Initial commit of Descrybe v2 without local scratch artifacts.

Drop one-shot tmp/axe scripts and agent i18n scratch so the Gitea tree is deployable.

apps/api/internal/platformsettings/pinecone_dynamic.go

@@ -0,0 +1,64 @@
+package platformsettings
+
+import (
+	"context"
+	"errors"
+	"strings"
+
+	"github.com/descrybe/descrybe-v2/apps/api/internal/processing"
+)
+
+// DynamicPinecone resolves platform settings on each call so admin changes
+// apply without restarting the worker. Embeddings use admin AI role
+// "vectorization" (ResolveAIConfig) with OPENAI_EMBEDDING_* / OPENAI_* env fallback.
+type DynamicPinecone struct {
+	Settings *Service
+}
+
+func (d *DynamicPinecone) Enabled() bool {
+	if d == nil || d.Settings == nil {
+		return false
+	}
+	cfg, err := d.Settings.ResolvePinecone(context.Background())
+	return err == nil && cfg.Configured()
+}
+
+func (d *DynamicPinecone) SuggestCategory(ctx context.Context, companyID, productText string, candidates []string) (string, error) {
+	if d == nil || d.Settings == nil {
+		return "", errors.New("pinecone not configured")
+	}
+	cfg, err := d.Settings.ResolvePinecone(ctx)
+	if err != nil {
+		return "", err
+	}
+	if !cfg.Configured() {
+		return "", errors.New("pinecone not configured")
+	}
+	cat := processing.NewPineconeCategorizer(cfg.APIKey, cfg.Host, cfg.Namespace)
+	if emb, eerr := d.Settings.ResolveEmbedder(ctx); eerr == nil && emb != nil {
+		cat.Embedder = emb
+	}
+	return cat.SuggestCategory(ctx, companyID, productText, candidates)
+}
+
+// ResolveEmbedder builds an OpenAI-compatible Embedder from admin AI role
+// "vectorization" (DB), falling back to OPENAI_EMBEDDING_* then OPENAI_* env.
+// Returns (nil, nil) when unset so callers can keep Pinecone text-query mode.
+func (s *Service) ResolveEmbedder(ctx context.Context) (processing.Embedder, error) {
+	if s == nil {
+		return nil, nil
+	}
+	cfg, err := s.ResolveAIConfig(ctx, AIRoleVectorization)
+	if err != nil {
+		return nil, err
+	}
+	if strings.TrimSpace(cfg.APIKey) == "" {
+		return nil, nil
+	}
+	model := strings.TrimSpace(cfg.Model)
+	if model == "" {
+		model = defaultEmbeddingModel
+	}
+	client := processing.NewOpenAIClient(cfg.APIKey, cfg.BaseURL, model, 0, 3)
+	return client, nil
+}