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We are looking for an experienced AI engineer or consultant to help us design and build a robust multi-agent engine for our SaaS platform. The primary goal is to architect and implement a reliable, efficient, and cost-controlled multi-agent system capable of orchestrating a supervisor agent and multiple specialized sub-agents. We are particularly interested in professionals with strong hands-on experience in frameworks such as LangChain, LangGraph, Agno, or any equivalent agent orchestration framework that supports structured multi-agent workflows, tool execution, and state management. Our main priority is not database design or infrastructure setup, but rather the core orchestration engine itself. The system must support real supervisor-to-subagent delegation (not simple swarm-style horizontal agents), proper and verifiable tool execution (no simulated tool usage), structured state handling, and dynamic integration with MCP (Model Context Protocol) servers and external tools or APIs. The architecture must be multi-tenant by design, ensuring tenant isolation and scalability, while allowing dynamic tool registration and modular extensibility. The engine must satisfy three fundamental requirements: efficiency, low operational cost, and architectural flexibility. Efficiency means predictable orchestration, reliable task delegation, minimized hallucinations, and deterministic execution flows. Low cost implies token optimization strategies, intelligent model routing (e.g., using smaller models when appropriate), minimizing redundant calls, and clear cost observability per execution. Architectural flexibility means the system should support dynamic tool loading, MCP integration, modular agent definitions, and easy extension for new capabilities. In addition to the core engine, we are interested in incorporating advanced features such as human-in-the-loop workflows, automated summarization, regeneration mechanisms, hybrid workflow + agent structures, structured logging, versioning of agents, observability, and potentially continuous improvement mechanisms. These features are complementary, but the absolute priority is building a solid, production-grade multi-agent orchestration engine. We are seeking more than just implementation support—we want strategic guidance. The ideal consultant should help us evaluate and choose the right framework, share examples of similar architectures, define orchestration standards, avoid common pitfalls in multi-agent systems, and assist in structuring the foundational layer of this engine correctly from the start. Our SaaS relies heavily on AI agents to perform real tasks in production, so the system must be stable, scalable, predictable, and fully controllable in terms of cost and behavior.
Mã dự án: 40233320
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Hoạt động 16 ngày trước
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15 freelancer chào giá trung bình $159 USD cho công việc này

✔✔✔Hold on!! Looking for a Freelancer Who Gets Results? Hire Me, Relax, and Watch Your Project Turn Into Success✔✔✔ Hello, I’m Anton, an AI engineer with strong hands-on experience designing production-grade multi-agent orchestration systems using LangChain, LangGraph, MCP integrations, and structured tool execution. Your focus on a true supervisor → sub-agent architecture, deterministic workflows, tenant isolation, and strict cost control perfectly matches the systems I’ve built for SaaS environments. I can help you define the right framework, design the orchestration core, implement verifiable tool execution, optimize token usage, and ensure scalable multi-tenant behavior—while adding observability, HITL flows, logging, versioning, and modular extensibility from day one. My approach prioritizes predictability, low operational cost, and long-term architectural flexibility, avoiding common multi-agent pitfalls. Beyond implementation, I provide strategic guidance, architecture validation, and production readiness planning to ensure your AI engine is stable, efficient, and fully controllable in real-world SaaS operations. Let’s discuss how I can help you build this foundation correctly from the start. Best regards, Anton
$140 USD trong 7 ngày
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With my extensive experience spanning over a decade in AI and Automation, I am the ideal professional to fulfill your Consultant AI agent engineering needs. I have a strong background in developing close to flawless, commercially-strong AI systems that continuously run on autopilot – receiving top feedback from clients. My firm grasp of specialised frameworks, like LangChain, LangGraph, Agno among others, makes me readily equipped to design and build your robust multi-agent engine as required. Moreover, I completely understand the priority your project places on the core orchestration engine itself above database design and infrastructure setup. I have deep knowledge in building mature multi-agent systems capable of orchestrating a supervisor agent and multiple specialised sub-agents within a structured workflow. Efficiency, low operational cost, and architectural flexibility are principles that underscore my approach - manifest in predictable orchestration, model routing optimisation, intelligent tool usage, cost observability per execution etc.
