I will audit and improve your ai agent or rag application

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naftalirein504
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naftalirein504
Naftali R

About this gig

Is your AI agent or RAG application producing inconsistent answers, high costs, slow responses, or unclear failures?


I will perform a senior-level technical audit and deliver a prioritized, practical improvement plan.


I review prompts, model selection, tool calls, retrieval quality, memory, orchestration, latency, token usage, error handling, observability, security risks, and production readiness.


You will receive findings ranked by impact, specific recommendations, architecture and RAG improvements, cost and latency optimization, and a written action plan your engineering team can implement.


I have built end-to-end AI products, agents, SaaS and MVP systems, plus an internal observability platform that inspects AI traffic, reconstructs agent behavior, and evaluates what the agent did, how well it performed, and where it failed.


Ideal for founders and engineering teams with an AI prototype or production system that needs an experienced, practical review. Please message me before ordering if your system is complex.

Get to know Naftali R

Naftali R

AI Agent and Software Architect

  • FromIsrael
  • Member sinceNov 2022
  • Languages

    English, Hebrew
I turn AI ideas into production-ready products. I am a software architect and platform engineer with 10+ years building scalable backends, cloud platforms, and distributed systems. I build AI agents, RAG assistants, workflow automation, API integrations, and SaaS MVPs. Stack: AWS, Node.js, Python, Java, SQL. I led the architecture of a business automation platform with 300+ AI agents. I also built an internal AI observability system that analyzes agent traffic and traces to show what agents did and evaluate how well they performed. Expect clear scope and maintainable code.

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