Merge branch 'main' of https://github.com/R0m1k3/CollectFlow

package-lock.json

@@ -8,6 +8,7 @@
       "name": "collect-flow",
       "version": "0.1.0",
       "dependencies": {
+        "@radix-ui/react-dropdown-menu": "^2.1.16",
         "@tanstack/react-query": "^5.90.21",
         "@tanstack/react-table": "^8.21.3",
         "@tanstack/react-virtual": "^3.13.18",

package.json

@@ -12,6 +12,7 @@
     "docker:build": "docker-compose up -d --build"
   },
   "dependencies": {
+    "@radix-ui/react-dropdown-menu": "^2.1.16",
     "@tanstack/react-query": "^5.90.21",
     "@tanstack/react-table": "^8.21.3",
     "@tanstack/react-virtual": "^3.13.18",

src/components/ui/dropdown-menu.tsx

@@ -0,0 +1,257 @@
+"use client"
+
+import * as React from "react"
+import { CheckIcon, ChevronRightIcon, CircleIcon } from "lucide-react"
+import { DropdownMenu as DropdownMenuPrimitive } from "radix-ui"
+
+import { cn } from "@/lib/utils"
+
+function DropdownMenu({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Root>) {
+  return <DropdownMenuPrimitive.Root data-slot="dropdown-menu" {...props} />
+}
+
+function DropdownMenuPortal({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Portal>) {
+  return (
+    <DropdownMenuPrimitive.Portal data-slot="dropdown-menu-portal" {...props} />
+  )
+}
+
+function DropdownMenuTrigger({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Trigger>) {
+  return (
+    <DropdownMenuPrimitive.Trigger
+      data-slot="dropdown-menu-trigger"
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuContent({
+  className,
+  sideOffset = 4,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Content>) {
+  return (
+    <DropdownMenuPrimitive.Portal>
+      <DropdownMenuPrimitive.Content
+        data-slot="dropdown-menu-content"
+        sideOffset={sideOffset}
+        className={cn(
+          "z-50 max-h-[80vh] min-w-[12rem] overflow-x-hidden overflow-y-auto rounded-md border border-[var(--border)] bg-[var(--bg-elevated)] p-2 text-[var(--text-primary)] shadow-md data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2",
+          className
+        )}
+        {...props}
+      />
+    </DropdownMenuPrimitive.Portal>
+  )
+}
+
+function DropdownMenuGroup({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Group>) {
+  return (
+    <DropdownMenuPrimitive.Group data-slot="dropdown-menu-group" {...props} />
+  )
+}
+
+function DropdownMenuItem({
+  className,
+  inset,
+  variant = "default",
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Item> & {
+  inset?: boolean
+  variant?: "default" | "destructive"
+}) {
+  return (
+    <DropdownMenuPrimitive.Item
+      data-slot="dropdown-menu-item"
+      data-inset={inset}
+      data-variant={variant}
+      className={cn(
+        "relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm focus:outline-none select-none focus:bg-accent focus:text-accent-foreground data-[disabled]:pointer-events-none data-[disabled]:opacity-50 data-[inset]:pl-8 data-[variant=destructive]:text-destructive data-[variant=destructive]:focus:bg-destructive/10 data-[variant=destructive]:focus:text-destructive dark:data-[variant=destructive]:focus:bg-destructive/20 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='w-'])]:w-4 [&_svg:not([class*='h-'])]:h-4 [&_svg:not([class*='text-'])]:text-muted-foreground data-[variant=destructive]:*:[svg]:text-destructive!",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuCheckboxItem({
+  className,
+  children,
+  checked,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.CheckboxItem>) {
+  return (
+    <DropdownMenuPrimitive.CheckboxItem
+      data-slot="dropdown-menu-checkbox-item"
+      className={cn(
+        "relative flex cursor-default select-none items-center rounded-sm py-2 pl-8 pr-2 text-sm outline-none transition-colors focus:bg-accent focus:text-accent-foreground data-[disabled]:pointer-events-none data-[disabled]:opacity-50",
+        className
+      )}
+      checked={checked}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex w-3.5 h-3.5 items-center justify-center">
+        <DropdownMenuPrimitive.ItemIndicator>
+          <CheckIcon className="w-4 h-4" />
+        </DropdownMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </DropdownMenuPrimitive.CheckboxItem>
+  )
+}
+
+function DropdownMenuRadioGroup({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.RadioGroup>) {
+  return (
+    <DropdownMenuPrimitive.RadioGroup
+      data-slot="dropdown-menu-radio-group"
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuRadioItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.RadioItem>) {
+  return (
+    <DropdownMenuPrimitive.RadioItem
+      data-slot="dropdown-menu-radio-item"
+      className={cn(
+        "relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm focus:outline-none select-none focus:bg-accent focus:text-accent-foreground data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='w-'])]:w-4 [&_svg:not([class*='h-'])]:h-4",
+        className
+      )}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex w-3.5 h-3.5 items-center justify-center">
+        <DropdownMenuPrimitive.ItemIndicator>
+          <CircleIcon className="w-2 h-2 fill-current" />
+        </DropdownMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </DropdownMenuPrimitive.RadioItem>
+  )
+}
+
+function DropdownMenuLabel({
+  className,
+  inset,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Label> & {
+  inset?: boolean
+}) {
+  return (
+    <DropdownMenuPrimitive.Label
+      data-slot="dropdown-menu-label"
+      data-inset={inset}
+      className={cn(
+        "px-2 py-1.5 text-sm font-medium data-[inset]:pl-8",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Separator>) {
+  return (
+    <DropdownMenuPrimitive.Separator
+      data-slot="dropdown-menu-separator"
+      className={cn("-mx-1 my-1 h-px bg-border", className)}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuShortcut({
+  className,
+  ...props
+}: React.ComponentProps<"span">) {
+  return (
+    <span
+      data-slot="dropdown-menu-shortcut"
+      className={cn(
+        "ml-auto text-xs tracking-widest text-muted-foreground",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuSub({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Sub>) {
+  return <DropdownMenuPrimitive.Sub data-slot="dropdown-menu-sub" {...props} />
+}
+
+function DropdownMenuSubTrigger({
+  className,
+  inset,
+  children,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.SubTrigger> & {
+  inset?: boolean
+}) {
+  return (
+    <DropdownMenuPrimitive.SubTrigger
+      data-slot="dropdown-menu-sub-trigger"
+      data-inset={inset}
+      className={cn(
+        "flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm focus:outline-none select-none focus:bg-accent focus:text-accent-foreground data-[inset]:pl-8 data-[state=open]:bg-accent data-[state=open]:text-accent-foreground [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='w-'])]:w-4 [&_svg:not([class*='h-'])]:h-4 [&_svg:not([class*='text-'])]:text-muted-foreground",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronRightIcon className="ml-auto w-4 h-4" />
+    </DropdownMenuPrimitive.SubTrigger>
+  )
+}
+
+function DropdownMenuSubContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.SubContent>) {
+  return (
+    <DropdownMenuPrimitive.SubContent
+      data-slot="dropdown-menu-sub-content"
+      className={cn(
+        "z-50 min-w-[8rem] origin-(--radix-dropdown-menu-content-transform-origin) overflow-hidden rounded-md border border-[var(--border)] bg-[var(--bg-elevated)] p-1 text-[var(--text-primary)] shadow-lg data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[state=open]:animate-in data-[state=open]:fade-in-0 data-[state=open]:zoom-in-95",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  DropdownMenu,
+  DropdownMenuPortal,
+  DropdownMenuTrigger,
+  DropdownMenuContent,
+  DropdownMenuGroup,
+  DropdownMenuLabel,
+  DropdownMenuItem,
+  DropdownMenuCheckboxItem,
+  DropdownMenuRadioGroup,
+  DropdownMenuRadioItem,
+  DropdownMenuSeparator,
+  DropdownMenuShortcut,
+  DropdownMenuSub,
+  DropdownMenuSubTrigger,
+  DropdownMenuSubContent,
+}

