BayRock Labs · 3 months ago
Generative AI Developer
Syracuse-Auburn Area
Full-time
Onsite
Senior Level
₹2,500K/yr - ₹2,500K/yr
6+ years expBayRock Labs is a leading product engineering firm based in Silicon Valley that pioneers innovative tech solutions. They are seeking a hands-on Generative AI Developer to build production-grade multi-agent applications, implement complex workflows, and optimize AI agents through rigorous testing and finetuning.
Computer Software
Responsibilities
Multi-Agent Development & Orchestration
Agent Implementation: Design, build, and deploy specialized AI agents (e.g., Data Agent, Validation Agent, Assignment Agent) using Python and best practices for modular, re-usable code
LangGraph Mastery: Implement complex, long-running, and conditional Multi-Agent workflows using LangGraph, handling state management, human-in-the-loop steps, and robust error handling across critical business processes
Prompt & Reasoning: Develop and optimize production-ready prompt templates, manage context windows, and define tool-calling schemas to enhance the agents' decision-making and reasoning capabilities
LLM & Agent Optimization (Finetuning & Training)
LLM Finetuning: Own the process of finetuning open-source and proprietary foundation models (e.g., via Cortex Fine-Tuning or external platforms) for specific domain tasks (e.g., structured data extraction, classification, complex reasoning) to improve agent accuracy and reduce inference costs
Agent Training & Adaptation: Implement strategies to systematically train and adapt agent behavior based on real-world workflow data, focusing on improving tool-use, reasoning chains, and decision-making accuracy within the LangGraph framework
Data Curation: Collaborate with data science and engineering teams to curate high-quality, labeled datasets necessary for both pre-training and reinforcement learning techniques for agent improvement
Tooling and Snowflake Cortex Integration
Snowflake Cortex Integration: Develop custom Agent Tools that interface directly with the Snowflake data layer, specifically leveraging:
Cortex LLM Functions (CORTEX.COMPLETE) for flexible reasoning tasks
Cortex Analyst to execute optimized Text-to-SQL queries for data retrieval and reporting
RAG Implementation: Build and optimize the RAG pipeline that allows agents to securely retrieve contextual information (e.g., policy documents, historical contract terms) from Snowflake to ground their responses
Evaluation, Observability & Deployment
Evaluation Frameworks: Implement systematic testing and evaluation using the LangSmith ecosystem to measure agent performance metrics such as accuracy, groundedness, latency, and cost, tracking improvements post-finetuning and training
AI Observability: Integrate logging, tracing, and analytics across the entire LangGraph workflow to provide the auditability and transparency necessary for a critical enterprise application
Production Readiness: Assist the architecture team in preparing agents for deployment, including containerization (e.g., Docker) and integration into the production environment (e.g., Snowflake Container Services)
Qualification
Required
6+ years of professional software development experience, with a focus on Python in a data or AI context
Hands-on experience building, testing, and productionizing Generative AI applications
Expert-level proficiency with LangChain and LangGraph for building complex, stateful multi-agent systems
Demonstrated ability to build custom tools and integrate them with Snowflake Cortex AI and Snowpark
Strong practical experience in LLM finetuning, including understanding of data preparation, popular techniques (e.g., LoRA), and evaluation of finetuned models
Strong practical understanding of RAG (Retrieval-Augmented Generation), semantic search, vector databases, and managing LLM context/memory
Experience with evaluation and observability tools for Gen AI (e.g., LangSmith, TruLens, Weights & Biases)
Familiarity with containerization (Docker) and deployment patterns for AI services
Company
BayRock Labs
Welcome to BayRock Labs, a global leader in engineering excellence and innovation.
1001-5000 employees
Funding
Current Stage
Late StageCompany data provided by crunchbase