Controlled knowledge first
The first question isn't "which model?" It's "where
does our controlled knowledge go?" Packs are classified,
versioned, auditable, and portable. The knowledge layer
decides the deployment tier.
Evidence chains, not prompt logs
Every answer is verified against the verbatim source it
claims to rest on, and insufficient evidence is
a first-class verdict. If an answer is contested later,
it can be reconstructed: which pack, which version, which
sources.
Deployment boundaries are deliberate
Signed packs declare where they may run; runtimes verify
before opening; tampering fails loudly. Network is not a
grantable permission for pack engines. That is architecture, not policy.
Versioned, governed corpora
Eight validation gates run at pack seal (content modes,
engine closures, payload contracts) so problems fail on
the build machine, never in front of your users. Human
review gates (legal, educator, safeguarding) are part of
the release process, recorded on the pack itself.
Portable expert systems
The same foundations carry every vertical: a legal pack
and a curriculum pack differ in content and reviewers,
not in machinery. Build the governance once; reuse it for
every domain you own.