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Local inference + Hyphae Cloud. Fresh knowledge with tenant-scoped authorization.
HiveMind Runtime
HiveMind is the runtime that turns a small model into a trustworthy system: deterministic rules first, bounded neural proposals second, independent verification always.
Architecture
A task travels one path. Each boundary owns exactly one thing, and none of them trusts the previous stage.
Execution modes
The same governed loop runs across privacy postures. Credentials resolve at runtime from the OS keychain — never from prompts, weights or config files.
Local inference + Hyphae Cloud. Fresh knowledge with tenant-scoped authorization.
Local inference + verified offline cache. Useful answers with proofs, no network.
Local inference + local or private Hyphae. Nothing leaves the machine. Air-gap friendly.
No personal-memory reads or writes. A session that leaves no trace by design.
Virtualized context
MARS does not promise infinite context. It provides resumable access to durable memory: a small working set, iterative retrieval, explicit citations and checkpointed task state.
16K
Policy, task state, recent dialogue, top-k evidence, output reserve — everything a bounded step needs.
32K
For genuinely wide steps, with explicit budget accounting and no silent truncation.
128K
Full physical capacity, reserved for audits. Context quality is measured by evidence recall — not advertised token length.
128K is physical capacity, not a promise of comprehension. Long tasks checkpoint verified claims and source IDs — they do not grow the prompt forever.
Teacher lane
Larger GPU models act as teachers and escalation services. Their outputs cross the same verifier and the same policy boundary as everything else.
Local-first API
The backend binds only to 127.0.0.1 and speaks a stable OpenAPI 3.1 contract. Any professional frontend integrates against these eight endpoints — user-facing messages in English and Spanish.
/v1/health Liveness of the local runtime /v1/runtime Runtime identity: artifact SHA-256, posture, languages /v1/knowledge/inspect Preview a document before ingesting — digest, size, warnings /v1/knowledge/commit Ingest a document into the local knowledge plane /v1/knowledge/sources Inventory of committed sources with content digests /v1/knowledge/sources/{digest} Remove one exact content-addressed source /v1/chat Governed question → decision, answer, sources, channels, receipt id /v1/receipts/{id} Fetch the canonical receipt for any response Loopback-only by design: external origins are rejected, secrets never appear in the contract, and a rejected verification returns a typed error — not a hallucination.
MARS, HiveMind and Hyphae are being built in the open by Celiums Solutions — local-first, fail-closed, and receipted end to end.