Why integration matters more than raw performance
Many problems are not solved by stronger hardware alone, but by architecture, software, data flow, security and operations.
ArchitectureHardware selectionWorkflow
Artifaktory Knowledge Hub
Field notes from system integration, local AI, secure infrastructure, hardware selection and documentation-led engineering. Not a generic blog, but orientation for real system decisions.
B2B-first
Integration knowledge for professional systems
Local-first
Operate AI, data and workflows under control
Docs-first
Make decisions, tests and operations traceable
Lab Notes
Die Know-how-Seite ist als technische Bibliothek für Kunden gedacht: Sie macht sichtbar, wie Artifaktory denkt, wo Risiken liegen und welche Systemlinien aus dem Integration Lab entstehen.
Many problems are not solved by stronger hardware alone, but by architecture, software, data flow, security and operations.
How a documented Linux or Proxmox node becomes the controlled base for development, monitoring, backups and later modules.
Local AI becomes useful when models, data, RAG, rules, validation and UI are planned as one system.
Knowledge Tracks
Jeder Track ist als Einstieg in eine technische Entscheidung gedacht: Welche Hardwareklasse, welche Softwarearchitektur, welche Betriebsregeln und welcher Sicherheitsrahmen passen zum konkreten Prozess?
RAG, document analysis, local models, vector search and automation as a controllable pipeline.
Backup, access, encryption, monitoring and operations as a base for sensitive data and local systems.
How hardware, software, APIs, data sources and interfaces become a maintainable solution.
Local processing, sensors, compact nodes and automation for tasks close to the process.
Scope, decisions, risks, tests and handover are documented before systems grow uncontrolled.
Mini-PC, workstation, server, GPU, storage or edge device are selected by use case, risk and operations.
Operating Principles
Die Leitprinzipien aus dem Integration Lab sorgen dafür, dass Know-how nicht theoretisch bleibt, sondern in sichere, testbare und wartbare Systeme übersetzt wird.
Artifaktory positions systems as professional integration solutions, not generic consumer hardware.
Qualified standard hardware, open interfaces and custom software profiles become deployable systems.
Security baseline, data model, secrets policy, backup and remote access are described explicitly.
Thermals, network, storage, restore, monitoring and acceptance matter more than appearance alone.
Reference Systems
Die Knowledge-Inhalte erklären nicht nur Technologiebegriffe. Sie zeigen, wie konkrete Systemlinien entstehen können: sicher, lokal betreibbar und mit klarer Abgrenzung zu Standardhardware.
Encrypted storage, backup, restore, access control and secure document management.
Local models, RAG, document and data analysis embedded into concrete workflows.
Compact nodes for sensors, local processing, interfaces and automation.
Multiple small nodes for services, jobs, monitoring, data processing and demo systems.
You have data, hardware, processes or a local AI idea, but no clear system yet? We translate requirements into architecture, building blocks and next steps.