perf(ai-sdk): embed query once across router fan-out + fold umlauts in intent/concept matching
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Authority Router re-embedded the query per collection (6x); on dev the embed endpoint (OVH) is remote so that was 6 round-trips = 7-12s per /retrieve. Embed once, reuse via ctx across the concurrent per-collection searches. DetectIntent + ConceptNorms now fold ae/oe/ue/ss so ASCII (Pruefe) and umlaut (Pruefe) inputs both match.
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@@ -48,12 +48,12 @@ var legalConceptOntology = []conceptNorm{
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// ConceptNorms returns the load-bearing norm_ids for the concepts named in the
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// query (dedup, order-preserving). Empty if no concept is named.
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func ConceptNorms(query string) []string {
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q := strings.ToLower(query)
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q := normalizeGerman(query)
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seen := map[string]bool{}
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out := []string{}
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for _, cn := range legalConceptOntology {
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for _, kw := range cn.keywords {
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if strings.Contains(q, kw) {
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if strings.Contains(q, normalizeGerman(kw)) {
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for _, nid := range cn.normIDs {
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if !seen[nid] {
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seen[nid] = true
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