Freelance AI Agent Orchestrators in San Francisco
Freelance AI Agent Orchestrators in San Francisco
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Keaton Williams
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San Francisco, USA
I turn complex ideas into real, scalable software.
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I turn complex ideas into real, scalable software.
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Numun.io AI Platform Overview
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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.
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AI 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.
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Picture a workflow that captures information, remembers it, and then sends you insights automatically. Your input is stored in memory, so over time the workflow builds a growing knowledge base. Whenever you want, the workflow can retrieve all stored memories and create a concise summary, distilling the key points without you having to dig through everything. Once the summary is ready, it’s sent directly to your email, giving you a digest of relevant information delivered automatically.
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