src/features/ai-copilot/business/context-profiler.ts

@@ -28,6 +28,26 @@ const MIN_RAYON_SIZE = 6;
 
 export type Quadrant = "STAR" | "TRAFIC" | "MARGE" | "WATCH";
 
+export interface ContextProfilerCache {
+    allCaPerStoreSorted: number[];
+    allQtyPerStoreSorted: number[];
+    allMargeValuesSorted: number[];
+
+    totalCaFournisseur: number;
+    totalQtyFournisseur: number;
+
+    top20CaThreshold: number;
+    top20QtyThreshold: number;
+
+    medianQtyPerStore: number;
+    medianMarge: number;
+
+    marge40: number;
+    qty60PerStore: number;
+
+    rayonStats: Map<string, { totalCa: number; totalQty: number; count: number }>;
+}
+
 export interface ProductContextProfile {
     // Identité
     codein: string;
@@ -108,28 +128,41 @@ export interface ProductContextProfile {
 // Helpers statistiques (purs)
 // ---------------------------------------------------------------------------
 
-function computePercentile(value: number, distribution: number[]): number {
-    if (distribution.length <= 1) return 100;
-    const sorted = [...distribution].sort((a, b) => a - b);
-    const first = sorted.indexOf(value);
-    const last = sorted.lastIndexOf(value);
-    if (first === -1) return 0;
-    const avgRank = (first + last) / 2;
-    return Math.round((avgRank / (sorted.length - 1)) * 100);
+function computePercentileFromSorted(value: number, sortedDistribution: number[]): number {
+    if (sortedDistribution.length <= 1) return 100;
+
+    let first = -1;
+    let last = -1;
+
+    for (let i = 0; i < sortedDistribution.length; i++) {
+        const current = sortedDistribution[i];
+        if (Math.abs(current - value) < 0.00001) { // Floating point protection
+            if (first === -1) first = i;
+            last = i;
+        } else if (current > value) {
+            if (first === -1) return Math.round((i / Math.max(1, sortedDistribution.length - 1)) * 100);
+            break;
+        }
+    }
+
+    if (first !== -1) {
+        const avgRank = (first + last) / 2;
+        return Math.round((avgRank / (sortedDistribution.length - 1)) * 100);
+    }
+
+    return 100;
 }
 
-function computeMedian(values: number[]): number {
-    if (values.length === 0) return 0;
-    const sorted = [...values].sort((a, b) => a - b);
+function computeMedianFromSorted(sorted: number[]): number {
+    if (sorted.length === 0) return 0;
     const mid = Math.floor(sorted.length / 2);
     return sorted.length % 2 !== 0
         ? sorted[mid]
         : (sorted[mid - 1] + sorted[mid]) / 2;
 }
 
-function valueAtPercentile(values: number[], p: number): number {
-    if (values.length === 0) return 0;
-    const sorted = [...values].sort((a, b) => a - b);
+function valueAtPercentileFromSorted(sorted: number[], p: number): number {
+    if (sorted.length === 0) return 0;
     const idx = Math.max(0, Math.ceil((p / 100) * sorted.length) - 1);
     return sorted[idx];
 }
@@ -151,69 +184,107 @@ function getRayonKey(p: ProductAnalysisInput): string {
     return p.libelleNiveau2 ?? "default";
 }
 
+const getNormStoreCount = (p: ProductAnalysisInput) => Math.max(1, p.storeCount ?? 1);
+const normCa = (p: ProductAnalysisInput) => (p.totalCa ?? 0) / getNormStoreCount(p);
+const normQty = (p: ProductAnalysisInput) => (p.totalQuantite ?? 0) / getNormStoreCount(p);
+const getWeightedCa = (p: ProductAnalysisInput) => p.weightedTotalCa ?? p.totalCa ?? 0;
+const getWeightedQty = (p: ProductAnalysisInput) => p.weightedTotalQuantite ?? p.totalQuantite ?? 0;
+
 // ---------------------------------------------------------------------------
 // Profiler principal
 // ---------------------------------------------------------------------------
 
