CLAUDE.md said naming SourceWorld leaves his notes, his facts and the
personal boundary running first. The first two are true and the third is
not. The boundary is marked guesses: true, so queryWalk drops it whenever
the named destination is not recall.
That is deliberate and tested. It is what stops the boundary answering
'кто такой Линус Торвальдс?' with 'не нашла у тебя такой записи'. But it
means a destination a model wrote can take the boundary off a turn about
him, and the doc claimed the opposite.
Flagged as the owner's call rather than changed. Only the utterance leaves
the box either way.
Clarify is not a value of intent. It is a second question over the same
pooled vector: can Maven act on this at all. The eight want_clarify fixture
cases sat outside every number the heads measured, because a softmax has no
clarify class.
gen_clarify.py makes the class the corpus lacks. Every existing row was
generated FOR an intent, so every one is answerable. The router-prompt
agreement filter cannot work here, because routeGrammar has no clarify value
and a generated line always agrees with itself. A judge replaces it.
The first judge called 24 of 40 answerable rows underspecified. It judged
against a generic assistant, one that asks where about lunch. Restating
Maven's contract took that to 16 of 60, with all eight fixture cases caught.
Three seeds: 7.0 of 8 caught, 2.3 false of 88. The cascade today misses 1 and
produces 2. Confidence separates too, 0.851 right against 0.604 wrong.
BIO tags had no Maven-domain corpus, which was true of found corpora and
false of made ones. A GBNF closed over Maven's five slots plus a
substring check gives 2178 spans out of gemma-4-12b at no second call.
Three heads over one forward pass: intent 92.8%, destination 82.8%, slot
span F1 72.4% over three seeds. The slot head is free.
Epoch selection reads the intent dev slice, so it stops the slot head
about 4 points early. Recorded rather than fixed.
The 2026-08-07 week of usage was typed by hand and cannot be replayed, so
it measured a build and not a change. scripts/usage-run.py drives the same
reach from a turns file, which makes the next run a diff.
Baseline is master at beb093a: 140 turns, p50 1.6s, zero errors. Three
defects to move. A parked reminder clarify contaminates 19 later turns and
survives a day boundary. Query sources that guess claim six turns they
cannot answer, which is the class V-655 removes. And one question was read
as a capture.
Also records the slot head: gemma distils 2178 spans, three heads score
intent 92.8%, destination 82.8%, slot span F1 72.4% over three seeds.
The first 120 floor rows carried one sentence shape, because the generator
varies a topic and ambiguity is not a topic. Rotating six shapes takes the
floor 3/7 to 6/7 and the destination mean 75.8% to 80.8%.
Calendar stays 3/6 at every seed. The possessive agenda rules claim those
cases at stage 0 and name nothing, so no label reaches the head.
Also corrects the floor-case count in three files: five of the seven are
homelab, not six.
Step 3 of the routing-heads plan. Intent and destination share one masked mean
pool on e5-small. Destination scores 26/33 against 12/33 for the classifier
cascade and 24/33 for the cascade with gemma-4-12b, which is the teacher these
labels were distilled from. Recall goes 0/15 to 15/15.
Two heads, not four, and both cuts are label problems rather than GPU time.
Mood describes her own reply state and no dataset maps onto it. BIO slot tags
have no Maven-domain corpus.
The MASSIVE warm-start from step 2 is worth nothing here either. Stock ties it
on intent and leads by a third of a case on destination.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_013ptwopxyo3Z2kwFckHkLvN
The training workspace labels with routeSystem and routeGrammar, and it held
its own copies. V-660 changed both. A retyped prompt drifts silently, which is
the problem llm/check_prompt_parity.py exists for on the other side.
Inert unless MAVEN_DUMP_PROMPT names a directory.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_013ptwopxyo3Z2kwFckHkLvN
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