diff --git a/hermes_cli/learning_ledger.py b/hermes_cli/learning_ledger.py
index bdeedba4a9b..8ed4771d259 100644
--- a/hermes_cli/learning_ledger.py
+++ b/hermes_cli/learning_ledger.py
@@ -18,8 +18,10 @@ class LedgerItem:
     summary: str
     source: str
     count: int = 0
+    learned_from: str | None = None
     last_used_at: float | None = None
     learned_at: float | None = None
+    via: str | None = None
 
 
 def build_learning_ledger(db: Any = None, *, limit: int = 80) -> dict[str, Any]:
@@ -91,7 +93,15 @@ def _tool_usage_items(db: Any) -> list[LedgerItem]:
 
     usage: dict[tuple[str, str], LedgerItem] = {}
 
-    def bump(item_type: str, name: str, summary: str, ts: float | None):
+    def bump(
+        item_type: str,
+        name: str,
+        summary: str,
+        ts: float | None,
+        *,
+        learned_from: str | None = None,
+        via: str | None = None,
+    ):
         key = (item_type, name)
         item = usage.get(key)
         if not item:
@@ -100,19 +110,25 @@ def _tool_usage_items(db: Any) -> list[LedgerItem]:
                 name=name,
                 summary=summary,
                 source="state.db",
+                learned_from=learned_from,
+                via=via,
             )
         item.count += 1
         if ts and (not item.last_used_at or ts > item.last_used_at):
             item.last_used_at = ts
+            item.learned_from = learned_from or item.learned_from
+            item.via = via or item.via
 
     try:
         with db._lock:
             rows = db._conn.execute(
                 """
-                SELECT role, content, tool_calls, tool_name, timestamp
-                FROM messages
-                WHERE tool_name IS NOT NULL OR tool_calls IS NOT NULL
-                ORDER BY timestamp DESC
+                SELECT m.role, m.content, m.tool_calls, m.tool_name, m.timestamp,
+                       m.session_id, s.title, s.source AS session_source
+                FROM messages m
+                LEFT JOIN sessions s ON s.id = m.session_id
+                WHERE m.tool_name IS NOT NULL OR m.tool_calls IS NOT NULL
+                ORDER BY m.timestamp DESC
                 LIMIT 5000
                 """
             ).fetchall()
@@ -123,38 +139,84 @@ def _tool_usage_items(db: Any) -> list[LedgerItem]:
         ts = _float(row["timestamp"])
         tool_name = row["tool_name"]
         content = row["content"] or ""
+        learned_from = row["title"] or row["session_source"] or row["session_id"]
         if tool_name == "memory":
             target = _json(content).get("target") or "memory"
-            bump(str(target), f"{target} writes", "Durable memory updates", ts)
+            bump(str(target), f"{target} writes", "Durable memory updates", ts, learned_from=learned_from, via="memory")
         elif tool_name == "session_search":
-            bump("recall", "session_search", "Past conversations recalled", ts)
+            event = learning_event_from_tool(tool_name, {}, content)
+            if event:
+                bump("recall", event["title"], event["summary"], ts, learned_from=learned_from, via="session_search")
         elif tool_name in {"skill_view", "skill_manage"}:
             data = _json(content)
             name = str(data.get("name") or data.get("skill") or tool_name)
-            bump("skill-use", name, _skill_summary(tool_name, data), ts)
+            bump("skill-use", name, _skill_summary(tool_name, data), ts, learned_from=learned_from, via=tool_name)
 
         for call in _tool_calls(row["tool_calls"]):
             name, args = call
             if name == "session_search":
-                query = str(args.get("query") or "").strip()
-                bump(
-                    "recall",
-                    query or "session_search",
-                    "Past conversations recalled",
-                    ts,
-                )
+                event = learning_event_from_tool(name, args, content)
+                if event:
+                    bump("recall", event["title"], event["summary"], ts, learned_from=learned_from, via=name)
             elif name in {"skill_view", "skill_manage"}:
                 skill_name = str(
                     args.get("name") or args.get("skill") or args.get("query") or name
                 )
-                bump("skill-use", skill_name, _skill_summary(name, args), ts)
+                bump("skill-use", skill_name, _skill_summary(name, args), ts, learned_from=learned_from, via=name)
             elif name == "memory":
                 target = str(args.get("target") or "memory")
-                bump(target, f"{target} writes", "Durable memory updates", ts)
+                bump(target, f"{target} writes", "Durable memory updates", ts, learned_from=learned_from, via=name)
 
     return list(usage.values())
 
