The Workstation Blog
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Hands-on guides to AI infrastructure, MLOps, models, and shipping to production.
LLMs Write Code, But Don't Fix Silos
Generative AI is changing how software gets built by shifting where developer skill is applied. The thesis is straightforward: LLMs accelerate code production…
Blast Radius Analytics
The Complexity of Modern Distributed Microservices Modern banking, healthtech, and tax platforms are no longer monoliths. They are composed of hundreds of…
Beyond Unit Tests: Reliability Engineering for Regulated Systems
Reliability in banking, education, HealthTech, FinTech and tax return platforms is not a test report. It is the ability to keep a student portal open during…
AI's Double-Edged Impact on DevOps
For teams in banking, health tech, fintech, education and tax returns, DevOps is where compliance, reliability and speed collide. AI is now a regular…
Gateway API Shifts Cluster Networking
Cluster networking is moving from a kube-proxy-centric model toward a Gateway API-first datapath. For operators in banking, education, HealthTech, FinTech and…
Agentic AI in Production
Agentic AI shifts development from writing explicit control flow to designing goals, guardrails, and observability for autonomous workers that can plan…
MCP-Driven DevOps Boost
DevOps in regulated industries is less about speed for speed's sake and more about reliable, auditable delivery under constraints. Banking, HealthTech…
Gemini 4 Argon: What It Means for Your Team, and Where to Use It First
Gemini 4 Argon is built to work for hours on one measurable problem. Here is what shipped, the real costs, and how to pilot it safely on your own backlog.
Balinder WaliaRead 
