Workstation بلاگ
تمام پوسٹس
AI انفراسٹرکچر، MLOps، ماڈلز اور پروڈکشن میں تعیناتی سے متعلق عملی گائیڈز۔
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.
Agentic AI in Production: Permissions, Approval Gates, Traces and Evals
A practical playbook for running AI agents in production: classify every tool by side effect, gate mutations behind a human, set hard stop conditions, trace each step with OpenTelemetry and evaluate continuously.
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 Waliaپڑھیں 
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 Waliaپڑھیں 
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 Waliaپڑھیں 
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 Waliaپڑھیں 
