Senior AI Engineer / GenAI Solutions Architect (New York)
SRS Consulting Inc.
Senior AI Engineer / GenAI Solutions Architect
NYC, NY
12+ Months
Role Overview
The ideal candidate combines strong software engineering skills with deep understanding of LLMs, RAG, agents, context management, evaluation, and scalability.
Key Responsibilities
Solution Design & Architecture
- Design end-to-end AI, RAG, and agentic solutions for enterprise use cases.
- Evaluate architectural trade-offs and select appropriate patterns, models, and platforms.
- Create and defend Architecture Decision Records (ADRs) and technical designs.
- Identify risks, failure modes, scalability concerns, and optimisation opportunities.
AI Engineering & Development
- Build production-grade AI applications using LLMs, agents, workflows, and retrieval systems.
- Develop and integrate tools, APIs, vector databases, and knowledge systems.
- Implement memory, context management, guardrails, evaluation, and observability capabilities.
- Leverage AI-assisted coding tools (Claude Code, Cursor, GitHub Copilot, etc.) while maintaining engineering ownership of the solution.
Production Readiness
- Improve consistency, reliability, and performance of AI systems.
- Troubleshoot issues such as hallucinations, context bloat, latency, cost overruns, and output variability.
- Design monitoring, testing, evaluation, and governance frameworks for production systems.
- Optimize inference, retrieval, caching, and overall system performance.
Collaboration
- Work with product, architecture, data, and platform teams to define and deliver solutions.
- Translate business requirements into scalable technical architectures.
- Contribute to engineering standards, best practices, and reusable AI assets.
Required Skills & Experience
Core AI & LLM Engineering
- Hands-on experience building GenAI, RAG, and agentic applications.
- Strong understanding of LLM architectures, prompting, model selection, and evaluation.
- Experience with multi-agent systems, tool calling, MCP, workflow orchestration, or similar patterns.
- Understanding of fine-tuning, embeddings, vector search, and retrieval architectures.
Architecture & System Thinking
- Ability to justify technology choices and architectural decisions.
- Experience designing solutions for enterprise-scale workloads and large data sets.
- Strong understanding of scalability, reliability, cost, performance, and maintainability trade-offs.
- Familiarity with Architecture Decision Records (ADR) and solution documentation.
Context & Memory Management
- Understanding of:
- Context management strategies
- Context compression and summarization
- Short-term and long-term memory patterns
- Retrieval optimisation
- Token and prompt efficiency
Engineering & Coding
- Strong programming skills in Python and modern software engineering practices.
- Experience with version control, testing, CI/CD, code reviews, and SDLC processes.
- Ability to read, review, optimise, and troubleshoot AI-generated code.
Optimization & Production Operations
- Understanding of:
- KV Cache
- Prompt caching
- Response caching
- Guardrails
- Evaluation frameworks
- Monitoring and observability
- Performance optimisation techniques
What Success Looks Like
A successful candidate can confidently answer questions such as:
- When should RAG be used instead of fine-tuning?
- Why choose a multi-agent architecture versus a workflow?
- How would you manage a million-token context?
- Why is an AI agent producing inconsistent outputs?
- Where should guardrails be implemented?
- Would KV caching help in this scenario? Why and where?
- What happens when retrieval quality degrades at enterprise scale?
Ideal Candidate Profile
We are looking for someone who is:
✅ A strong engineer first
✅ Experienced with production AI systems
✅ Comfortable with ambiguity and problem solving
✅ Able to reason about architectural trade-offs
✅ Curious, pragmatic, and continuously learning
✅ Capable of designing solutions, not just building demos
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