About the role
At Ryz Labs we are looking for a Senior / Lead AI/ML Engineer to design and ship production-grade conversational AI agents with advanced tool use and orchestration capabilities. This is a hands-on role where you’ll work closely with the internal team to build, scale, and harden real-world LLM systems in a production AWS environment.
You’ll be embedded with the team, contributing directly to architecture decisions and implementation.
Key Responsibilities
- Design and implement LLM-powered conversational agents in production
- Build robust agent orchestration systems, including:
- State management
- Pause/resume flows
- Journey and mode routing
- Failure handling and recovery
- Develop and integrate tooling via MCP or gateway-style architectures, including:
- Schema design
- Authentication & authorization
- Idempotency handling
- Auditability
- Create and maintain custom evaluation frameworks for LLM performance and reliability
- Operate and deploy systems in a production AWS environment
- Collaborate closely with internal stakeholders in an embedded delivery model
Required Qualifications
- Proven experience shipping production LLM agents with tool use
- Strong expertise in Python
- Hands-on experience with:
- Agent orchestration patterns (state machines, routing, retries, etc.)
- Tool integration frameworks (MCP or similar gateway approaches)
- Experience working in production AWS environments, including:
- EKS
- Lambda / EventBridge
- IAM
- Bedrock / Agent runtimes
- Logging and monitoring systems
- Experience with at least one LLM observability/evaluation platform in production (e.g., Arize AX, Langfuse, Phoenix)
Preferred / Nice to Have
- Experience with AWS Bedrock and AgentCore (Runtime + Gateway)
- Familiarity with Strands, or ability to ramp quickly from LangGraph / LangChain
- Experience implementing governed memory systems
- Background in regulated environments (fintech, banking, etc.)
Aplyr's read
RYZ Labs is at the forefront of AI and machine learning innovation, attracting tech-savvy professionals eager to push boundaries in these fields.
What's promising
- •Strong focus on cutting-edge AI and machine learning solutions.
- •Diverse range of technical roles indicates a robust growth trajectory.
- •Recent hires suggest investment in both technical and strategic capabilities.
What to watch
- •Competitive industry may pose challenges in maintaining market differentiation.
- •Limited public information about company culture and work-life balance.
- •Potentially high pressure due to the fast-paced nature of tech innovation.
Why RYZ Labs
- •Specializes in AI-driven solutions with a focus on real-world applications.
- •Combines technical expertise with strategic roles in staffing and partnerships.
- •Actively recruits for niche roles, indicating tailored solutions and services.
Aplyr’s read is generated by AI from public sources. Was it useful?
About RYZ Labs
Ryz Labs is a technology company focused on developing innovative solutions in the field of artificial intelligence and machine learning.