$30 USD trong 7 ngày
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Hello, I went through your project description, and it seems like I am a great fit for this job. I am an experienced professional with many years of hands-on experience in AI Consulting, LangChain, AI Model Development, AI Development, AI Agents Please come over chat and discuss your requirement in a detailed way. Regards, Rajesh Rolen
$140 USD trong 7 ngày
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Hello, I’m Haribabu Katuri, a Senior AI Engineer and Generative AI Expert with more than 12 years of company work experience, deep experience, and strong abilities in various fields such as computer vision, machine learning, deep learning, natural language processing, Generative AI, frontend/backend development and AI Development, AI Consulting, LangChain, AI Agents and AI Model Development. My Skills : ✅Software Engineering ✅Machine Learning ✅Natural Language Processing ✅Data Science ✅Web development ✅Chatbot development ✅LLM, RAG, Pinecone, Langchain, OpenAI ChatGPT, Llama ✅Python: Django, Flask, Tensorflow, Keras, Pytorch, Scikit Learn ✅Full-Stack: MERN, MEAN, Django, Laravel+Vue ✅Frontend: HTML, CSS/SCSS, TailwindCSS, Node js, React js, Angular js, Vue js, Next js, ✅Backend: Node, Express js, Python, Django, Flask, REST API, Fast API, GraphQL ✅Mobile: IOS, Android, Flutter, React Native If you choose me, I will make great contributions for you. Best regards, Haribabu Katuri
$30 USD trong 3 ngày
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⭐Hello, I’m ready to assist you right away!⭐ I believe I’d be a great fit for your project since my experience aligns perfectly with your requirements. My expertise in frameworks like LangChain and LangGraph, coupled with hands-on implementation of multi-agent systems, makes me well-equipped to architect and build the robust engine you need. I have a proven track record of designing efficient, cost-controlled systems that prioritize reliable task delegation and structured state management. My technical proficiency in AI model development and AI consulting enables me to understand and meet your project's specific needs. I have successfully implemented multi-agent systems with features comparable to what you seek, ensuring efficiency, low operational costs, and architectural flexibility. By leveraging my experience and skills, I am confident in delivering a solution that exceeds your expectations. This project aims to solve the critical need for a production-grade multi-agent orchestration engine that is stable, scalable, and cost-effective. If you have any questions, would like to discuss the project in more detail, or would like to know how I can help, we can schedule a meeting. Thank you. Maxim
$30 USD trong 4 ngày
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Hi There! I have gone through your project description and understand that you need a production-grade multi-agent orchestration engine with supervisor–subagent delegation, real tool execution, strong state management, and cost-efficient routing, right? I AM GLAD TO TELL YOU THAT I’ve designed and implemented multi-agent systems for SaaS products where reliability, cost control, and deterministic flows were critical. I can help you architect and build your engine with – Robust Orchestration Core: Supervisor–worker patterns using LangGraph/LangChain-style graphs, explicit state machines, and verifiable tool calls (no simulated tools). Cost & Efficiency Controls: Model routing, token budgeting, caching, and per-run cost observability. Multi-tenant & Modular Design: Tenant isolation, dynamic tool registration, MCP integration, and pluggable agent modules. Advanced Capabilities: Human-in-the-loop, structured logging, versioned agents, observability, and hybrid workflow+agent pipelines. Strategic Guidance: Framework selection, standards, anti-pattern avoidance, and scalable architecture from day one. I focus on predictable behavior, low hallucination rates, and production stability for real business tasks. SEND MESSAGE/CHAT so we can discuss your current stack, use cases, and define a clear architecture roadmap. Thanks & Regards, Prateek
$500 USD trong 7 ngày
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I design production-grade multi-agent AI systems with a focus on supervisor–subagent orchestration, deterministic execution, and cost control. I have hands-on experience using LangChain/LangGraph-style orchestration, structured state management, and real tool execution (not simulated agents). I can help you architect a clean, extensible orchestration engine for your SaaS that supports predictable delegation, multi-tenant design, dynamic tool integration, and intelligent model routing to minimise token usage and operational costs. Beyond implementation, I provide architectural guidance to avoid common multi-agent pitfalls (hallucinations, loops, cost explosions) and lay a strong foundation for future extensions like human-in-the-loop workflows and observability. Happy to start with a quick architecture discussion
