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Scheduled snapshot
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Private compute.
Public proof.

A self-hosted AI platform that runs local inference, Telegram summaries, autonomous news analysis, and a dedicated coding model without exposing the compute plane to the public internet.

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How the platform moves work

Interfaces and agents remain separate from the shared inference layer, keeping each component replaceable.

01 · INPUT

Telegram & scheduled jobs

Human requests and automated collection enter through narrowly scoped interfaces.

02 · ORCHESTRATE

Purpose-built agents

Application code handles workflow, storage, validation, and deterministic decisions.

03 · INFER

Local model servers

Shared llama.cpp inference stays private and uses dedicated production and coding models.

04 · PUBLISH

Sanitized outputs

Only selected static artifacts leave the platform for public viewing.

Platform signals

These are delayed, sanitized states from the scheduled publication cycle—not a live control interface.

Resource snapshot

Utilization is deliberately rounded. Detailed host telemetry remains private.

CPU utilization
Memory utilization
AI storage utilization
Current uptime

Engineering priorities

Security before convenience

No public model endpoint, no inbound home firewall rule, and no administrative controls in this showcase.

Small operational footprint

Existing scheduled work produces this page. There is no additional monitoring stack, database, or persistent collector.

Failure-aware design

Applications are separated from inference, scheduled work is locked against overlap, and public output remains available if the home platform is offline.

The dashboard is public. The system is not.

This page receives a small static snapshot during the existing publication cycle. A visitor never connects to the home server, model runtime, message store, or administration layer.

Inference and application data remain on private infrastructure.
No messages, identifiers, logs, addresses, or service commands are published.
Status values are rounded and delayed by design.