Roadmap PLAYLIST

The 2026 MLOps & Production LLM Infrastructure Roadmap

Master modern AI systems infrastructure: high-throughput vLLM serving, DeepSeek-R1 GRPO alignment, Kubernetes GPU cluster autoscaling, and automated CI evals.

Start Series (Part 1) →9 Articles Total

The 2026 MLOps & Production LLM Infrastructure Roadmap

Course Curriculum

Pillar 1: Serving Engines & Reasoning Architectures2 Lessons

The 2026 MLOps & Production LLM Infrastructure Roadmap

5 min read→

DeepSeek-R1 & GRPO: The Open-Weights Reasoning Architecture

6 min read→

Pillar 2: Kubernetes GPU Orchestration & FinOps4 Lessons

Autonomous AI DevOps Agents Part 1: Control Plane Architecture & Event Loops

4 min read→

Autonomous AI DevOps Agents Part 2: Kubernetes Self-Healing & CrashLoopBackOff Triage

4 min read→

Autonomous AI DevOps Agents Part 5: eBPF Kernel Observability & Real-Time Anomaly Triage

4 min read→

Autonomous AI DevOps Agents Part 6: FinOps Agents & Dynamic GPU Cluster Cost Optimization

4 min read→

Pillar 3: Production Evals & Guardrails3 Lessons

LLM Evals in Production: Automated Benchmarking with LangSmith & Braintrust

6 min read→

Autonomous AI DevOps Agents Part 7: Production Guardrails & Telemetry Evals

4 min read→

Building a Multi-Agent AI Framework (Part 5/5): Production Evals, Retries & Telemetry

13 min read→