 
+def learning_event_from_tool(
+    tool_name: str,
+    args: dict[str, Any] | None = None,
+    result: str | None = None,
+) -> dict[str, Any] | None:
+    args = args or {}
+    data = _json(result)
+
+    if tool_name == "memory":
+        target = str(args.get("target") or data.get("target") or "memory")
+        content = str(args.get("content") or "").strip()
+        return {
+            "type": target if target in {"memory", "user"} else "memory",
+            "verb": "remembered",
+            "title": _one_line(content, max_len=120) if content else f"{target} updated",
+            "summary": "Durable memory updated",
+            "source": "memory",
+            "via": "memory",
+        }
+
+    if tool_name == "session_search":
+        title = _recall_title(data) or str(args.get("query") or "").strip() or "past sessions"
+        return {
+            "type": "recall",
+            "verb": "recalled",
+            "title": _one_line(title, max_len=120),
+            "summary": "Past conversations recalled",
+            "source": "state.db",
+            "via": "session_search",
+        }
+
+    if tool_name in {"skill_view", "skill_manage"}:
+        action = str(args.get("action") or data.get("action") or "").strip().lower()
+        name = str(args.get("name") or args.get("query") or data.get("name") or "skill").strip()
+        verb = "updated skill" if tool_name == "skill_manage" and action in {"create", "patch", "update", "install"} else "applied skill"
+        return {
+            "type": "skill-use",
+            "verb": verb,
+            "title": _one_line(name, max_len=120),
+            "summary": _skill_summary(tool_name, {**args, **(data if isinstance(data, dict) else {})}),
+            "source": "skills",
+            "via": tool_name,
+        }
+
+    return None
+
+
 def _skill_summary(tool_name: str, data: dict[str, Any]) -> str:
     action = str(data.get("action") or "").strip().lower()
     if tool_name == "skill_manage" and action:
@@ -164,6 +226,16 @@ def _skill_summary(tool_name: str, data: dict[str, Any]) -> str:
     return "Skill reused"
 
 
+def _recall_title(data: Any) -> str:
+    if not isinstance(data, dict):
+        return ""
+    results = data.get("results")
+    if not isinstance(results, list) or not results:
+        return str(data.get("query") or "").strip()
+    first = results[0] if isinstance(results[0], dict) else {}
+    return str(first.get("title") or first.get("preview") or data.get("query") or "").strip()
+
+
 def _integration_items() -> list[LedgerItem]:
     try:
         from hermes_cli.config import load_config
diff --git a/tui_gateway/server.py b/tui_gateway/server.py
index 02c62de020e..9d13bafc3ba 100644
--- a/tui_gateway/server.py
+++ b/tui_gateway/server.py
@@ -970,6 +970,17 @@ def _session_info(agent) -> dict:
         info["mcp_servers"] = get_mcp_status()
     except Exception:
         info["mcp_servers"] = []
+    try:
+        from hermes_cli.learning_ledger import build_learning_ledger
+
+        ledger = build_learning_ledger(_get_db(), limit=1)
+        info["learning"] = {
+            "counts": ledger.get("counts", {}),
+            "inventory": ledger.get("inventory", {}),
+            "total": ledger.get("total", 0),
+        }
+    except Exception:
+        pass
     try:
         from hermes_cli.banner import get_update_result
         from hermes_cli.config import recommended_update_command
@@ -1092,6 +1103,14 @@ def _on_tool_complete(sid: str, tool_call_id: str, name: str, args: dict, result
         pass
     if _tool_progress_enabled(sid) or payload.get("inline_diff"):
         _emit("tool.complete", sid, payload)
+    try:
+        from hermes_cli.learning_ledger import learning_event_from_tool
+
+        event = learning_event_from_tool(name, args, result)
+        if event:
+            _emit("learning.event", sid, event)
+    except Exception:
+        pass
 
 
 def _on_tool_progress(
diff --git a/ui-tui/src/app/createGatewayEventHandler.ts b/ui-tui/src/app/createGatewayEventHandler.ts
index 267bf8c1660..a9000b4dafc 100644
--- a/ui-tui/src/app/createGatewayEventHandler.ts
+++ b/ui-tui/src/app/createGatewayEventHandler.ts
@@ -231,6 +231,21 @@ export function createGatewayEventHandler(ctx: GatewayEventHandlerContext): (ev:
         return
       }
 
