Comprehensive 135-page survey from UIUC, Meta, Amazon, and Google DeepMind establishes agentic reasoning taxonomy. Identifies three capability layers: foundational (planning, tool use), self-evolving (feedback, memory, adaptation), and collective multi-agent reasoning.
82%
Overall ConfidenceBased on 5 weighted dimensions
Confidence Breakdown
Authority
30%95Tier 1
Data Quality
25%60Level 3
Recency
20%1000-7 days
Corroboration
15%1003 sources
Specificity
10%75Level 3
Data Points(3)
Survey identifies 3 agentic reasoning layers: foundational, self-evolving, collective
Jan 21, 2026Multi-author collaboration: UIUC, Meta, Amazon, Google DeepMind, UCSD, Yale
Jan 21, 2026Paradigm shift from closed-world benchmarks to open-ended dynamic environments
Jan 21, 2026