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Hands-on guides to AI infrastructure, MLOps, models, and shipping to production.
Evaluating Agentic AI: A Framework for Reusability
Building agentic AI products introduces a fundamental shift in software engineering: the output is no longer deterministic. Traditional testing methods, which…
LLM Configuration Pitfalls in NATS JetStream
Understanding NATS JetStream's At-Least-Once Delivery Guarantee NATS JetStream provides reliable message delivery through an at-least-once model, but this…
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 
Budget alert: workstation GPU price doubles
If you are signing off workstation hardware for clinical AI work, the NVIDIA RTX Pro 6000 Blackwell price you budgeted is no longer valid. The card’s list…
AI Startups Boom to $47B
The AI startup ecosystem is consolidating around a few high-conviction bets while a long tail of specialized tools finds product-market fit in narrow…
Ring Promoter vs Argo CD, Kargo and CI: Which Tool Answers Which Release Question
Argo CD syncs, CI builds, Ring Promoter promotes. A fact-checked look at the comparison, its honest limits, which tool fits, and how to record the choice as an ADR.
Balinder WaliaRead 
NVIDIA OpenShell: Secure Agent Runtime on Mac Studio and GPU Workstations
NVIDIA OpenShell governs autonomous agents with sandboxes, policy, and credential isolation. Workstation explains how to run it on Mac Studio (Apple GPU host inference) and on Linux with NVIDIA --gpu.
Balinder WaliaRead 
The Half-Built House: Why IT Projects Stall, and How to Get Them Moving Again
Why IT projects get stuck between 'nearly done' and 'live', and a simple way out: the house analogy, MoSCoW, a stakeholder vote, clear options and a deadline. Plus how to use AI with non-technical stakeholders.
Balinder WaliaRead 
