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.
ADPSAI AgentsAgent Design Patterns
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