 export class ContextProfiler {
+
+    /**
+     * Prépare un cache contextuel basé sur tous les produits pour éviter des tris 
+     * répétés en mode "Bulk Analyze". Réduit la latence de manière dramatique (O(N) au lieu de O(N^2)).
+     */
+    static prepareCache(allProds: ProductAnalysisInput[]): ContextProfilerCache {
+        const allCaPerStore = allProds.map(normCa);
+        const allQtyPerStore = allProds.map(normQty);
+        const allMargeValues = allProds.map(p => p.tauxMarge ?? 0);
+
+        // On trie une seule et unique fois
+        const allCaPerStoreSorted = [...allCaPerStore].sort((a, b) => a - b);
+        const allQtyPerStoreSorted = [...allQtyPerStore].sort((a, b) => a - b);
+        const allMargeValuesSorted = [...allMargeValues].sort((a, b) => a - b);
+
+        const totalCaFournisseur = allProds.reduce((s, p) => s + getWeightedCa(p), 0);
+        const totalQtyFournisseur = allProds.reduce((s, p) => s + getWeightedQty(p), 0);
+
+        const rayonStats = new Map<string, { totalCa: number; totalQty: number; count: number }>();
+        allProds.forEach(p => {
+            const key = getRayonKey(p);
+            if (!rayonStats.has(key)) rayonStats.set(key, { totalCa: 0, totalQty: 0, count: 0 });
+            const s = rayonStats.get(key)!;
+            s.totalCa += getWeightedCa(p);
+            s.totalQty += getWeightedQty(p);
+            s.count += 1;
+        });
+
+        return {
+            allCaPerStoreSorted,
+            allQtyPerStoreSorted,
+            allMargeValuesSorted,
+            totalCaFournisseur,
+            totalQtyFournisseur,
+            top20CaThreshold: valueAtPercentileFromSorted(allCaPerStoreSorted, 80),
+            top20QtyThreshold: valueAtPercentileFromSorted(allQtyPerStoreSorted, 80),
+            medianQtyPerStore: computeMedianFromSorted(allQtyPerStoreSorted),
+            medianMarge: computeMedianFromSorted(allMargeValuesSorted),
+            marge40: valueAtPercentileFromSorted(allMargeValuesSorted, 40),
+            qty60PerStore: valueAtPercentileFromSorted(allQtyPerStoreSorted, 60),
+            rayonStats,
+        };
+    }
+
     /**
      * Génère le profil contextuel d'un produit au sein de son lot fournisseur.
      */
     static buildProfile(
         target: ProductAnalysisInput,
         allProds: ProductAnalysisInput[],
-        scoring: ScoringResult
+        scoring: ScoringResult,
+        cache?: ContextProfilerCache
     ): ProductContextProfile {
         if (allProds.length === 0) {
             throw new Error("[ContextProfiler] Le lot de produits est vide.");
         }
 
+        // Utiliser le cache s'il est fourni (mode Bulk) pour éviter de recalculer, 
+        // sinon le générer à la volée (mode single item)
+        const ctx: ContextProfilerCache = cache ?? ContextProfiler.prepareCache(allProds);
+
         // ---------------------------------------------------------------------------
         // Normalisation par magasin — cœur de la v3
-        // Raison : un produit en 2 magasins a mécaniquement 2x plus de CA/QTÉ
-        // qu'un produit identique en 1 magasin. Sans normalisation, les percentiles
-        // et le quadrant sont fausss par le réseau de distribution, pas la perf.
         // ---------------------------------------------------------------------------
-        const getNormStoreCount = (p: ProductAnalysisInput) => Math.max(1, p.storeCount ?? 1);
-        const normCa = (p: ProductAnalysisInput) => (p.totalCa ?? 0) / getNormStoreCount(p);
-        const normQty = (p: ProductAnalysisInput) => (p.totalQuantite ?? 0) / getNormStoreCount(p);
-
         const targetStoreCount = getNormStoreCount(target);
         const targetCaPerStore = normCa(target);
         const targetQtyPerStore = normQty(target);
 
-        // 1. Totaux fournisseur (valeurs PONDÉRÉES pour comparaison équitable réseau)
-        //    weightedTotalCa/Qty projettent les 1-magasin sur une base réseau (×2).
-        const getWeightedCa = (p: ProductAnalysisInput) => p.weightedTotalCa ?? p.totalCa ?? 0;
-        const getWeightedQty = (p: ProductAnalysisInput) => p.weightedTotalQuantite ?? p.totalQuantite ?? 0;
-
-        const totalCaFournisseur = allProds.reduce((s, p) => s + getWeightedCa(p), 0);
-        const totalQtyFournisseur = allProds.reduce((s, p) => s + getWeightedQty(p), 0);
+        // 1. Totaux fournisseur
+        const { totalCaFournisseur, totalQtyFournisseur } = ctx;
 
         // 2. Totaux du rayon (Niveau 2 de nomenclature)
         const targetRayonKey = getRayonKey(target);
-        const rayonProds = allProds.filter(p => getRayonKey(p) === targetRayonKey);
-        const totalCaRayon = rayonProds.reduce((s, p) => s + getWeightedCa(p), 0);
-        const totalQtyRayon = rayonProds.reduce((s, p) => s + getWeightedQty(p), 0);
+        const rayonStat = ctx.rayonStats.get(targetRayonKey) ?? { totalCa: 0, totalQty: 0, count: 0 };
+        const totalCaRayon = rayonStat.totalCa;
+        const totalQtyRayon = rayonStat.totalQty;
+        const rayonSizeForSignals = rayonStat.count;
 
-        // 3. Distributions normalisées (PAR MAGASIN) — pour les percentiles et le quadrant
-        const allCaPerStore = allProds.map(normCa);
-        const allQtyPerStore = allProds.map(normQty);
-        const allMargeValues = allProds.map(p => p.tauxMarge ?? 0);
-
-        const pCa = computePercentile(targetCaPerStore, allCaPerStore);
-        const pQty = computePercentile(targetQtyPerStore, allQtyPerStore);
-        const pMarge = computePercentile(target.tauxMarge ?? 0, allMargeValues);
+        // 3. Percentiles (0-100) — sur distribution PAR MAGASIN
+        const pCa = computePercentileFromSorted(targetCaPerStore, ctx.allCaPerStoreSorted);
+        const pQty = computePercentileFromSorted(targetQtyPerStore, ctx.allQtyPerStoreSorted);
+        const pMarge = computePercentileFromSorted(target.tauxMarge ?? 0, ctx.allMargeValuesSorted);
         const pComposite = scoring.compositeScore;
 
-        // 4. Tops 20% (sur valeurs PAR MAGASIN)
-        const top20CaThreshold = valueAtPercentile(allCaPerStore, 80);
-        const top20QtyThreshold = valueAtPercentile(allQtyPerStore, 80);
-        const isTop20Ca = targetCaPerStore >= top20CaThreshold;
-        const isTop20Qty = targetQtyPerStore >= top20QtyThreshold;
+        // 4. Tops 20%
+        const isTop20Ca = targetCaPerStore >= ctx.top20CaThreshold;
+        const isTop20Qty = targetQtyPerStore >= ctx.top20QtyThreshold;
         const isAboveMedianComposite = pComposite >= 50;
 
-        // 5. Poids pondérés (valeurs réseau projetées pour représentativité réaliste)
+        // 5. Poids pondérés
         const weightCaFournisseur =
             totalCaFournisseur > 0
                 ? Math.round((getWeightedCa(target) / totalCaFournisseur) * 1000) / 10
@@ -223,52 +294,32 @@ export class ContextProfiler {
                 ? Math.round((getWeightedQty(target) / totalQtyFournisseur) * 1000) / 10
                 : 0;
 
