feat(ingestion): place raw notes in a wing without human typing (#205 S1–S4, S6) #207

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mathias merged 15 commits from wt/wing-layout into main 2026-10-20 06:21:45 +00:00
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// Package wing decides which brain wing an incoming raw note belongs to
// without the human typing it (hyperguild#205).
//
// The contract is conservative: a note is placed automatically only when the
// decision is explicit, or when two independent opinions (an LLM and a
// deterministic scorer) agree with enough confidence on a wing that is both
// known and eligible. Everything else is an Exception for a human to approve.
// A wing is never created here, and a wing the caller does not mark eligible
// (client wings, anything not deliberately tagged) is never auto-assigned.
package wing
import (
"context"
"fmt"
"strings"
)
// Source says how a Decision was reached.
type Source string
const (
Explicit Source = "explicit" // subfolder or frontmatter named the wing
Classified Source = "classified" // classifier + scorer agreed, confident
Exception Source = "exception" // needs a human
)
// Note is what the resolver sees of an incoming raw note.
type Note struct {
Dir string // first subfolder under raw/, "" when dropped at the top
FrontmatterWing string // `wing:` from the note's frontmatter, "" if absent
Text string
}
// Suggestion is a Classifier's answer. An empty Wing means "none fits".
type Suggestion struct {
Wing string
Confidence float64 // 0..1
Reason string
}
// Classifier proposes a wing from the candidates. Implementations must run on
// a local model; the resolver cannot enforce that.
type Classifier interface {
Classify(ctx context.Context, text string, candidates []string) (Suggestion, error)
}
// Scorer is an independent, deterministic opinion (e.g. BM25 against each
// wing's index). Higher is better; the key is the wing name.
type Scorer interface {
Score(text string) map[string]float64
}
// Decision is the outcome. For an Exception, Wing holds the proposal when
// there was one (so a reviewer can approve it) and is empty otherwise.
type Decision struct {
Wing string
Source Source
Confidence float64
Reason string
}
// Resolver holds the policy. Known is every existing wing; Eligible reports
// whether a known wing may be assigned automatically.
type Resolver struct {
Known []string
Eligible func(wing string) bool
Classifier Classifier
Scorer Scorer
Threshold float64
}
// Resolve never returns an error: anything it cannot decide safely is an
// Exception with the reason spelled out.
func (r Resolver) Resolve(ctx context.Context, n Note) Decision {
dir := norm(n.Dir)
fm := norm(n.FrontmatterWing)
switch {
case dir != "" && fm != "" && dir != fm:
return exception("", 0, fmt.Sprintf("subfolder %q and frontmatter wing %q disagree", dir, fm))
case dir != "":
return r.explicit(dir, "subfolder")
case fm != "":
return r.explicit(fm, "frontmatter")
}
return r.classify(ctx, n)
}
func (r Resolver) explicit(w, via string) Decision {
if why := r.refuse(w); why != "" {
return exception(w, 0, fmt.Sprintf("%s names %q: %s", via, w, why))
}
return Decision{Wing: w, Source: Explicit, Confidence: 1, Reason: "named by " + via}
}
func (r Resolver) classify(ctx context.Context, n Note) Decision {
if r.Classifier == nil {
return exception("", 0, "no classifier configured")
}
s, err := r.Classifier.Classify(ctx, n.Text, r.Known)
if err != nil {
return exception("", 0, fmt.Sprintf("classifier failed: %v", err))
}
w := norm(s.Wing)
if w == "" {
return exception("", s.Confidence, "classifier found no fitting wing")
}
if why := r.refuse(w); why != "" {
return exception(w, s.Confidence, fmt.Sprintf("classifier proposed %q: %s", w, why))
}
if s.Confidence < r.Threshold {
return exception(w, s.Confidence, fmt.Sprintf("confidence %.2f below threshold %.2f", s.Confidence, r.Threshold))
}
top, ok := r.scorerTop(n.Text)
if !ok {
return exception(w, s.Confidence, "scorer has no clear opinion to cross-check against")
}
if top != w {
return exception(w, s.Confidence, fmt.Sprintf("classifier says %q, scorer says %q", w, top))
}
return Decision{Wing: w, Source: Classified, Confidence: s.Confidence,
Reason: fmt.Sprintf("classifier and scorer agree (%.2f): %s", s.Confidence, s.Reason)}
}
// refuse returns why a wing may not be auto-assigned, or "" if it may.
func (r Resolver) refuse(w string) string {
if !r.known(w) {
return "not an existing wing (new wings are never created automatically)"
}
if r.Eligible == nil || !r.Eligible(w) {
return "not eligible for automatic assignment"
}
return ""
}
func (r Resolver) known(w string) bool {
for _, k := range r.Known {
if norm(k) == w {
return true
}
}
return false
}
// scorerTop returns the single best-scoring wing; a missing scorer, no scores,
// or a tie at the top is "no clear opinion".
