the flat model could not hold a journal entry
an architecture pressure-test, in six phases, with one live smoke test that caught what static review didn't.
an architecture pressure-test, in six phases, with one live smoke test that caught what static review didn't.
Decide whether the missing piece is knowledge, behavior, or both.
One loop prepares the library. Another finds the evidence.
Choose what stays together before retrieval decides what matters.
Embeddings estimate relatedness. Indexes retrieve candidates.
Related passages are candidates. The answer still has to earn its place.
Clarify, rewrite, split, or chain before retrieval.
Start fixed. Branch only when failure is measured.
Evaluate both stages. Keep the trace.
A supported harness can resume the work because structured state survives beyond the conversation.
A prompt can ask. A boundary can refuse. The useful part is knowing which one you built.
The new part states what it is. The owning subsystem decides how that kind joins the system.
Autonomous inference can produce candidates without quietly deciding that they are true.