The Workstation Blog
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Hands-on guides to AI infrastructure, MLOps, models, and shipping to production.
One Sign-In for Every App, Run on Our Own Cluster
Five demo apps in five languages never see a password and never talk to Google: they send users to a self-hosted OpsAPI, which signs them in and hands back a token the app checks with one API call. What it costs to add an app, why admin dashboards belong behind a VPN or zero-trust broker, and the honest limits.
Balinder WaliaRead 
Keep Your Test Sites Private: VPN at the Edge, One Sign-In for Every App
Staging and test sites hold real-looking data, yet they're often protected by an IP allowlist alone. Here's how two layers keep them private: a VPN checked at the edge proves where a request came from, and one OpsAPI sign-in with MFA proves who sent it, across every app.
Balinder WaliaRead 
Put Internal Apps Behind Your VPN, Without Rebuilding Them
Staging sites and admin panels are often 'private' because of an IP allowlist. Put them behind the wslvpn Zero Trust VPN, enforced at the WSLProxy edge: check the tunnel and the person, fail closed, and see why someone was blocked. One field per domain, no app changes, no reload.
Balinder WaliaRead 
Scalar Redundancy Elimination Boosts ZKP Efficiency
What are Zero-Knowledge Proofs and Their Applications Zero-knowledge proofs allow one party to prove a statement is true without revealing the underlying data…
LLMs Outperform Humans in Software Development
Large Language Models are shifting software development from manual craft to augmented engineering. Augmented engineering means developers partner with models…
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 
NextJS Speeds Up Solo Devs
Boosting Development Speed with NextJS NextJS is a popular React-based framework that has gained significant traction in recent years. One of the key benefits…
Thanos Scales Prometheus
Scaling Prometheus beyond a single server is a recurring challenge for teams running large or long-lived observability estates. Thanos is a CNCF Incubating…
