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knowledge accumulation

2 articles · Page 1 of 1
Data Party THU
Data Party THU
Jun 3, 2026 · Artificial Intelligence

A Six‑Day, Million‑Token AI‑Driven Review Unpacks the L1‑L5 Agent Hierarchy

The article details how an AI‑augmented workflow completed a 46‑page research paper in six days using 108 agent calls and 648 k tokens, introduces an L1‑L5 autonomy taxonomy, compares four architectural patterns across 17 systems, and highlights six open challenges and key bottlenecks such as continual knowledge accumulation and reliable self‑assessment.

AI agentsAgent ArchitectureL1-L5 taxonomy
0 likes · 8 min read
A Six‑Day, Million‑Token AI‑Driven Review Unpacks the L1‑L5 Agent Hierarchy
DataFunTalk
DataFunTalk
May 27, 2026 · Artificial Intelligence

DeliAutoResearch Cuts Human Effort to 2 Hours – Knowledge Accumulation Is the Real Bottleneck

DeepSeek researcher Chen Deli reports that using his DeliAutoResearch skill and a suite of AI agents, a 46‑page research paper was produced in six days with only two hours of human CPU time, revealing that the true limits of autonomous research lie in continuous knowledge accumulation and reliable self‑evaluation rather than model capability.

AI agentsAutonomous ResearchL1-L5 taxonomy
0 likes · 8 min read
DeliAutoResearch Cuts Human Effort to 2 Hours – Knowledge Accumulation Is the Real Bottleneck