Practical decisions for AI and software
Technical guides to choose models, verify software and plan delivery.
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New comparisons, practical guides and engineering lessons.
OpenSandbox Review: Is Self-Hosting Worth It?
A buyer-focused review of OpenSandbox isolation, Credential Vault, Kubernetes operations, hidden costs, production gaps and a 30-day pilot plan.
Transformers.js Browser AI: When Local Inference Belongs in Your Product
A production guide to private in-browser AI: verified adoption, WebGPU and WASM, real cost, privacy boundaries, use cases, fallbacks and a 30-day pilot.
Cloudflare Kitesurf Review: Cost, Limits and Production Fit
Kitesurf uses less CPU and memory than Chromium but trades speed and compatibility. Review beta pricing, security limits, alternatives and a 30-day pilot.
AI in Grocery Retail: An MPREIS Opportunity Map
An independent outside-in analysis of demand forecasting, fresh-food workflows, the customer app and a pragmatic 90-day validation path for grocery retail.
Stateful LLM Platform Production Architecture
An anonymized field guide to persistence, tenant access, long-running jobs, external interfaces, deployment controls and continuous QA without a full rewrite.
Semantica Review 2026: Can It Explain Every AI Agent Decision?
A buyer-focused review of Semantica for decision provenance, policy gates and regulated AI audit trails, including security limits and a two-week pilot scorecard.
Tirol Kliniken (TILAK): A Digital Operations Opportunity Map
An independent outside-in analysis of how a public hospital group could connect patient services, telehealth, workflow automation and governed AI into repeatable operational capabilities.
TIWAG Digital Energy: A Software and AI Opportunity Map
An independent outside-in analysis of five product, automation and AI opportunities around smart tariffs, energy communities and utility operations.
GitHub Spec Kit Review: Is It Worth the Process?
GitHub Spec Kit replaces one-shot vibe coding with reviewed specifications, plans and tasks. Here is where that structure pays off, where it adds ceremony and how to run a production pilot.
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