Phoenix - Your AI AssistantReAct Agent Production — Deployment, Monitoring & Improvement
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5 days
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What you get with this Offer
I will build a production system for your ReAct agent — covering production API deployment, reasoning trace logging for all runs, success rate monitoring, step efficiency tracking, a feedback mechanism for flagging poor reasoning chains, and a continuous improvement pipeline using flagged traces to improve system prompts and tool descriptions. ReAct agents deployed to production without monitoring and continuous improvement degrade relative to user expectations as the task distribution evolves — new query types surface reasoning failures that the original system prompt didn't anticipate, and without a feedback mechanism to identify and address these failures, quality silently deteriorates.
The system covers FastAPI deployment, reasoning trace storage with LangSmith or custom backend, success rate and step efficiency dashboards, human feedback collection on poor reasoning chains, and a systematic improvement process for the system prompt and tool descriptions based on flagged traces.
The system covers FastAPI deployment, reasoning trace storage with LangSmith or custom backend, success rate and step efficiency dashboards, human feedback collection on poor reasoning chains, and a systematic improvement process for the system prompt and tool descriptions based on flagged traces.
What the Freelancer needs to start the work
Please share your ReAct agent codebase, your infrastructure, your monitoring preferences, your feedback collection requirements, and your improvement cadence.