Click Integrations: Packaged 25+ OAuth connectors (Gmail, Slack, HubSpot, Salesforce, Notion, PostgreSQL) exposed through a declarative JSON schema so non-technical users could extend capabilities without code.

- RBAC & Audit Trail: Enterprise-grade role-based access and event logging, meeting SOC 2 requirements.

- CI/CD Pipeline: GitHub Actions with automated linting, tests, and container scans; average commit-to-prod time <15 minutes.

Take a look at what the future of getting things done looks like - with an AI employee, you can fully automate repetitive, complex tasks, like prospecting leads and much more!

Checkout the open-sourced codebase: https://github.com/felpst/ai-employee

https://youtu.be/RROBJQ-djhA

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