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Infrastructure

Orchestration

Repeatable installation, deployment and maintenance workflows across servers.

In practice

  • Speech & AI workflow platform

    Automated service installation, updates and health checks with SSH workflows.

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Related projects

  • Speech & AI workflow platform

    Meeting recording, transcription and AI processing in one system. From conference bots to custom LLM workflows and local inference.

  • OverSSH — server orchestration

    Hosts, scripts and flows grouped into projects. SSH orchestration, log monitoring, agent analysis of changes and proactive security.

  • Medical platform microservices

    Patient records, shared settings and geospatial services for calls and ambulance movement. Realtime map updates via WebSocket/Centrifugo, with Kafka messaging between services.

  • Voice AI platform

    Calls from a contact database, scripted dialogue with GPT and lead qualification. Qualified leads passed to sales, stage-by-stage drop-off analytics and A/B testing of scripts.

Products, systems and ideas brought to life in working software.