-        // Bug fix : un produit dans le top 30% de marge du lot apporte une valeur
-        // réelle en rentabilité. L'exclure du signal isLowContribution évite de le
-        // pénaliser uniquement parce que son volume/CA est faible (profil 💎 pur).
-        // Le seuil de faible contribution utilise désormais des percentiles plutôt
-        // que des valeurs absolues pour ne pas pénaliser les gros fournisseurs.
         const isLowContribution = pCa <= 30 && pQty <= 30 && pMarge <= 70;
 
-        // 6. Signaux Trafic / Marge + Quadrant (sur valeurs PAR MAGASIN)
-        // Médianes calculées ici pour être disponibles dans les sections 6 ET 7.
-        const medianQtyPerStore = computeMedian(allQtyPerStore);
-        const medianMarge = computeMedian(allMargeValues);
-
-        const rayonSizeForSignals = rayonProds.length;
+        // 6. Signaux Trafic / Marge + Quadrant
         const signalsActive = rayonSizeForSignals >= MIN_RAYON_SIZE;
 
         let isHighVolumeWithLowMargin = false;
         let isMargePure = false;
 
-        // Bug fix : isMargePure est désormais calculé sur tous les rayons, même petits.
-        // Raison : la marge absolue est une donnée fiable quelle que soit la taille du lot.
-        // Le signal isHighVolumeWithLowMargin (trafic) garde le seuil MIN_RAYON_SIZE car
-        // il nécessite une distribution volumique suffisante pour être statistiquement valide.
         {
-            const marge40 = valueAtPercentile(allMargeValues, 40);
-            const qty60PerStore = valueAtPercentile(allQtyPerStore, 60);
-
-            // Signal trafic : nécessite un rayon suffisamment large
             if (signalsActive) {
                 isHighVolumeWithLowMargin =
-                    targetQtyPerStore >= qty60PerStore &&
-                    (target.tauxMarge ?? 0) < marge40;
+                    targetQtyPerStore >= ctx.qty60PerStore &&
+                    (target.tauxMarge ?? 0) < ctx.marge40;
             }
 
-            // Signal marge pure : au-dessus de la médiane marge + volume faible.
-            // Utilise la médiane (P50) plutôt que P70 pour être robuste sur petits lots.
             isMargePure =
-                (target.tauxMarge ?? 0) > medianMarge &&
-                targetQtyPerStore < medianQtyPerStore;
+                (target.tauxMarge ?? 0) > ctx.medianMarge &&
+                targetQtyPerStore < ctx.medianQtyPerStore;
         }
 
-        // 7. Quadrant (basé sur les médianes PAR MAGASIN — déjà calculées en section 6)
+        // 7. Quadrant
         const { quadrant, quadrantLabel, quadrantEmoji } = ContextProfiler.resolveQuadrant(
             targetQtyPerStore,
             target.tauxMarge ?? 0,
-            medianQtyPerStore,
-            medianMarge
+            ctx.medianQtyPerStore,
+            ctx.medianMarge
         );
 
         // 8. Gardes-fous (signaux, pas des verdicts — Mary décide au final)

src/features/grid/api/get-product-rows.ts

@@ -149,7 +149,7 @@ export async function getProductRows(input: GetProductRowsInput): Promise<Produc
             const workingStores: string[] = [];
             for (const [magasin, periods] of productStores.entries()) {
                 if (magasin === "TOTAL") continue;
-                if (periods.size >= 3) {
+                if (periods.size >= 1) {
                     workingStores.push(magasin);
                 }
             }

src/features/grid/components/bulk-action-toolbar.tsx

@@ -17,12 +17,16 @@ interface BulkActionToolbarProps {
 }
 
 export function BulkActionToolbar({ selectedCodeins, onClearSelection }: BulkActionToolbarProps) {
-    const { setDraftGamme } = useGridStore();
+    const { batchSetDraftGamme } = useGridStore();
 
     if (selectedCodeins.length === 0) return null;
 
     const applyBulk = (code: GammeCode) => {
-        selectedCodeins.forEach((codein) => setDraftGamme(codein, code));
+        const changes = selectedCodeins.reduce((acc, codein) => {
+            acc[codein] = code;
+            return acc;
+        }, {} as Record<string, GammeCode>);
+        batchSetDraftGamme(changes);
         onClearSelection();
     };
 

src/features/grid/components/bulk-ai-analyzer.tsx

@@ -150,6 +150,9 @@ export function BulkAiAnalyzer() {
         const scoringResults = new Map<string, ReturnType<typeof ScoringEngine.analyzeRayon>>();
         const productPayloads: (ProductAnalysisInput & { scoring: any })[] = [];
 
+        // Pre-compute context thresholds to prevent O(N^2) and O(N^2 log N) performance freezes
+        const contextCache = ContextProfiler.prepareCache(initialPayloads);
+
         for (let i = 0; i < initialPayloads.length; i += SCORING_BATCH_SIZE) {
             if (isCancelledRef.current) break;
 
@@ -161,7 +164,7 @@ export function BulkAiAnalyzer() {
 
                 let contextProfile: ProductAnalysisInput["contextProfile"];
                 try {
-                    contextProfile = ContextProfiler.buildProfile(p, initialPayloads, scoringRes);
+                    contextProfile = ContextProfiler.buildProfile(p, initialPayloads, scoringRes, contextCache);
                 } catch (err) {
                     console.warn(`[BulkAnalyzer] ContextProfiler failed for ${p.codein}:`, err);
                     contextProfile = undefined;

src/features/grid/components/grid-client.tsx

@@ -91,6 +91,7 @@ export function GridClient({ initialRows, nomFournisseur, fournisseurs, magasins
                     </p>
                 </div>
                 <div className="flex items-center gap-3">
+                    <div id="grid-toolbar-actions"></div>
                     <ExportDropdown nomFournisseur={nomFournisseur} />
                     {hasDrafts && (
                         <button

src/features/grid/components/heatmap-grid.tsx

@@ -1,6 +1,7 @@
 "use client";
 
 import React, { useRef, useState, useCallback, useEffect, useMemo } from "react";
+import { createPortal } from "react-dom";
 import {
     useReactTable,
     getCoreRowModel,
@@ -12,7 +13,13 @@ import {
     RowSelectionState,
 } from "@tanstack/react-table";
 import { useVirtualizer } from "@tanstack/react-virtual";
-import { ChevronUp, ChevronDown, ChevronsUpDown, Copy, Check, Store } from "lucide-react";
+import { ChevronUp, ChevronDown, ChevronsUpDown, Copy, Check, Store, SlidersHorizontal } from "lucide-react";
+import {
+    DropdownMenu,
+    DropdownMenuCheckboxItem,
+    DropdownMenuContent,
+    DropdownMenuTrigger,
+} from "@/components/ui/dropdown-menu";
 import { useGridStore } from "@/features/grid/store/use-grid-store";
 import { GammeSelect } from "@/features/grid/components/gamme-select";
 import { HeatmapCell } from "@/features/grid/components/heatmap-cell";
@@ -112,11 +119,15 @@ interface VirtualRowProps {
     row: Row<ProductRow>;
     rowHeight: number;
     isSelected: boolean;
+    columnVisibility: Record<string, boolean>;
+    columnSizing: Record<string, number>;
 }
 
