AI Native Infra & Agentic Runtime
Through writing, publishing, and engineering practice, systematically building engineering methodologies for AI infrastructure and agentic runtimes.
What Is AI-Native Infrastructure?
Infrastructure redesigned for AI systems — not retrofitted from cloud-native stacks.
- NON-DETERMINISM • AI workloads are non-deterministic by nature
- AGENT-FIRST • Agents, not services, are primary execution unit
- FIRST-CLASS RESOURCES • GPU, context, and tokens become first-class resources
- GOVERNANCE > DEPLOY • Scheduling and governance matter more than deployment
Core Technology Domains
These are the threads I keep returning to: practical abstractions, system boundaries, and what it takes to ship reliably.
AI Infrastructure
I explore inference, RAG, and agent collaboration from a runtime-first lens, aiming for abstractions that hold up in production.
Cloud Native
I study how Kubernetes evolves under AI workloads: scheduling constraints, elasticity, observability, and multi-tenant governance.
Open Source
I contribute to and learn from the AI infrastructure open-source ecosystem, with an engineer’s bias toward verifiable designs.
Representative Writing
My recent research notes on AI × cloud native, from hands-on engineering to architectural abstractions.
2025 Annual Review
A look back at the major changes in 2025: shifting from Cloud Native to AI Native Infrastructure, AI tool ecosystem, and …
AI 2026: Infrastructure, Agents, and the Next Cloud-Native Shift
2026 AI’s turning point: not models, but infrastructure, agentic runtimes, GPU efficiency, and new organizational …
Agentic AI Foundation and AI Native Standardization
An analysis of the background, strategic urgency, differences and division of labor between Agentic AI Foundation (AAIF) …
About Jimmy Song
I focus on AI infrastructure and agent runtimes, especially, engineering questions that show up in production: inference, RAG, platform engineering, and governance. I currently serve as Open Source Ecosystem VP at Dynamia.ai. I’m also a CNCF Ambassador and AI Infrastructure Architect, and I started ArkSphere (an engineering collective around AI infrastructure).
