Files
Maven/internal/router/decisiontrace.go
claude 68a3c85186 Wire the heads between stage 0 and the resident model (V-664)
They run before the model because they are two orders of magnitude
faster and score better on both halves of the route. They decline
rather than clarify, so a declined turn carries on to the model and
then the classifier, which is what a box with no weights file does on
every turn. Nil heads are byte-for-byte the cascade that shipped
before this.

Measured on the 96-case fixture, classifier+ONNX either way:

  intent       76.0% -> 96.9%
  destination  36.4% -> 75.8%
  false clarify   0 -> 1
  missed clarify  8 -> 1
  p50          24.5ms -> 27.9ms

That beats the gemma-4-12b cascade on both halves, 84.4% and 72.7%, at
a twelfth of its 329ms. The four remaining destination misses are all
calendar, which is the stage 0 trade V-660 flagged and the owner has
not called yet.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_013ptwopxyo3Z2kwFckHkLvN
2026-08-08 22:24:37 +04:00

87 lines
3.3 KiB
Go

// router/decisiontrace.go — what the cascade tells the per-turn decision record.
//
// The cascade's arbitration is order (V-558): the first grammar whose Build
// agrees wins, and the model and the classifier are only reached because nobody
// upstream did. None of that is visible afterwards, so V-564 has each stage say
// its piece into the record riding the context. Nothing here reads the record
// back and nothing here can change a route — a nil recorder is the normal case
// in the fixture runner and every router test.
package router
import (
"context"
"github.com/kami/maven/internal/decision"
)
// The three routing engines, named as claimants. The model and the classifier
// are one stage and not two, because only one of them ever runs: the classifier
// is reached when the model is absent or errored, never alongside it. The heads
// run before both and decline on low confidence, so they can appear beside
// either one in a record.
const (
claimantLLM = "llm-router"
claimantClassifier = "classifier"
claimantHeads = "routing-heads"
)
// thinReason names which arm of gateLLMDecision cut the confidence. The gate
// has three structural holes and they are three different defects, so "thinned"
// alone is not enough to act on.
func thinReason(d *Decision) string {
switch {
case d.Intent == IntentFact && !d.Slots.HasKey:
return "a fact with no key even after the parser tried"
case d.Intent == IntentAct && !d.Slots.HasFn:
return "an act that never resolved to an allowlisted fn"
case d.Intent == IntentReminder && !reminderHasSubject(d.Slots.Text):
return "a reminder with no subject to say at the hour"
default:
return "below the clarify threshold"
}
}
// Reasons a stage-0 grammar did not take a turn. Kept apart because they are
// different defects: a pattern that never matched is a rule that does not know
// the shape, a Build that declined is a rule that knew the shape and refused
// the content (narrative-query and the wakeword acts do this by design), and a
// grammar after the winner was never consulted at all.
const (
reasonNoMatch = "pattern did not match"
reasonBuildDeclmn = "matched the shape, Build declined the content"
reasonEarlierClaim = "an earlier grammar claimed the turn"
)
// noteGrammarOutcomes records the stage-0 pass. examined is how many grammars
// were reached; declined holds the names whose Build said no; won is the winner
// or empty. Everything past the winner is named as never asked, because that
// silence is the thing the hardcoded order hides.
func (r *Router) noteGrammarOutcomes(ctx context.Context, examined int, declined map[int]bool, won string, intent Intent) {
rec := decision.From(ctx)
if rec == nil {
return
}
for i, g := range r.grammars {
switch {
case i >= examined:
rec.Note(decision.Claim{
Stage: decision.StageZero, Claimant: g.Name,
Outcome: decision.NeverAsked, Reason: reasonEarlierClaim,
})
case g.Name == won:
rec.Note(decision.Scored(decision.StageZero, g.Name, string(intent), 1.0,
decision.Won, ""))
case declined[i]:
rec.Note(decision.Claim{
Stage: decision.StageZero, Claimant: g.Name,
Outcome: decision.Declined, Reason: reasonBuildDeclmn,
})
default:
rec.Note(decision.Claim{
Stage: decision.StageZero, Claimant: g.Name,
Outcome: decision.Declined, Reason: reasonNoMatch,
})
}
}
}