-const GridRow = React.memo(({ virtualRow, row, rowHeight, isSelected }: VirtualRowProps) => {
+const GridRow = React.memo(({ virtualRow, row, rowHeight, isSelected, columnVisibility, columnSizing }: VirtualRowProps) => {
     // Uniquement la ligne concernée écoute son propre changement pour l'effet visuel
     const effectiveGamme = useGridStore((s) => s.draftChanges[row.original.codein] ?? row.original.codeGamme);
+    void columnVisibility; // Force re-render via React.memo when visibility changes
+    void columnSizing; // Force re-render via React.memo when resizing columns
 
     return (
         <tr
@@ -170,7 +181,9 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
     const { rows, filters, displayDensity } = useGridStore();
     const [sorting, setSorting] = useState<SortingState>([]);
     const [rowSelection, setRowSelection] = useState<RowSelectionState>({});
+    const { columnVisibility, setColumnVisibility, columnSizing, setColumnSizing } = useGridStore();
     const [isMounted, setIsMounted] = useState(false);
+    const [portalContainer, setPortalContainer] = useState<HTMLElement | null>(null);
     const tableContainerRef = useRef<HTMLDivElement>(null);
 
     // Calculer les mois dynamiquement pour éviter le mismatch entre serveur et client
@@ -178,6 +191,8 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
 
     useEffect(() => {
         setIsMounted(true);
+        const container = document.getElementById('grid-toolbar-actions');
+        setPortalContainer(container);
     }, []);
 
     const rowHeight = displayDensity === "compact" ? 32 : displayDensity === "normal" ? 40 : 48;
@@ -241,7 +256,7 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
         },
         {
             accessorKey: "codein",
-            header: "Code",
+            header: "Code interne",
             size: 90,
             cell: ({ getValue }) => {
                 const value = getValue<string>();
@@ -259,7 +274,7 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
                     <div
                         onClick={handleCopy}
                         className="group flex items-center gap-1.5 cursor-pointer hover:text-emerald-500 transition-colors"
-                        title="Copier le code"
+                        title="Copier le code interne"
                     >
                         <span className="tabular-nums font-bold text-[12px] tracking-tight opacity-70 group-hover:opacity-100" style={{ color: "var(--text-muted)" }}>
                             {value}
@@ -275,6 +290,32 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
                 );
             },
         },
+        {
+            accessorKey: "reference",
+            header: "Référence",
+            size: 110,
+            cell: ({ getValue }) => {
+                const val = getValue<string>();
+                return (
+                    <span className="text-[12px] font-mono opacity-80" style={{ color: "var(--text-secondary)" }}>
+                        {val || "-"}
+                    </span>
+                );
+            },
+        },
+        {
+            accessorKey: "gtin",
+            header: "EAN / GTIN",
+            size: 120,
+            cell: ({ getValue }) => {
+                const val = getValue<string>();
+                return (
+                    <span className="text-[12px] font-mono tracking-tight opacity-70" style={{ color: "var(--text-secondary)" }}>
+                        {val || "-"}
+                    </span>
+                );
+            },
+        },
         {
             accessorKey: "libelle1",
             header: "Désignation",
@@ -413,9 +454,12 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
     const table = useReactTable({
         data: rows,
         columns,
-        state: { sorting, globalFilter: filters.search, rowSelection },
+        state: { sorting, globalFilter: filters.search, rowSelection, columnVisibility, columnSizing },
         onSortingChange: setSorting,
         onRowSelectionChange: handleRowSelectionChange,
+        onColumnVisibilityChange: setColumnVisibility,
+        onColumnSizingChange: setColumnSizing,
+        columnResizeMode: "onChange",
         getCoreRowModel: getCoreRowModel(),
         getSortedRowModel: getSortedRowModel(),
         getFilteredRowModel: getFilteredRowModel(),
@@ -424,7 +468,9 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
             const search = String(filterValue).toLowerCase();
             const libelle = String(row.original.libelle1 || "").toLowerCase();
             const code = String(row.original.codein || "").toLowerCase();
-            return libelle.includes(search) || code.includes(search);
+            const reference = String(row.original.reference || "").toLowerCase();
+            const gtin = String(row.original.gtin || "").toLowerCase();
+            return libelle.includes(search) || code.includes(search) || reference.includes(search) || gtin.includes(search);
         },
     });
 
@@ -437,7 +483,8 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
         overscan: 20,
     });
 
-    const totalWidth = columns.reduce((s, c) => s + ((c as { size?: number }).size ?? 150), 0);
+    const visibleColumns = table.getVisibleLeafColumns();
+    const totalWidth = visibleColumns.reduce((s, c) => s + ((c.columnDef as { size?: number }).size ?? 150), 0);
 
     if (!isMounted) {
         return (
@@ -454,77 +501,127 @@ export function HeatmapGrid({ onSelectionChange }: HeatmapGridProps) {
     }
 
