docs update for profile buckets and inferred memory review

apps/docs/docs.json

@@ -104,7 +104,11 @@
 									{
 										"group": "Manage Content",
 										"icon": "folder-cog",
-										"pages": ["document-operations", "memory-operations"]
+										"pages": [
+											"document-operations",
+											"memory-operations",
+											"memory-review"
+										]
 									},
 									"overview/use-cases"
 								]

apps/docs/memory-operations.mdx

@@ -201,6 +201,7 @@ Update a memory by creating a new version. The original is preserved with `isLat
 
 ## Next Steps
 
+- [Review Inferred Memories](/memory-review) — Approve or decline low-confidence memories
 - [Document Operations](/document-operations) — Manage documents (SDK supported)
 - [Search](/search) — Query your memories
 - [Ingesting Content](/add-memories) — Add new content

apps/docs/memory-review.mdx

@@ -0,0 +1,288 @@
+---
+title: "Review Inferred Memories"
+sidebarTitle: "Memory Review"
+description: "List and act on low-confidence inferred memories — approve, decline, or undo"
+icon: "list-checks"
+---
+
+Supermemory's graph automatically **derives** new facts from patterns across your
+existing memories (see [Graph Memory](/concepts/graph-memory)). These derived facts
+are guesses — the engine wasn't told them directly — so they are flagged as
+**inferred** (`isInference: true`) and **down-weighted in search** until confirmed.
+
+These two endpoints let you build a review experience on top of that queue: list the
+inferred memories awaiting review, then **approve**, **decline**, or **undo** a
+decision on each one.
+
+<Info>
+These endpoints are scoped to a single [container tag](/concepts/container-tags)
+(space), under `/v3/container-tags/{containerTag}`.
+</Info>
+
+## How review affects ranking
+
+While a memory is unreviewed and inferred it is down-weighted in search, so the
+engine's guesses rank below facts you stated explicitly. Reviewing it resolves that
+either way:
+
+| Action | Result | Effect on search |
+|--------|--------|------------------|
+| **Approve** | `isInference` cleared | Ranks like a stated fact — no longer down-weighted |
+| **Decline** | `isForgotten` set | Removed from search entirely — a rejected guess is forgotten |
+| **Undo** | back to unreviewed | Returns to the queue; inferred and down-weighted again |
+
+A reviewed memory is stamped with `reviewStatus` in its metadata so it drops out of the
+review queue (declined memories also leave search, since they're forgotten). **Undo**
+clears that stamp — and un-forgets a declined memory — bringing it back.
+
+---
+
+## List Inferred Memories
+
+Return the inferred memories for a container tag that are still awaiting review (the
+review queue). Reviewed memories are excluded.
+
+```
+GET /v3/container-tags/{containerTag}/inferred
+```
+
+<Tabs>
+  <Tab title="fetch">
+    ```typescript
+    const res = await fetch(
+      "https://api.supermemory.ai/v3/container-tags/user_123/inferred",
+      { headers: { "Authorization": `Bearer ${API_KEY}` } }
+    );
+
+    const { memories, total } = await res.json();
+    ```
+  </Tab>
+  <Tab title="cURL">
+    ```bash
+    curl "https://api.supermemory.ai/v3/container-tags/user_123/inferred" \
+      -H "Authorization: Bearer $SUPERMEMORY_API_KEY"
+    ```
+  </Tab>
+</Tabs>
+
+### Path parameters
+
+| Parameter | Type | Description |
+|-----------|------|-------------|
+| `containerTag` | string | The container tag / space to read the review queue for |
+
+### Response
+
+```json
+{
+  "memories": [
+    {
+      "id": "mem_abc123",
+      "memory": "Alex likely works on Stripe's core payments product",
+      "parentCount": 3,
+      "createdAt": "2025-01-15T10:30:00.000Z",
+      "updatedAt": "2025-01-15T10:30:00.000Z",
+      "metadata": { "source": "derive" }
+    }
+  ],
+  "total": 1
+}
+```
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `memories[].id` | string | Memory entry ID — pass to the review endpoint |
+| `memories[].memory` | string | The inferred memory text |
+| `memories[].parentCount` | number | How many source memories this was derived from. Higher = stronger signal |
+| `memories[].createdAt` | string | ISO 8601 timestamp |
+| `memories[].updatedAt` | string | ISO 8601 timestamp |
+| `memories[].metadata` | object \| null | Arbitrary metadata stored on the memory |
+| `total` | number | Count of unreviewed inferred memories returned |
+
+<Note>
+The queue returns up to **50** memories, ordered by `parentCount` descending (most
+strongly supported first), then by `createdAt` descending. It excludes anything that
+is forgotten, expired, or already reviewed. An unknown or empty container tag returns
+`{ "memories": [], "total": 0 }`.
+</Note>
+
+---
+
+## Review an Inferred Memory
+
+Record a decision on a single inferred memory.
+
+```
+POST /v3/container-tags/{containerTag}/inferred/{memoryId}/review
+```
+
+<Tabs>
+  <Tab title="fetch">
+    ```typescript
+    const res = await fetch(
+      "https://api.supermemory.ai/v3/container-tags/user_123/inferred/mem_abc123/review",
+      {
+        method: "POST",
+        headers: {
+          "Authorization": `Bearer ${API_KEY}`,
+          "Content-Type": "application/json"
+        },
