NotebookLM Usage Experience and Best Practices
Based on months of deep usage, this article analyzes how NotebookLM helps me learn new technologies, read complex documents, generate teaching outlines, and shares future …
Blog
In-depth articles on AI infrastructure, cloud native, Kubernetes, service mesh, DevOps and open source: hands-on tutorials, architecture deep dives, tool reviews and industry insights from Jimmy Song.
Helm v4: Paradigm Update
An analysis of Helm 4’s core changes, including Server-Side Apply, WASM plugin system, kstatus status model, reproducible builds, and content hash caching, with a timeline …
Kimi K2 Thinking: The True Awakening of China's Thinking Model
Kimi K2 Thinking’s open source marks China’s entry into thinking models. This article reviews its technical approach and compares it with Claude and Gemini.
Inference Traffic Control with Gateway API Inference Extension
Exploring how Gateway API Inference Extension brings model-aware inference traffic control through InferencePool, InferenceObjective, and metrics-driven routing.
TRAE SOLO vs VS Code: AI Engineering Entity Comparison
A comparison of TRAE SOLO and VS Code (Copilot, Agent HQ) via the AI Engineering Entity framework, focusing on automation, collaboration, model transparency, and engineering roles.
Closed-Source Flagships and the Open-Source Twin Phenomenon
Analysis of closed-source model acceleration and open-source ecosystem response, exploring core engineering contradictions and infrastructure evolution.
Lessons from Ingress NGINX Retirement
The retirement of Ingress NGINX reveals technical debt, migration paths, and the trend toward standardized traffic management in cloud native infrastructure.
What Makes an AI Platform Truly Kubernetes-Native?
Discover what defines a truly Kubernetes-native AI platform, key criteria for conformance, and how standardization drives interoperability and growth in cloud-native AI …
Atlas Architecture Analysis
A developer’s perspective on why ChatGPT Atlas is massive, architecturally complex, fundamentally different from Chrome, and a deep dive into its Agent runtime mechanism and …
Atlas Two-Week Developer Experience
After two weeks using Atlas as my main browser, I break down its architecture, workflow boosts, pain points, and future directions from a developer’s view.