Generative AI Engineer/Architect
Indexed description
Company: HRC Global Services
Location: Reston, VA
- Remote
Job Type: Full-time
Posted: 8 hours ago
Job Description
We're looking for a Generative Al Engineer to architect and build next-generation Al products powered by large language models (LLMs), agent frameworks, and agentic pipelines. The role emphasizes building reliable, context-aware systems using Model Context Protocol (MCP) to manage and standardize model context, inputs, and tool interactions across agentic workflows.
Key responsibilities
- Design, prototype, and productionize LLM-based features and conversational agents using modern LLM APIs and frameworks.
- Implement and enforce MCP (Model,Context Protocol) patterns to structure prompts, context windows, tool calls, and metadata for consistent multi-turn and cross-tool behavior.
- Build and orchestrate agentic systems (planners, executors, tool chains) that integrate LLMs with external APis, knowledge bases, and tooling.
- Develop retrieval-augmented generation (RAG) pipelines, embeddings, and document indexing; manage vector DB integrations.
- Create evaluation pipelines and prompt engineering experiments; measure hallucination rates, factuality, latency, and cost.
- Design and implement safety, guardrails, and monitoring: content filtering, adversarial testing, rate limits, and alerting for model failure modes.
- Optimize inference cost and latency across providers and on-prem hosts (quantized models, batching, caching).
- Build CI/CD and reproducible workflows for model versions, prompt artifacts, and MCP schema migrations; document MCP conventions and laternal best practices.
- 3+ years ML engineering or applied Al experience, with 1-2+ years working directly with LLMs and generative systems.
- Hands-on experience with LLM APls and agent frameworks (eg, LangChain, Llamaindex, Haystack, or equivalent).
- Practical experience implementing or following a Model Context Protocol (MCP) - structuring context, metadata, prompt templates, tool interfaces, and context stitching across sessions.
- Strona Pvthon engineerina skills: experience buildina production-arade microservices and APIs.
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