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agentic system

2 articles · Page 1 of 1
Machine Heart
Machine Heart
Aug 28, 2026 · Artificial Intelligence

When and Whether to Push: Douyin & Peking University’s Agentic STEPS System Wins RecSys 2026 Oral

Douyin and Peking University introduced STEPS, a self‑triggered agentic push recommendation system that redefines push notifications as a closed‑loop decision problem, achieving higher user activity, lower opt‑out rates, and 79% resource savings in a billion‑user online A/B test.

Decision TransformerDouyinOnline A/B Testing
0 likes · 15 min read
When and Whether to Push: Douyin & Peking University’s Agentic STEPS System Wins RecSys 2026 Oral
AI Algorithm Path
AI Algorithm Path
Jan 20, 2026 · Artificial Intelligence

End‑to‑End vs Agentic Approaches for Visual Language Navigation: Pros, Cons, and a Hybrid Roadmap

Both end‑to‑end and agentic visual‑language‑navigation systems have distinct strengths and weaknesses; the former excels in closed‑distribution efficiency while the latter offers modularity, explainability, and scalability, and a hybrid design can combine fast reflexes with high‑level planning for robust navigation.

Hybrid ArchitectureModular AIagentic system
0 likes · 4 min read
End‑to‑End vs Agentic Approaches for Visual Language Navigation: Pros, Cons, and a Hybrid Roadmap