Roadmap Resources Career Paths Documentation

Learning Path

Overview Level 0Environment & Foundations Level 1LLM Fundamentals & APIs Level 2Building Simple GenAI Applications Level 3RAG Systems & Intelligent Agents Level 4Production Systems & Deployment Level 5Advanced GenAI Techniques Level 6Choose Your Specialization Path

Resources

Resources Career Paths Documentation

Your Progress

Level 2 in progress

Home RoadmapLevel 4

4

Production Systems & Deployment

Deploy GenAI applications at scale with monitoring, evaluation, benchmarking, and guardrails.

⏱️

Duration

3-4 weeks

📊

Difficulty

Advanced

✓

Checkpoints

4

⚡

Est. Hours

30h

Learning Outcomes

Build production-grade APIs
Deploy and scale applications
Monitor and debug production systems
Benchmark models and trace production runs
Optimize costs at scale
Implement robust testing strategies

Topics to Master

•FastAPI for building APIs

•Docker containerization

•Database integration (PostgreSQL, MongoDB)

•Asynchronous processing with Celery

•Logging and monitoring

•Promptfoo-based regression testing

•Rate limiting and load balancing

•Cost optimization strategies

•Testing and CI/CD pipelines

•Security best practices

Featured Projects

Promptfoo GPT-5.4 Evaluation Cookbook

Compare frontier models with cost, latency, and red-team checks using Promptfoo.

IntermediateLevel 1

#promptfoo#evals#red-team

GPT-5.4 Cookbook

Ship structured outputs, agent tools, and long-context workflows with GPT-5.4.

IntermediateLevel 2

#openai#gpt-5.4#structured-output

Opik LLM Evaluation and Monitoring

Track traces, metrics, and evaluation runs for LLM and agent workflows.

IntermediateLevel 3

#opik#monitoring#evaluation

AgentOps Evaluation

Add replay analytics, benchmarking, and monitoring to multi-agent systems.

IntermediateLevel 3

#agentops#monitoring#agents

LLM Benchmark Comparison

Compare frontier models across reasoning, coding, and speed-focused tasks.

AdvancedLevel 4

#benchmarking#comparison#models

Production-Ready API

Build a FastAPI-based API for serving an LLM application at scale.

AdvancedLevel 4

#fastapi#api#deployment

View all 21 projects

Checkpoints & Milestones

This level includes 4 structured checkpoints with hands-on tasks, validation criteria, and portfolio pieces. Complete these to solidify your understanding.

View Checkpoints →

Level 3: RAG Systems & Intelligent Agents

Level 5: Advanced GenAI Techniques