     return (
-        <div
-            ref={tableContainerRef}
-            className="h-full w-full overflow-auto rounded-[12px] scroll-smooth"
-            style={{
-                background: "var(--bg-surface)",
-                border: "1px solid var(--border)",
-                boxShadow: "var(--shadow-sm)"
-            }}
-        >
-            <table className="text-sm block" style={{ width: "100%", minWidth: totalWidth }}>
-                <thead className="sticky top-0 z-10 block" style={{
-                    background: "linear-gradient(to bottom, var(--bg-elevated), var(--bg-surface))",
-                    borderBottom: "1px solid var(--border-strong)",
-                    backdropFilter: "blur(10px)",
-                    WebkitBackdropFilter: "blur(10px)"
-                }}>
-                    {table.getHeaderGroups().map((headerGroup) => (
-                        <tr key={headerGroup.id} className="flex w-full">
-                            {headerGroup.headers.map((header) => {
-                                const isFlexible = header.column.id === "libelle1" || header.column.id === "ai" || header.column.id === "libelle3";
-                                const isCenter = header.column.id === "totalQuantite" || header.column.id === "totalCa" || header.column.id === "totalMarge" || header.column.id.startsWith("month_") || header.column.id === "gammeInitial" || header.column.id === "score" || header.column.id === "gamme";
-                                const size = header.getSize();
+        <div className="h-full w-full relative">
+            {portalContainer && createPortal(
+                <DropdownMenu>
+                    <DropdownMenuTrigger asChild>
+                        <button
+                            className="flex items-center justify-center gap-2 px-3 py-1.5 rounded-md text-sm font-semibold bg-[var(--action-secondary-bg)] text-[var(--action-secondary-text)] border border-[var(--border-strong)] hover:border-[var(--accent)] hover:text-[var(--accent)] transition-all shadow-sm apple-btn-secondary"
+                            aria-label="Afficher/masquer les colonnes"
+                        >
+                            <SlidersHorizontal className="w-4 h-4" />
+                            Colonnes
+                        </button>
+                    </DropdownMenuTrigger>
+                    <DropdownMenuContent align="end" className="w-[220px] max-h-[50vh] overflow-y-auto z-50">
+                        {table
+                            .getAllLeafColumns()
+                            .filter((column: any) => column.getCanHide())
+                            .map((column: any) => {
                                 return (
-                                    <th
-                                        key={header.id}
-                                        className="px-2 py-3 text-[10px] font-black uppercase tracking-[0.05em] whitespace-nowrap select-none flex items-center transition-colors hover:bg-white/5"
-                                        style={{
-                                            width: isFlexible ? "100%" : size,
-                                            flex: isFlexible ? `1 1 ${size}px` : `0 0 ${size}px`,
-                                            minWidth: size,
-                                            maxWidth: isFlexible ? "none" : size,
-                                            color: "var(--text-muted)",
-                                            justifyContent: isCenter ? "center" : "flex-start"
-                                        }}
-                                        onClick={header.column.getToggleSortingHandler()}
+                                    <DropdownMenuCheckboxItem
+                                        key={column.id}
+                                        className="capitalize text-xs cursor-pointer font-medium"
+                                        checked={column.getIsVisible()}
+                                        onCheckedChange={(value) => column.toggleVisibility(!!value)}
+                                        onSelect={(e: Event) => e.preventDefault()}
                                     >
-                                        <div className={`flex items-center gap-1.5 cursor-pointer ${isCenter ? "justify-center w-full" : ""}`}>
-                                            {flexRender(header.column.columnDef.header, header.getContext())}
-                                            {header.column.getCanSort() && (
-                                                <div className="shrink-0 opacity-40">
-                                                    {header.column.getIsSorted() === "asc" ? <ChevronUp className="w-3 h-3 text-emerald-500" />
-                                                        : header.column.getIsSorted() === "desc" ? <ChevronDown className="w-3 h-3 text-emerald-500" />
-                                                            : <ChevronsUpDown className="w-3 h-3" />
-                                                    }
-                                                </div>
-                                            )}
-                                        </div>
-                                    </th>
+                                        {typeof column.columnDef.header === 'string'
+                                            ? column.columnDef.header
+                                            : column.id.startsWith('month_')
+                                                ? formatMonthLabel(column.id.replace('month_', ''))
+                                                : column.id}
+                                    </DropdownMenuCheckboxItem>
                                 );
                             })}
-                        </tr>
-                    ))}
-                </thead>
-                <tbody key={displayDensity} style={{ height: rowVirtualizer.getTotalSize(), position: "relative", display: "block" }}>
-                    {rowVirtualizer.getVirtualItems().map((virtualRow) => {
-                        const row = tableRows[virtualRow.index];
-                        const isSelected = row.getIsSelected();
+                    </DropdownMenuContent>
+                </DropdownMenu>,
+                portalContainer
+            )}
 
-                        return (
-                            <div key={row.id} ref={rowVirtualizer.measureElement} style={{ position: 'absolute', top: 0, left: 0, width: '100%' }}>
-                                <GridRow
-                                    virtualRow={virtualRow}
-                                    row={row}
-                                    rowHeight={rowHeight}
-                                    isSelected={isSelected}
-                                />
-                            </div>
-                        );
-                    })}
-                </tbody>
-            </table>
+            <div
+                ref={tableContainerRef}
+                className="h-full w-full overflow-auto rounded-[12px] scroll-smooth relative"
+                style={{
+                    background: "var(--bg-surface)",
+                    border: "1px solid var(--border)",
+                    boxShadow: "var(--shadow-sm)"
+                }}
+            >
+                <table className="text-sm block" style={{ width: "100%", minWidth: totalWidth }}>
+                    <thead className="sticky top-0 z-10 block" style={{
+                        background: "linear-gradient(to bottom, var(--bg-elevated), var(--bg-surface))",
+                        borderBottom: "1px solid var(--border-strong)",
+                        backdropFilter: "blur(10px)",
+                        WebkitBackdropFilter: "blur(10px)"
+                    }}>
+                        {table.getHeaderGroups().map((headerGroup) => (
+                            <tr key={headerGroup.id} className="flex w-full">
+                                {headerGroup.headers.map((header) => {
+                                    const isFlexible = header.column.id === "libelle1" || header.column.id === "ai" || header.column.id === "libelle3";
+                                    const isCenter = header.column.id === "totalQuantite" || header.column.id === "totalCa" || header.column.id === "totalMarge" || header.column.id.startsWith("month_") || header.column.id === "gammeInitial" || header.column.id === "score" || header.column.id === "gamme";
+                                    const size = header.getSize();
+                                    return (
+                                        <th
+                                            key={header.id}
+                                            className="px-2 py-3 text-[10px] font-black uppercase tracking-[0.05em] whitespace-nowrap select-none flex items-center transition-colors hover:bg-white/5 relative group/header"
+                                            style={{
+                                                width: isFlexible ? "100%" : size,
+                                                flex: isFlexible ? `1 1 ${size}px` : `0 0 ${size}px`,
+                                                minWidth: size,
+                                                maxWidth: isFlexible ? "none" : size,
+                                                color: "var(--text-muted)",
+                                                justifyContent: isCenter ? "center" : "flex-start"
+                                            }}
+                                            onClick={header.column.getToggleSortingHandler()}
+                                        >
+                                            <div className={`flex items-center gap-1.5 cursor-pointer ${isCenter ? "justify-center w-full" : ""}`}>
+                                                {flexRender(header.column.columnDef.header, header.getContext())}
+                                                {header.column.getCanSort() && (
+                                                    <div className="shrink-0 opacity-40">
+                                                        {header.column.getIsSorted() === "asc" ? <ChevronUp className="w-3 h-3 text-emerald-500" />
+                                                            : header.column.getIsSorted() === "desc" ? <ChevronDown className="w-3 h-3 text-emerald-500" />
+                                                                : <ChevronsUpDown className="w-3 h-3" />
+                                                        }
+                                                    </div>
+                                                )}
+                                            </div>
+                                            {/* Handle de redimensionnement de la colonne */}
+                                            {header.column.getCanResize() && (
+                                                <div
+                                                    onMouseDown={header.getResizeHandler()}
+                                                    onTouchStart={header.getResizeHandler()}
+                                                    onClick={(e) => e.stopPropagation()}
+                                                    className={`absolute right-0 top-0 h-full w-1.5 cursor-col-resize user-select-none touch-none hover:bg-emerald-500/50 ${header.column.getIsResizing() ? "bg-emerald-500" : ""}`}
+                                                />
+                                            )}
+                                        </th>
+                                    );
+                                })}
+                            </tr>
+                        ))}
+                    </thead>
+                    <tbody key={displayDensity} style={{ height: rowVirtualizer.getTotalSize(), position: "relative", display: "block" }}>
+                        {rowVirtualizer.getVirtualItems().map((virtualRow) => {
+                            const row = tableRows[virtualRow.index];
+                            const isSelected = row.getIsSelected();
+
+                            return (
+                                <div key={row.id} ref={rowVirtualizer.measureElement} style={{ position: 'absolute', top: 0, left: 0, width: '100%' }}>
+                                    <GridRow
+                                        virtualRow={virtualRow}
+                                        row={row}
+                                        rowHeight={rowHeight}
+                                        isSelected={isSelected}
+                                        columnVisibility={columnVisibility}
+                                        columnSizing={columnSizing}
+                                    />
+                                </div>
+                            );
+                        })}
+                    </tbody>
+                </table>
+            </div>
         </div>
     );
 }

