AI Agent Orchestrator Projects in San FranciscoAI Agent Orchestrator Projects in San FranciscoAI Builder + Agent Studio is a system for designing, testing, and deploying AI agents and autonomous workflows as structured, production-ready graphs, not fragile prompts.
At the core is Agent Studio, where workflows are defined as explicit graphs made up of agents, tools, conditionals, loops, routers, and outputs.
The AI Builder sits on top of this system and generates complete workflows automatically. Instead of writing code or wiring nodes manually, users describe the goal—and the AI Builder constructs a valid workflow graph.
Every workflow can be tested using a test harness, ensuring agents execute correctly before deployment.
This project demonstrates how AI agents can be treated like real software systems—versioned, validated, and orchestrated—instead of one-off prompt chains. In Numun.io (http://Numun.io), workflows are first designed and validated in Agent Studio as structured, multi-step graphs—made up of agents, tools, conditionals, loops, and outputs. Once a workflow is complete, it doesn’t live in isolation.
By toggling the workflow on in Agent+ Mode, users can execute that same workflow directly from the AI chat interface.
Instead of receiving a simple text response, the AI runs the full workflow behind the scenes and returns structured run results, including tool outputs, decisions taken, and final outcomes.
The result is an AI experience that goes beyond conversation, turning chat into a live interface for executing and inspecting real autonomous workflows.
In this example, Python code is generated and executed via Fly.io (http://Fly.io), returning a structured summary of results. Claude Chat Assistant
A modern real-time chat messaging application with integrated Claude AI assistance. Built with Next.js 15, React 19, Supabase, and Tailwind CSS.
Features:
Claude AI Integration - Chat with Claude AI for instant assistance with writing, coding, brainstorming, and more
Private & Group Chats - Create one-on-one conversations or group chats for team collaboration
Real-time Messaging - Messages appear instantly with Supabase real-time subscriptions
Rich Media Support - Send images, files, and emojis in your conversations
Read Receipts - See when your messages have been read
Message Actions - Reply to, edit, or delete messages
User Presence - See who's online, away, or offline
Dark Mode - Toggle between light and dark themes
Responsive Design - Works beautifully on desktop and mobile devices 