+      case 'learning.event': {
+        const title = String(ev.payload?.title ?? '').trim()
+        const verb = String(ev.payload?.verb ?? ev.payload?.type ?? 'learned').trim()
+
+        if (title) {
+          appendMessage({
+            kind: 'learning',
+            role: 'system',
+            text: `${verb}: ${title}`
+          })
+        }
+
+        return
+      }
+
       case 'message.start':
         turnController.startMessage()
 
diff --git a/ui-tui/src/components/branding.tsx b/ui-tui/src/components/branding.tsx
index 5922e71ba71..d66cbdb6223 100644
--- a/ui-tui/src/components/branding.tsx
+++ b/ui-tui/src/components/branding.tsx
@@ -89,6 +89,16 @@ export function SessionPanel({ info, sid, t }: SessionPanelProps) {
       </Box>
     )
   }
+  const learningLine = (() => {
+    const counts = info.learning?.counts ?? {}
+    const parts = [
+      counts.user || counts.memory ? `${(counts.user ?? 0) + (counts.memory ?? 0)} memories` : '',
+      counts.recall ? `${counts.recall} recalls` : '',
+      counts['skill-use'] ? `${counts['skill-use']} applied skills` : ''
+    ].filter(Boolean)
+
+    return parts.length ? `learned: ${parts.join(' · ')}` : ''
+  })()
 
   return (
     <Box borderColor={t.color.bronze} borderStyle="round" marginBottom={1} paddingX={2} paddingY={1}>
@@ -160,6 +170,12 @@ export function SessionPanel({ info, sid, t }: SessionPanelProps) {
           <Text color={t.color.dim}>/help for commands</Text>
         </Text>
 
+        {learningLine && (
+          <Text color={t.color.cornsilk} dimColor italic>
+            {learningLine} · /learned
+          </Text>
+        )}
+
         {typeof info.update_behind === 'number' && info.update_behind > 0 && (
           <Text bold color={t.color.warn}>
             ! {info.update_behind} {info.update_behind === 1 ? 'commit' : 'commits'} behind
diff --git a/ui-tui/src/components/learningLedger.tsx b/ui-tui/src/components/learningLedger.tsx
index f6aaff029c3..fb3550a9423 100644
--- a/ui-tui/src/components/learningLedger.tsx
+++ b/ui-tui/src/components/learningLedger.tsx
@@ -24,7 +24,7 @@ const typeVerb: Record<string, string> = {
   integration: 'connected',
   memory: 'remembered',
   recall: 'recalled',
-  'skill-use': 'reused skill',
+  'skill-use': 'applied skill',
   user: 'remembered'
 }
 
@@ -171,11 +171,11 @@ export function LearningLedger({ gw, onClose, t }: LearningLedgerProps) {
         {detailOpen && selected ? <LedgerDetails item={selected} t={t} width={detailWidth} /> : null}
       </Box>
 
-      {offset + VISIBLE_ROWS < items.length && <Text color={t.color.dim}> ↓ {items.length - offset - VISIBLE_ROWS} more</Text>}
+      {offset + VISIBLE_ROWS < items.length && (
+        <Text color={t.color.dim}> ↓ {items.length - offset - VISIBLE_ROWS} more</Text>
+      )}
 