src/features/grid/store/use-grid-store.ts

@@ -14,6 +14,10 @@ interface GridState {
     displayDensity: "compact" | "normal" | "comfortable";
     /** The active URL search parameters (e.g. ?fournisseur=123&magasin=TOTAL) */
     activeGridQuery: string;
+    /** Persisted column visibility state */
+    columnVisibility: Record<string, boolean>;
+    /** Persisted column sizing state */
+    columnSizing: Record<string, number>;
 
     // Actions
     setRows: (rows: ProductRow[]) => void;
@@ -26,6 +30,8 @@ interface GridState {
     setActiveGridQuery: (query: string) => void;
     restoreSnapshot: (changes: Record<string, GammeCode>) => void;
     batchSetDraftGamme: (changes: Record<string, GammeCode>) => void;
+    setColumnVisibility: (updater: Record<string, boolean> | ((old: Record<string, boolean>) => Record<string, boolean>)) => void;
+    setColumnSizing: (updater: Record<string, number> | ((old: Record<string, number>) => Record<string, number>)) => void;
 }
 
 function computeSummary(rows: ProductRow[], drafts: Record<string, GammeCode>): GridSummary {
@@ -67,6 +73,8 @@ export const useGridStore = create<GridState>()(
             },
             displayDensity: "normal",
             activeGridQuery: "",
+            columnVisibility: {},
+            columnSizing: {},
 
             setRows: (rows) => {
                 set({ rows, summary: computeSummary(rows, get().draftChanges) });
@@ -124,15 +132,28 @@ export const useGridStore = create<GridState>()(
 
                 set({ draftChanges: updatedDrafts, summary: computeSummary(rows, updatedDrafts) });
             },
+
+            setColumnVisibility: (updater) => {
+                set((state) => ({
+                    columnVisibility: typeof updater === 'function' ? updater(state.columnVisibility) : updater
+                }));
+            },
+            setColumnSizing: (updater) => {
+                set((state) => ({
+                    columnSizing: typeof updater === 'function' ? updater(state.columnSizing) : updater
+                }));
+            },
         }),
         {
             name: "collectflow-grid-storage",
-            // Only persist filters, display density, drafts, and active grid query
+            // Only persist filters, display density, drafts, active grid query, and column visibility/sizing
             partialize: (state) => ({
                 filters: state.filters,
                 displayDensity: state.displayDensity,
                 draftChanges: state.draftChanges,
                 activeGridQuery: state.activeGridQuery,
+                columnVisibility: state.columnVisibility,
+                columnSizing: state.columnSizing,
             }),
         }
     )

task.md

@@ -1,31 +1,23 @@
-# Tâches en cours : Refonte du Moteur de Recommandation IA (Multi-Dimensionnel)
+# Tâches en cours : Activation BMad Master et Party Mode
 
 ## Contexte
 
-Mary (IA) donnait des recommandations basées sur le score brut sans analyse contextuelle. La refonte introduit un profilage statistique adaptatif (poids CA, poids QTÉ, marge, profil quadrant) avant de soumettre à l'IA.
+L'utilisateur a activé le menu BMad Master puis a demandé à lancer le "Party Mode" (pm), un processus de discussion de groupe multi-agents.
 
 ## Focus Actuel
 
-**Implémentation** : Création du `context-profiler.ts`, refonte du prompt `analysis-engine.ts`, injection dans `bulk-ai-analyzer.tsx`.
+**Implémentation** : Récupérer le manifeste des agents et initialiser le Party Mode avec un message de bienvenue incluant l'introduction de quelques agents diversifiés.
 
