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Open-source systems in active development

Research becomes useful when it ships.

PoCISys develops practical tools around compute provenance, AI behavior monitoring, and independent mining infrastructure. These projects are public works in progress—shown honestly, documented as they mature.

Main application

PoCISys Gateway

Current WIP build

PoCISys Gateway sits between an application and its selected AI service, measuring requests while they pass through. The current private-local build surfaces response timing, reported model, failures, request history, model-specific baselines, and an optional path to Kaspa anchoring—without retaining the question or answer in the monitoring view.

Its purpose is to create auditable warning signals when reported models, performance, or learned operating patterns change. Those signals do not, by themselves, prove why a model behaved differently or that an actor was malicious.

  • Private local gateway
  • Model-specific baselines
  • Timing and failure telemetry
  • Reported-model checks
  • Kaspa anchoring pathway
  • Signed ancestry research
The screenshots show a newer work-in-progress build. The public repository may temporarily trail the interface and features shown here.

umbrelOS mining utility

PoCISys Hash Monitor

Open source

A read-only fleet dashboard for AxeOS, NerdQaxe, and LuxOS solo miners on umbrelOS. Hash Monitor brings device health, hashrate, temperatures, response times, shares, pools, block odds, and alerts into one calm operational view.

The low-burn Watch Screen is designed for long-running displays, while Discord transition alerts help surface meaningful changes without turning the dashboard into noise.

  • BTC, BCH, and KAS infrastructure
  • Multi-miner fleet overview
  • Read-only monitoring
  • Block-odds views
  • Discord transition alerts
  • Low-burn wall display