Quesar. Private AI operations.

Follow the boundaries, one idea at a time.

ABI separates its pure AI core from storage I/O.

MCP owns the store-facing completion persistence tail.

Vector primitives and accelerator contracts.

The durable store integrates snapshots, WAL recovery and HNSW search.

Recovery can report corruption or I/O failure. Durability has limits.

Audit blocks carry predecessor hashes.

The block hash covers time, sequence, profile and metadata.

Strict verification recomputes content hashes. Link-only verification does not.

Abbey, Aviva and ABI are persona profiles with identity contracts.

Keyword routing is a local path. Explicit leading names can select a profile.

Abbey: conversational.

Aviva: direct, technical.

Abi: routing.

The scoped audit matches thirteen case-insensitive phrase patterns.

Six principles contribute, including safety and privacy.

Harm outside those phrases can escape detection.

A distributed cognitive fabric is a longer-term vision.

Compatibility and delivery require separate qualification.

Treat the roadmap as a direction, with questions still open.

Begin with a defined project.

Discuss the scope, inspect the sources, and agree on the evidence needed.