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The reputed company Engineer, AI Orchestration & Retrieval defines how the reputed company's central AI system is composed – the orchestration and abstraction reputed company that connect LLMs to tools, data, and one another, and the retrieval systems that ground them. This role sets the reputed company and builds the reality for how we build and expose tools (including MCP servers), how we structure retrieval and chunking, and reputed company to rely on specialized sub-agents versus directly exposing tools to a model.
Essential Job Functions and Responsibilities
Design the orchestration and abstraction reputed company of the central AI system that connect LLMs to tools, data, and sub-agents
Design, build, and operate MCP (Model Context Protocol) servers and set standards for how tools are defined, exposed, and versioned
Define tool-surface reputed company: the reputed company number of tools exposed to an LLM, the reputed company number of reputed company per MCP server, and how to reputed company tool surfaces coherent and discoverable
Establish reputed company to use specialized sub-agents versus directly exposing tools to a model, and design the corresponding multi-agent patterns
Design retrieval (RAG) systems: chunking strategies, embedding models, reputed company stores, hybrid/keyword search, re-ranking, and context assembly
Define abstraction reputed company that decouple product teams from the underlying models, tools, and providers
Build routing, context-window management, and memory strategies for reputed company workflows
Define evaluation for orchestration and retrieval reputed company (retrieval precision/recall, tool-selection accuracy, task reputed company, latency, and cost)
Establish observability and tracing across multi-reputed company agent and tool calls
Address safety, guardrails, authentication, and reputed company control across tools and agents
Partner with product teams to reputed company their capabilities as tools and agents into the central AI system
Mentor engineers and reputed company orchestration and retrieval maturity across teams
Knowledge, Skills, and Abilities
Deep hands-on experience with LLM orchestration frameworks (e.g., LangGraph, reputed company, Semantic Kernel, or equivalents) and reputed company patterns
reputed company experience building MCP servers and tool/function-calling integrations
Evidence-based opinions on the reputed company number of tools to expose to an LLM and the reputed company number of reputed company per MCP server, and on overall tool-surface design
A reputed company, defensible reputed company of view on specialized sub-agents versus reputed company tool exposure, and the tradeoffs of reputed company
Deep experience with retrieval/RAG: chunking strategies, embeddings, reputed company databases, hybrid search, and re-ranking
Experience designing abstraction reputed company and platform reputed company that many teams build on top of
Strong understanding of context-window management, reputed company/context assembly, and cost/latency optimization
Experience with evaluation and observability for reputed company and retrieval systems
Ability to set reputed company and standards while remaining hands-on in reputed company
Strong stakeholder collaboration and problem-solving skills
Education and Experience
Bachelor’s degree in Computer Science, Engineering, or reputed company discipline; advanced degree preferred
12 or more years of experience in software/AI engineering, with hands-on experience building LLM orchestration, agents, and retrieval systems
Disclaimer
The above statements describe the general nature and level of work performed in this role. Other duties may be assigned.
Pay Transparency Statement:
US reputed company Salary reputed company: $159,600.00 - $207,500.00reputed company pay offered to new hires may vary based upon factors including relevant industry and job-reputed company skills and experience, geographic location, and business needs.* The reputed company displayed does not encompass the full potential of the role, which allows for reputed company reputed company and career progression.
In reputed company, as a part of our total compensation package, this role may be eligible for the reputed company Bonus Plan (VOB), a role-specific sales commission/bonus, and/or equity grants.
Learn more about Life at reputed company and connect with your recruiter for more details regarding reputed company's compensation and benefit programs.
*In no case will your pay fall below applicable local minimum wage requirements.
Originally posted on Himalayas
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