Section

Artificial Intelligence

Models, methods, and the machinery of intelligence.

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Edition No. 32
Updated UTC

Stronger verdicts first · Score orders stories within each verdict

Top stories

  1. 1. The Trinity:Capability-Driven Recursive Self-Improvement for Multimodal Agents

    Multimodal intelligence can be viewed as human-guided co-evolution between worlds and agents through interaction.

    Verdict: Notable██████░░░░5.7
  2. 2. DynaFlow: Learning Free-Form Multi-Agent Orchestration

    Multi-agent systems often rely on predefined collaboration structures, limiting their ability to adapt to diverse task requirements.

    Verdict: Notable██████░░░░5.6

More top stories

No.03 to No.08

  1. arXivby He, Zhoubian, Yang +8

    Memory Tax: Dissecting the Net Value of Agent Memory

    Memory is increasingly used in long-horizon agents, yet the net value of building memory over direct retrieval from raw history remains largely unclear.

    No.03Verdict: NotableScore██████░░░░5.5
  2. arXivby Qiao, Pan, Chen +6

    Δτ-Bench: Pushing Agents Toward a Moving Capability

    In this paper, we introduce Δτ-Bench, an executable agent benchmark that models the structural evolution of large tool ecosystems.

    No.05Verdict: NotableScore█████░░░░░4.8

Briefs

10 more from the desk