From fb761670d1fb12890ebf31a542d0c8f2f888e754 Mon Sep 17 00:00:00 2001
From: Nishant Yadav <nishantyadav@microsoft.com>
Date: Mon, 8 Jun 2026 08:46:08 -0700
Subject: [PATCH] update agent learning leaderboard

---
 .gitignore                  |  1 +
 .leaderboard/leaderboard.js | 43 +++++++++++++++++++++++++++++++++++++
 2 files changed, 44 insertions(+)

diff --git a/.gitignore b/.gitignore
index 13099b3..a6a3cd5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -80,3 +80,4 @@ debug/
 .old/
 third_party/
 _RESULTS.md
+.dump/
diff --git a/.leaderboard/leaderboard.js b/.leaderboard/leaderboard.js
index 97ae20d..0a41b28 100644
--- a/.leaderboard/leaderboard.js
+++ b/.leaderboard/leaderboard.js
@@ -106,6 +106,49 @@ const entries = [
       },
     },
   },
+  {
+    id: "memory-01",
+    track: "memory",
+    model: "GPT 5.1 + Foundry Memory 2.0",
+    agent: "",
+    organization: "Microsoft Foundry",
+    submissionDate: "2026-06-08",
+    verificationStatus: "verified",
+    metrics: {
+      overallPassAt1: 58.3,
+      overallPassAt1Std: 4.0,
+      passAt5: 37.3,
+      meanUxScore: 3.93,
+      costPerTask: 0.036,
+      domains: {
+        travel: { passAt1: 60.0, passAt1Std: 6.0, passAt5: 34.0, meanUxScore: 4.03, costPerTask: 0.065 },
+        customerSupport: { passAt1: 58.0, passAt1Std: 4.0, passAt5: 36.0, meanUxScore: 4.03, costPerTask: 0.028 },
+        shoppingAssistant: { passAt1: 57.0, passAt1Std: 2.0, passAt5: 42.0, meanUxScore: 3.74, costPerTask: 0.016 },
+      },
+    },
+  },
+  {
+    id: "memory-02",
+    track: "memory",
+    model: "GPT 5.1",
+    reasoningLabel: "no-memory",
+    agent: "",
+    organization: "OpenAI",
+    submissionDate: "2026-06-08",
+    verificationStatus: "verified",
+    metrics: {
+      overallPassAt1: 53.3,
+      overallPassAt1Std: 3.3,
+      passAt5: 32.7,
+      meanUxScore: 3.87,
+      costPerTask: 0.031,
+      domains: {
+        travel: { passAt1: 56.0, passAt1Std: 5.0, passAt5: 30.0, meanUxScore: 3.96, costPerTask: 0.061 },
+        customerSupport: { passAt1: 51.0, passAt1Std: 2.0, passAt5: 30.0, meanUxScore: 3.84, costPerTask: 0.017 },
+        shoppingAssistant: { passAt1: 53.0, passAt1Std: 3.0, passAt5: 38.0, meanUxScore: 3.81, costPerTask: 0.014 },
+      },
+    },
+  },
 ];
 
 const state = {