+        body: JSON.stringify({ action: "approve" })
+      }
+    );
+
+    const result = await res.json();
+    // { id: "mem_abc123", isInference: false, isForgotten: false, reviewStatus: "approved" }
+    ```
+  </Tab>
+  <Tab title="cURL">
+    ```bash
+    curl -X POST \
+      "https://api.supermemory.ai/v3/container-tags/user_123/inferred/mem_abc123/review" \
+      -H "Authorization: Bearer $SUPERMEMORY_API_KEY" \
+      -H "Content-Type: application/json" \
+      -d '{"action": "approve"}'
+    ```
+  </Tab>
+</Tabs>
+
+### Path parameters
+
+| Parameter | Type | Description |
+|-----------|------|-------------|
+| `containerTag` | string | The container tag / space the memory belongs to |
+| `memoryId` | string | The memory entry ID from the list endpoint |
+
+### Body parameters
+
+| Parameter | Type | Required | Description |
+|-----------|------|----------|-------------|
+| `action` | string | yes | One of `approve`, `decline`, or `undo` |
+
+<Warning>
+The reject action is named **`decline`**. There is no `reject` value.
+</Warning>
+
+**Action semantics:**
+
+- **`approve`** — Promote the memory: clears `isInference`, so it ranks like a stated
+  fact instead of a down-weighted guess. Stamps `reviewStatus: "approved"`.
+- **`decline`** — Reject the suggestion: the memory is **forgotten**
+  (`isForgotten: true`) and stamped `reviewStatus: "declined"`, so it leaves both
+  search and the review queue.
+- **`undo`** — Revert a prior `approve`/`decline` back to the unreviewed inferred
+  state: restores `isInference: true`, un-forgets the memory (`isForgotten: false`),
+  and clears the review stamp, so it returns to the queue.
+
+### Response
+
+```json
+{
+  "id": "mem_abc123",
+  "isInference": false,
+  "isForgotten": false,
+  "reviewStatus": "approved"
+}
+```
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `id` | string | The reviewed memory ID |
+| `isInference` | boolean | `false` after approve; `true` after decline or undo |
+| `isForgotten` | boolean | `true` after decline (the memory is forgotten); `false` otherwise |
+| `reviewStatus` | `"approved"` \| `"declined"` \| `null` | The new status; `null` after an undo |
+
+### Errors
+
+| Status | When |
+|--------|------|
+| `401` | Missing or invalid authentication |
+| `404` | The container tag or memory was not found in your organization |
+| `409` | The memory isn't reviewable for this action — it's not an inferred memory, or there's no prior review to undo |
+
+---
+
+## Building a review experience
+
+The endpoints are designed for an optimistic, one-at-a-time review UI (swipe to keep /
+decline, with undo). A typical client fetches the queue once, then pops each card off
+locally as the user decides — `undo` re-adds it.
+
+<Accordion title="React Query hooks (TypeScript)">
+```typescript
+import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
+
+const BASE = "https://api.supermemory.ai/v3";
+const key = (tag: string) => ["inferred-memories", tag] as const;
+
+export type InferredMemory = {
+  id: string;
+  memory: string;
+  parentCount: number;
+  createdAt: string;
+  updatedAt: string;
+  metadata: Record<string, unknown> | null;
+};
+
+export type ReviewAction = "approve" | "decline" | "undo";
+
+export function useInferredMemories(containerTag: string) {
+  return useQuery({
+    queryKey: key(containerTag),
+    queryFn: async (): Promise<InferredMemory[]> => {
+      const res = await fetch(`${BASE}/container-tags/${containerTag}/inferred`, {
+        headers: { Authorization: `Bearer ${API_KEY}` },
+      });
+      if (!res.ok) throw new Error("Failed to load review queue");
+      const data = await res.json();
+      return data.memories ?? [];
+    },
+    staleTime: 60_000,
+  });
+}
+
+export function useReviewInferredMemory(containerTag: string) {
+  const queryClient = useQueryClient();
+  return useMutation({
+    mutationFn: async (vars: { memoryId: string; action: ReviewAction }) => {
+      const res = await fetch(
+        `${BASE}/container-tags/${containerTag}/inferred/${vars.memoryId}/review`,
+        {
+          method: "POST",
+          headers: {
+            Authorization: `Bearer ${API_KEY}`,
+            "Content-Type": "application/json",
+          },
+          body: JSON.stringify({ action: vars.action }),
+        },
+      );
+      if (!res.ok) throw new Error("Review failed");
+      return res.json();
+    },
+    onSuccess: (_data, { memoryId, action }) => {
+      // approve/decline remove the card; undo brings it back, so refetch.
+      if (action === "undo") {
+        queryClient.invalidateQueries({ queryKey: key(containerTag) });
+        return;
+      }
+      queryClient.setQueryData<InferredMemory[]>(key(containerTag), (prev) =>
+        prev?.filter((m) => m.id !== memoryId),
+      );
+    },
+  });
+}
+```
+</Accordion>
+
+<Note>
+There is no separate "skip" action. A swipe-to-skip is purely client-side — don't send
+a request and the memory simply stays in the queue for a later session.
+</Note>
+
+---
+
+## Next Steps
+
+- [Graph Memory](/concepts/graph-memory) — How inferred (`derive`) memories are created
+- [Memory Operations](/memory-operations) — Create, forget, and update memories
+- [Search](/search) — How inferred memories are ranked in results