Production Engineer Path
Ship, monitor, and scale AI agents in production environments.
Human-in-the-Loop Design
Design approval gates and escalation paths before increasing system autonomy.
Auth, Tenancy & Data Boundaries
Understand the access-control and isolation constraints that matter in real deployments.
Workflow Reliability
Add retries, idempotency, and bounded autonomy before trusting multi-step workflows.
Guardrails & Safety
Implement safety measures and validation.
Computer Use & Browser Automation
Learn when UI-acting agents are justified and what additional controls they need.
Observability & Monitoring
Monitor agent behavior in production.
Evaluation & Testing
Test and benchmark agent performance.
Dataset & Prompt Versioning
Keep prompt, dataset, and retrieval changes reproducible and reviewable.
Cost Engineering
Control spend with routing, caching, quotas, and cost-aware runtime limits.
Governance & Compliance
Add auditability, policy controls, and approval workflows to production systems.
Observability Tools
Explore LangSmith, Langfuse, and more.
Evaluation Tools
Explore DeepEval, PromptFoo, and more.
Production Deployment
Scale and deploy with confidence.
Case Study: Support Agent
Study a realistic production architecture where retrieval, policy, and escalation all have to work together.
Deployment Platforms
Modal, Railway, Fly.io, and more.