Smart Era Software Development

Sep 20, 2026 · Artificial Intelligence

Why 80% of Agent Decisions Fail: Deep Dive into ADPS Perception Patterns P1–P4

The article reveals that most agent failures stem from perception flaws, not model limits, and details ADPS's four-layer perception funnel, four ingestion modes, four core design patterns (Context Triage, Semantic Compaction, Progressive Discovery, Multi-Modal Fusion), three anti-patterns, and a security warning — all grounded in production case studies from Tencent, Weibo, and game teams.