The Workstation Blog
DevOps
Posts tagged DevOps.
AI's Double-Edged Impact on DevOps: Faster Changes, Shakier Releases
DORA's research links AI adoption to lower delivery stability. A new simulation shows why: AI-written code overloads review and enlarges deployments, while CI agents can mask defects. Here is how to measure it and keep the speed.
Gateway API Shifts Cluster Networking: An Ownership Model for the Edge
Ingress is frozen and Ingress NGINX is retired. Gateway API replaces one shared object with resources owned by platform and application teams, joined by explicit handshakes. Here is what that means for platform design, RBAC, topology and CRD ownership.
MCP for DevOps: Give Agents Pipeline Context Without the Keys
How platform teams can use the Model Context Protocol safely: start with read-only servers and scoped identities behind a gateway, trace every tool call, and add write tools only behind human approval. Includes RBAC, tool and task examples.
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 
AWS Resilience Hub: Keep Workload Scope and Recovery Targets Aligned
A practical guide to the September 2026 Resilience Hub features: scope EKS services with labels, use dependency discovery and insights to find hidden coupling, classify hard and soft dependencies, and share one resilience policy across AWS accounts.
Observability Is Not Optional: Make It a Business Standard
Why fragmented monitoring creates blind spots, duplicate spend, and slow incidents — and how to make centralised observability a non-negotiable company standard.
Balinder WaliaRead 
WSL Vault for Compliance: One Tenant Never Opens Another’s Secrets
How WSL Vault keeps app, team, and environment tenants cryptographically isolated — so a stolen root-style token cannot empty the estate — and why dual-tenant control beats secrets sprawl.
Balinder WaliaRead 
Workstation AI Shop: Promoting the AI Sales Storefront Through int → test → acc → prod
Workstation AI Shop sells GPU machines with a fully autonomous AI Sales Agent that configures the basket. See how Ring Promoter moves each build through int → test → acc → prod — with Orbit screenshots release engineers and stakeholders share.
Balinder WaliaRead 