-      <OverlayHint t={t}>
-        ↑/↓ select · Enter/Space details · 1-9,0 quick · Esc/q close
-      </OverlayHint>
+      <OverlayHint t={t}>↑/↓ select · Enter/Space details · 1-9,0 quick · Esc/q close</OverlayHint>
     </Box>
   )
 }
@@ -215,6 +215,9 @@ function LedgerDetails({ item, t, width }: LedgerDetailsProps) {
       </Text>
       {memoryLike ? <Text color={t.color.cornsilk}>{item.summary}</Text> : null}
       {item.count ? <Text color={t.color.dim}>used: {item.count}×</Text> : null}
+      {item.learned_from ? <Text color={t.color.dim}>from: {item.learned_from}</Text> : null}
+      {item.via ? <Text color={t.color.dim}>via: {item.via}</Text> : null}
+      {item.last_used_at ? <Text color={t.color.dim}>last used: {fmtTime(item.last_used_at)}</Text> : null}
       <Text color={t.color.dim}>source: {item.source}</Text>
     </Box>
   )
@@ -222,12 +225,14 @@ function LedgerDetails({ item, t, width }: LedgerDetailsProps) {
 
 interface LearningLedgerItem {
   count?: number
+  learned_from?: null | string
   last_used_at?: null | number
   learned_at?: null | number
   name: string
   source: string
   summary: string
   type: string
+  via?: null | string
 }
 
 interface LearningLedgerResponse {
diff --git a/ui-tui/src/components/messageLine.tsx b/ui-tui/src/components/messageLine.tsx
index 99312b0618f..8de27804772 100644
--- a/ui-tui/src/components/messageLine.tsx
+++ b/ui-tui/src/components/messageLine.tsx
@@ -100,6 +100,14 @@ export const MessageLine = memo(function MessageLine({
     (toolsMode !== 'hidden' && Boolean(msg.tools?.length)) || (thinkingMode !== 'hidden' && Boolean(thinking))
 
   const content = (() => {
+    if (msg.kind === 'learning') {
+      return (
+        <Text color={t.color.cornsilk} dimColor italic>
+          {msg.text}
+        </Text>
+      )
+    }
+
     if (msg.kind === 'slash') {
       return <Text color={t.color.dim}>{msg.text}</Text>
     }
diff --git a/ui-tui/src/gatewayTypes.ts b/ui-tui/src/gatewayTypes.ts
index dbaecd4d3d5..d17196f1d24 100644
--- a/ui-tui/src/gatewayTypes.ts
+++ b/ui-tui/src/gatewayTypes.ts
@@ -375,6 +375,11 @@ export type GatewayEvent =
   | { payload?: GatewaySkin; session_id?: string; type: 'skin.changed' }
   | { payload: SessionInfo; session_id?: string; type: 'session.info' }
   | { payload?: { text?: string }; session_id?: string; type: 'thinking.delta' }
+  | {
+      payload?: { source?: string; summary?: string; title?: string; type?: string; verb?: string; via?: string }
+      session_id?: string
+      type: 'learning.event'
+    }
   | { payload?: undefined; session_id?: string; type: 'message.start' }
   | { payload?: { kind?: string; text?: string }; session_id?: string; type: 'status.update' }
   | { payload?: { state?: 'idle' | 'listening' | 'transcribing' }; session_id?: string; type: 'voice.status' }
diff --git a/ui-tui/src/types.ts b/ui-tui/src/types.ts
index 6aea78e3e4d..b8dffe053c6 100644
--- a/ui-tui/src/types.ts
+++ b/ui-tui/src/types.ts
@@ -108,7 +108,7 @@ export interface ClarifyReq {
 
 export interface Msg {
   info?: SessionInfo
-  kind?: 'diff' | 'intro' | 'panel' | 'slash' | 'trail'
+  kind?: 'diff' | 'intro' | 'learning' | 'panel' | 'slash' | 'trail'
   panelData?: PanelData
   role: Role
   text: string
@@ -148,6 +148,7 @@ export interface SessionInfo {
   reasoning_effort?: string
   service_tier?: string
   release_date?: string
+  learning?: LearningSummary
   skills: Record<string, string[]>
   tools: Record<string, string[]>
   update_behind?: number | null
@@ -156,6 +157,12 @@ export interface SessionInfo {
   version?: string
 }
 
+export interface LearningSummary {
+  counts?: Record<string, number>
+  inventory?: { skills?: number }
+  total?: number
+}
+
 export interface Usage {
   calls: number
   context_max?: number