Exploring AI, DevOps, eXtended Reality, and building sovereign digital infrastructure.
Self-hosted infrastructure, openDesk, World Office, Odoo CE — your data, your rules.
Self-hosted LLMs, RAG pipelines, agentic systems, and practical AI for business intelligence.
Kubernetes, CI/CD, infrastructure as code, and production-grade deployments on sovereign hardware.
WebXR, 3D pipelines, immersive collaboration, and spatial computing for enterprise use cases.
Self-hosted office suite, Next.js, TanStack, and Odoo ERP — production-grade sovereign solutions backed by real experience.
AI-first sovereign office suite
Architecture, migration, performance
React Query, Router, state strategy
Self-hosted ERP deployment & customization
Comparing the five major approaches to building agentic AI workflows — when to use monolithic frameworks, multi-agent orchestration, or the emerging LLM router pattern for autonomous tool selection.
Why MS365 exit strategies must be developed in parallel with implementation, not as an afterthought. Digital sovereignty requires exit-by-design principles from day one.
Microsoft's DELEGATE-52 benchmark proves frontier models corrupt documents beyond 20 interactions. One week later, Google confirmed criminals used AI for a real zero-day exploit. The two findings describe the same gap from opposite ends.
A split architecture for local AI — MiniMax M2.7 extracts signals, PyMC's NUTS sampler produces calibrated posterior distributions. No cloud dependency, no LLM probabilistic reasoning, no API keys in production.
Architecture review, deployment, training — we help you build and operate infrastructure you actually own.
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