func (r Resolver) scorerTop(text string) (string, bool) {
if r.Scorer == nil {
return "", false
}
best, bestScore, tied := "", 0.0, false
for k, v := range r.Scorer.Score(text) {
switch {
case v > bestScore:
best, bestScore, tied = norm(k), v, false
case v == bestScore && v > 0:
tied = true
}
}
if best == "" || tied {
return "", false
}
return best, true
}
func exception(w string, conf float64, reason string) Decision {
return Decision{Wing: w, Source: Exception, Confidence: conf, Reason: reason}
}
func norm(s string) string { return strings.ToLower(strings.TrimSpace(s)) }
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package wing_test
import (
"context"
"errors"
"testing"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
"github.com/mathiasbq/hyperguild/ingestion/internal/wing"
)
type fakeClassifier struct {
s wing.Suggestion
err error
calls int
}
func (f *fakeClassifier) Classify(_ context.Context, _ string, _ []string) (wing.Suggestion, error) {
f.calls++
return f.s, f.err
}
type fakeScorer map[string]float64
func (f fakeScorer) Score(string) map[string]float64 { return f }
// eligibleExcept allows every name except the listed ones. Being permissive on
// names it has never heard of means only the "known wing" check can stop an
// invented wing, so a test of that check cannot pass by accident.
func eligibleExcept(names ...string) func(string) bool {
deny := map[string]bool{}
for _, n := range names {
deny[n] = true
}
return func(w string) bool { return !deny[w] }
}
func newResolver(c wing.Classifier, s wing.Scorer) wing.Resolver {
return wing.Resolver{
Known: []string{"homelab", "hyperguild", "tapir", "rikatillsammans"},
Eligible: eligibleExcept("rikatillsammans"), // a client wing: known, never auto
Classifier: c,
Scorer: s,
Threshold: 0.8,
}
}
func TestResolve_ExplicitSignal(t *testing.T) {
tests := []struct {
name string
note wing.Note
want wing.Source
wantWing string
}{
{"subfolder of a known eligible wing", wing.Note{Dir: "homelab"}, wing.Explicit, "homelab"},
{"frontmatter of a known eligible wing", wing.Note{FrontmatterWing: "tapir"}, wing.Explicit, "tapir"},
{"subfolder and frontmatter agree", wing.Note{Dir: "tapir", FrontmatterWing: "tapir"}, wing.Explicit, "tapir"},
{"subfolder and frontmatter disagree", wing.Note{Dir: "tapir", FrontmatterWing: "homelab"}, wing.Exception, ""},
{"unknown wing is never created", wing.Note{Dir: "hoemlab"}, wing.Exception, "hoemlab"},
{"known but not eligible (client) wing is never auto-assigned", wing.Note{Dir: "rikatillsammans"}, wing.Exception, "rikatillsammans"},
{"subfolder is case-insensitive", wing.Note{Dir: "HomeLab"}, wing.Explicit, "homelab"},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
c := &fakeClassifier{}
d := newResolver(c, fakeScorer{}).Resolve(context.Background(), tt.note)
assert.Equal(t, tt.want, d.Source)
assert.Equal(t, tt.wantWing, d.Wing)
assert.Zero(t, c.calls, "an explicit signal must not spend an LLM call")
assert.NotEmpty(t, d.Reason)
})
}
}
func TestResolve_Classified(t *testing.T) {
tests := []struct {
name string
sugg wing.Suggestion
err error
scores fakeScorer
want wing.Source
wantWing string
}{
{"confident and scorer agrees", wing.Suggestion{Wing: "tapir", Confidence: 0.9}, nil, fakeScorer{"tapir": 3, "homelab": 1}, wing.Classified, "tapir"},
{"confidence exactly at threshold passes", wing.Suggestion{Wing: "tapir", Confidence: 0.8}, nil, fakeScorer{"tapir": 3}, wing.Classified, "tapir"},
{"below threshold is an exception, proposal kept", wing.Suggestion{Wing: "tapir", Confidence: 0.79}, nil, fakeScorer{"tapir": 3}, wing.Exception, "tapir"},
{"scorer disagrees", wing.Suggestion{Wing: "tapir", Confidence: 0.95}, nil, fakeScorer{"homelab": 5, "tapir": 1}, wing.Exception, "tapir"},
{"scorer has no opinion also needs review", wing.Suggestion{Wing: "tapir", Confidence: 0.95}, nil, fakeScorer{}, wing.Exception, "tapir"},
{"classifier proposes a client wing", wing.Suggestion{Wing: "rikatillsammans", Confidence: 0.99}, nil, fakeScorer{"rikatillsammans": 9}, wing.Exception, "rikatillsammans"},
{"classifier invents a wing", wing.Suggestion{Wing: "brand-new-wing", Confidence: 0.99}, nil, fakeScorer{"brand-new-wing": 9}, wing.Exception, "brand-new-wing"},
{"classifier abstains", wing.Suggestion{Wing: "", Confidence: 0}, nil, fakeScorer{"tapir": 3}, wing.Exception, ""},
{"classifier error", wing.Suggestion{}, errors.New("llm down"), fakeScorer{"tapir": 3}, wing.Exception, ""},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
c := &fakeClassifier{s: tt.sugg, err: tt.err}
d := newResolver(c, tt.scores).Resolve(context.Background(), wing.Note{Text: "some note"})
assert.Equal(t, tt.want, d.Source)
assert.Equal(t, tt.wantWing, d.Wing)
assert.NotEmpty(t, d.Reason, "every decision says why, so a spot-check can judge it")
assert.Equal(t, 1, c.calls)
})
}
}
func TestResolve_NilDependenciesFailClosed(t *testing.T) {
r := wing.Resolver{Known: []string{"tapir"}, Eligible: eligibleExcept(), Threshold: 0.8}
d := r.Resolve(context.Background(), wing.Note{Text: "x"})
require.Equal(t, wing.Exception, d.Source, "no classifier configured must route to review, not panic or guess")
}