$140 USD trong 7 ngày
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Hello, I have carefully reviewed your project details and I fully understand your need for a robust, production-grade multi-agent orchestration engine for your SaaS platform. With extensive experience in LangChain, agent orchestration, and AI system architecture, I can confidently design and implement a scalable, efficient, and cost-controlled engine that meets your priorities. First, I will evaluate your use cases and select the optimal framework, whether LangChain, LangGraph, or Agno, ensuring support for supervisor-to-subagent delegation, structured state handling, and real tool execution. I will design modular, multi-tenant architecture with dynamic tool registration and MCP integration, ensuring predictability, deterministic flows, and token optimization for low operational cost. Next, I will implement the core orchestration engine using Python and LangChain workflows, integrating structured logging, versioning, and human-in-the-loop mechanisms. Testing will include simulation of multi-agent tasks, cost analysis, and reliability validation to ensure production readiness. Finally, I will provide strategic guidance, architecture documentation, and extensibility guidelines for future enhancements like hybrid workflows and automated summarization. Do you prefer the initial engine to focus on high-priority sub-agent domains first or a fully general framework from day one? Let us discuss and define the optimal orchestration roadmap. Best Regards, Aneesa.
$250 USD trong 2 ngày
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Hi, I've built a production AI Agent Builder that handles real sales conversations across multiple models — including small HuggingFace models — with consistent, reliable outputs. Two specific decisions I made that are worth highlighting: - Structured response schemas at the output layer — this gave me deterministic behaviour even with smaller, cheaper models that would otherwise hallucinate or drift. The system isn't locked to expensive frontier models. - FlashRank reranking before generation — instead of dumping all tool/search results into the model context (expensive and noisy), I rerank and trim first. Cleaner context, lower token costs, better answers. What I understand well: - LangGraph for stateful multi-step workflows - RAG pipelines: chunking, retrieval, reranking - Model-agnostic tool/function calling - Prompt engineering for consistent, parseable outputs I'm confident I can help you design and implement a well-structured multi-agent engine. Happy to jump on a call to discuss your specific requirements.
$140 USD trong 7 ngày
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Hi, As per my understanding: You need a production-grade multi-agent orchestration engine for your SaaS, centered on a true supervisor–subagent hierarchy with deterministic delegation, verifiable tool execution, structured state management, MCP integration, and strict multi-tenant isolation. The priority is the orchestration core—not infra or DB. The system must optimize token usage, enable intelligent model routing, ensure predictable flows, minimize hallucinations, and provide cost observability. Strategic guidance on framework selection (LangGraph, LangChain, Agno, etc.) and architectural standards is equally important. Implementation approach: Phase 1: Architecture design—evaluate frameworks, define supervisor graph topology, state schema, tenancy isolation model, and tool execution contract (no mock tools). Phase 2: Engine core—implement graph-based orchestration with explicit state transitions, guarded tool invocation layer, model router, and execution trace logging. Phase 3: Cost & control—token budgeting, adaptive model selection, caching, and per-run observability. Phase 4: Extensibility—dynamic tool registry, MCP adapters, agent versioning, and HITL checkpoints. Deliverable: documented, modular orchestration engine with clear governance patterns. A few quick questions: Preferred stack (Python/Node)? Target LLM providers? Expected concurrency per tenant? Do you require SOC2-aligned observability from day one?
$98 USD trong 5 ngày
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Itabuna, Brazil
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Thành viên từ thg 1 10, 2021
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