🤖
Adapt
Assist
Drift-Aware Personal AI Agent · OpenEnv 2026
Theme #3.2
World Modeling
Llama 3.2 3B · GRPO
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🤖 AI Agent Demo
Watch the trained AdaptAssist model autonomously complete tasks, detect schema drift, and adapt its tool calls in real time.
▶
Run AI Agent Demo
Speed
1.5s
Manual Setup
Difficulty
Easy — No drift
Medium — 1 drift event
Hard — Continuous drift
Seed (optional)
▶ Start Manual Episode
Tasks
⚠️ Schema drift — call
detect_schema_change
📭
Start an episode
Stats
—
Tasks Done
—
Total Reward
—
Drifts Found
0
Steps
Step 0 / 30
0%
Agent is deciding next action...
Take Action
Start an episode to see tools
Params (JSON)
{}
Step →
🏁 Episode Complete
Episode Log
clear
🔍
Actions will appear here
Agent Strategy
Demo Sequence
1. Get user preferences
2. Read calendar
3. Check inbox
4.
⚠️ Detect schema drift
5. Reply to emails
6. Search restaurants
7. Book reservation
8. Create calendar event
9.
✅ Finish episode
Tools
Calendar
📅
read_calendar
➕
create_event
🗑️
delete_event
Email
📬
get_inbox
✉️
send_reply
Restaurant
🍽️
search_restaurants
📋
book_restaurant
System
👤
get_user_prefs
⚠️ detect_schema_change
🏁
finish
Reward Guide
Task completed
+0.40
Drift detected
+0.30
Pref aligned
+0.20
Efficient action
+0.10
Wrong tool
−0.10
Repeat call
−0.05
Model Info
Base:
Llama 3.2 3B
Training:
SFT → GRPO
SFT samples:
3,550
GRPO steps:
69
Format reward:
1.000
Env reward:
0.050