 ## Master Plan
 
-- [x] Diagnostic et analyse du pipeline existant
-- [x] Rédaction du plan d'implémentation (validé par Michael)
-- [x] Créer `context-profiler.ts` (profilage adaptatif, percentiles dynamiques)
-- [x] Modifier `ai-analysis.types.ts` (ajout `contextProfile` + `codeNomenclatureN2`)
-- [x] Refondre `analysis-engine.ts` (nouveau prompt Mary v3)
-- [x] Modifier `bulk-ai-analyzer.tsx` (injection ContextProfiler + `r.code2`)
-- [ ] Vérification TypeScript (`tsc --noEmit` en cours)
-- [x] Refonte esthétique des paramètres (Boutons Glossy, Glassmorphism)
-- [x] Créer le Walkthrough
-- [ ] Tests manuels sur cas critiques (à faire par Michael)
+- [x] Rôle assumé : BMad Master
+- [x] Chargement de la configuration
+- [x] Lancement de l'orchestration du workflow "Party Mode"
+- [x] Récupération du manifeste des agents (`agent-manifest.csv`)
+- [x] Message d'activation et introduction de l'équipe
 
 ## Progress Log
 
-- **Agent Architecte (Timeout)** : Intervention structurelle sur l'entonnoir d'analyse :
-  - **Client-Side (AbortController)** : Timeout poussé de 25s à 50s pour supporter les requêtes des LLM denses (ex: M37).
-  - **Server-Side (N+1 Query)** : Suppression d'une requête BDD redondante invoquée par chaque produit, éliminant ~100 appels BDD par lot.
-- **Agent Architecte (Gamme C)** : Prompt v5 → Mary ne recommande plus que A ou Z. Gamme C interdite (réservée saisonniers). Garde-fou C→A côté client. Concurrence réduite à 2 workers, max_tokens réduit à 150.
-- **Bouton Analyse IA** : Refactorisé en `apple-btn-secondary` (sobre, conforme PRD Apple-style) avec icône Sparkles colorée en accent.
-- **Vérification** : Walkthrough documenté et système fluidifié.
+- BMad Master s'est présenté et a affiché le menu.
+- L'utilisateur a sélectionné l'option "pm" (Party Mode).
+- Chargement des directives du workflow Party Mode effectué.

verify-fix.ts

@@ -1,27 +0,0 @@
-
-import { ScoringEngine } from "../src/features/ai-copilot/business/scoring-engine";
-import { ProductAnalysisInput } from "../src/features/ai-copilot/models/ai-analysis.types";
-
-const mockProducts: ProductAnalysisInput[] = [
-    { codein: "PROD1", libelle1: "Nouveau Récent", regularityScore: 1, inactivityMonths: 0, totalCa: 100, totalQuantite: 10, tauxMarge: 30, score: 50, storeCount: 1, sales12m: {} },
-    { codein: "PROD2", libelle1: "Nouveau Ancien", regularityScore: 1, inactivityMonths: 6, totalCa: 100, totalQuantite: 10, tauxMarge: 30, score: 50, storeCount: 1, sales12m: {} },
-    { codein: "PROD3", libelle1: "Ancien Actif", regularityScore: 12, inactivityMonths: 0, totalCa: 1000, totalQuantite: 100, tauxMarge: 30, score: 50, storeCount: 1, sales12m: {} },
-    { codein: "PROD4", libelle1: "Nouveau Limite", regularityScore: 2, inactivityMonths: 1, totalCa: 100, totalQuantite: 10, tauxMarge: 30, score: 50, storeCount: 1, sales12m: {} },
-    { codein: "PROD5", libelle1: "Nouveau Hors Limite", regularityScore: 2, inactivityMonths: 2, totalCa: 100, totalQuantite: 10, tauxMarge: 30, score: 50, storeCount: 1, sales12m: {} },
-];
-
-console.log("--- Testing isRecent Logic ---");
-
-mockProducts.forEach(p => {
-    const result = ScoringEngine.analyzeRayon(p, mockProducts);
-    console.log(`Product: ${p.libelle1} (reg: ${p.regularityScore}, inact: ${p.inactivityMonths})`);
-    console.log(`  isRecent: ${result.decision.isRecent}`);
-    console.log(`  Recommendation: ${result.decision.recommendation}`);
-});
-
-// Expectations:
-// PROD1: true (1 < 3 && 0 <= 1)
-// PROD2: false (1 < 3 && 6 > 1) -> Recommendation should NOT be protected (unless score high)
-// PROD3: false (12 >= 3)
-// PROD4: true (2 < 3 && 1 <= 1)
-// PROD5: false (2 < 3 && 2 > 1)

verify-parser.ts

@@ -1,55 +0,0 @@
-
-import { AnalysisEngine } from "./src/features/ai-copilot/business/analysis-engine";
-
-console.log("--- Testing AI Parser Logic for B/C ---");
-
-function simulateParse(content: string, simulateRuleResponse = false) {
-    let reco: "A" | "B" | "C" | "Z" | null = null;
-    let ruleApplies = simulateRuleResponse;
-
-    try {
-        const jsonMatch = content.match(/\{[\s\S]*\}/);
-        const jsonText = jsonMatch ? jsonMatch[0] : content;
-        const parsed = JSON.parse(jsonText);
-
-        reco = parsed.recommendation as "A" | "B" | "C" | "Z";
-        ruleApplies = parsed.rule_applies === true;
-
-        if (!ruleApplies && (reco === "B" || reco === "C")) reco = "A";
-
-        if (!reco || !["A", "B", "C", "Z"].includes(reco)) {
-            reco = AnalysisEngine.extractRecommendation(parsed.justification || "") || "A";
-            if (!ruleApplies && (reco === "B" || reco === "C")) reco = "A";
-        }
-    } catch (e) {
-        reco = AnalysisEngine.extractRecommendation(content);
-        if (!ruleApplies && (reco === "B" || reco === "C")) reco = "A";
-    }
-    return reco;
-}
-
-const tests = [
-    { name: "Valid Rule B", json: '{"rule_applies": true, "recommendation": "B", "justification": "blabla"}', expected: "B" },
-    { name: "Valid Rule C", json: '{"rule_applies": true, "recommendation": "C", "justification": "blabla"}', expected: "C" },
-    { name: "Invalid Rule B (hallucinated)", json: '{"rule_applies": false, "recommendation": "B", "justification": "blabla"}', expected: "A" },
-    { name: "Invalid Rule C (hallucinated)", json: '{"rule_applies": false, "recommendation": "C", "justification": "blabla"}', expected: "A" },
-    { name: "Valid Rule A", json: '{"rule_applies": true, "recommendation": "A", "justification": "blabla"}', expected: "A" },
-    { name: "Valid Extraction B", json: '{"rule_applies": true, "recommendation": "INVALID", "justification": "Je choisis B."}', expected: "B" },
-    { name: "Invalid Extraction B", json: '{"rule_applies": false, "recommendation": "INVALID", "justification": "Je choisis B."}', expected: "A" }
-];
-
-let allPassed = true;
-tests.forEach(t => {
-    const res = simulateParse(t.json);
-    const pass = res === t.expected;
-    console.log(`${pass ? "✅" : "❌"} ${t.name}: expected ${t.expected}, got ${res}`);
-    if (!pass) allPassed = false;
-});
-
-if (allPassed) {
-    console.log("All parsing tests passed.");
-    process.exit(0);
-} else {
-    console.log("Some tests failed.");
-    process.exit(1);
-}