In Practice

Real systems. Real environments. Real results.
Selected examples of Scelaris concepts and technologies operating in practice.

AI-Assisted Software Engineering

Orchestrated AI engineering environments under human ownership — designed and implemented by Scelaris.

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AI Assisted Software Engineering preview

Pasture Monitoring

Camera-based equine detection and VLM analysis for livestock monitoring.

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Pasture Monitoring preview

Infrastructure & Service Monitoring

Zabbix-based monitoring of servers, networks and camera infrastructure with centralized status, alerting and availability tracking.

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Infrastructure & Service Monitoring preview

Acoustic Infrastructure Observability

Can server noise become telemetry? Exploring acoustic signatures as a passive source of infrastructure information.

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Acoustic Infrastructure Observability preview

Local AI Benchmarking on Real Infrastructure

Comparing local LLM inference performance, decision quality and hardware acceleration using reproducible tests on real infrastructure.

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Local AI Benchmarking preview

Engineering Reliable AI-Assisted Research

Turning fragmented information into source-grounded intelligence: the engineering system around the model — acquisition, normalization, provenance and evidence discipline.

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