Data & AI

Data & AI note

This is a portfolio demonstration project, not a commercial offering. Mindbase is built by 4mohdisa as a solo project to show how the system works. The “Skysail” workspace inside it is a synthetic demo company— its data is generated, not real. Nothing here is a live service, and no real company’s data is processed.

What the demo holds

Everything inside the Skysail workspace is synthetic. Skysail is a generated demo company — its Slack threads, tickets, postmortems, pull requests, people, and incidents were produced to exercise the real pipeline, not drawn from any actual organisation. No real company data lives in this demonstration.

What a real deployment would process

In a real deployment, Mindbase would ingest a company’s own artifacts through the same door the demo data uses — messages, tickets, postmortems, code history, ownership. It extracts the repeated decision logic, routes every extracted rule through human approval, and serves the approved logic to agents. Every rule keeps a verified citation back to the artifact it came from; a rule that cannot be traced to real evidence is dropped rather than guessed.

The Neuron’s private layer never leaves the device

The Neuron desktop app captures a person’s local AI-coding sessions on their own machine. Its private layer — transcripts and private insights — stays on that device. The sync payload is structurally incapable of carrying a transcript, so nothing private can leave even by accident. Only what a person explicitly promotes is ever shared upward.

Which model providers process data

Mindbase reasons over retrieved company evidence using a frontier model — it does not train or fine-tune on company data, which would destroy the provenance the product depends on. When a model provider key is configured, the retrieved evidence for a given question is sent to that provider to reason over:

Anthropic (Claude) is the primary provider; Google (Gemini) is the supported alternate. Which one is used depends on the configured key. With no key configured, no data is sent to any provider — the app falls back to its deterministic path and labels the result honestly. In this demonstration, that means no external provider receives data unless a key has been added.

Honest limits

This is a demonstration, so some paths are built and honestly marked pending rather than live: OAuth connectors to real sources, container-level sandbox isolation, and live model runs where no key is present. Where something is not wired, it is labelled as such — never presented as working.