The Workstation Blog
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Hands-on guides to AI infrastructure, MLOps, models, and shipping to production.
Ring Promoter v1.0.2 — Rings, Orbit and Lanes Side by Side
Ring Promoter v1.0.2 ships Orbit and Lanes side by side — pause on Orbit for the fleet, flip to Lanes when you need the matrix.
Balinder WaliaRead 
WSLVault: Why AI Agents Need Cryptographic Secrets Isolation
AI agents use secrets at machine speed across tools and tenants. WSLVault seals per tenant so a shared platform never leaks another team's plaintext.
Balinder WaliaRead 
Jobshout SEO Analyst AI Agent — Analyse Any Website & Fix SEO Issues Automatically
We ran Jobshout SEO Analyst on workstation.co.uk — score 44/100 — with concrete fix prompts for missing H1, truncated title, and oversized meta description.
Balinder WaliaRead 
WSLVault: Steal the Server. Not the Secrets.
WSLVault seals secrets before they touch disk — DEK to tenant KEK to root KEK — so a stolen host still leaves attackers with ciphertext they cannot open.
Balinder WaliaRead 
Faster WSLProxy Deploys: Prebuilt Images, Build Cache — and Using AI So the Pipeline Work Actually Ships
Workstation WSL Proxy: compile OpenResty once into bwalia/wslproxy-openresty, warm Buildx/GHA layers, extract on bare metal, prefer DEPLOY_MODE=code — and why AI-assisted delivery made this cross-cutting work finishable.
Balinder WaliaRead 
Claude Code, Claude Cowork & ChatGPT for Business Teams
Which teams should use Claude Code, Claude Cowork, or ChatGPT/OpenAI Agents — and the controls Workstation recommends before production.
Balinder WaliaRead 
Enterprise Agentic Frameworks: LangChain, LangGraph & Airflow 3
Operational guide to LangGraph agents, LangSmith evals, and Apache Airflow 3 schedules — with Workstation promotion and edge patterns.
Balinder WaliaRead 
AI GPU Workstations: NVIDIA DGX Spark/Station & Mac Studio M5
How Workstation maps NVIDIA DGX Spark, DGX Station, and Mac Studio M5 into AI Labs and SME packages — factual positioning, no invented prices.
Balinder WaliaRead 
