Trust-first install + verification
Make it obvious what runs on a node and how to verify it (checksums, signed manifests, view source).
Build assistants and search systems that stay grounded, auditable, and privacy-preserving — with clear status and operator tooling.
Make it obvious what runs on a node and how to verify it (checksums, signed manifests, view source).
Ask AI over retrieved results with prompt-injection defenses and explicit source labels.
Queue ages, node states, doc/index counts, and clear degraded-mode messaging when services are unavailable.