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MetaCogAgent: A Metacognitive Multi-Agent LLM Framework with Self-Aware Task Delegation

First seen May 17, 2026, 9:04 PM · latest May 18, 2026, 9:04 PM · free · no behavioral personalization
2Articles in sample
1Distinct publishers
0Wire-service items
0High-fact publishers

1 distinct publishers across 2 articles (some outlets filed more than once).

Ownership mix: Other: 2

What happened
Multi-agent large language model (LLM) systems have shown promise for solving complex tasks through agent collaboration. However, existing frameworks assign tasks based on predefined roles without considering whether…

1 publishers · 2 articles · switch to 1-minute for disagreement and framing.

What happened

Multi-agent large language model (LLM) systems have shown promise for solving complex tasks through agent collaboration. However, existing frameworks assign tasks based on predefined roles without considering whether…

Why the coverage differs

AI-assisted comparison · labeled · generated just generated or not yet stored · not a verdict

What happened: TopoEvo: A Topology-Aware Self-Evolving Multi-Agent Framework for Root Cause Analysis in Microservices

Where coverage diverges: Center: 2 (arXiv cs.AI, arXiv cs.AI).

Comparison summary

AI-assisted · Cerebras / Llama · just generated or not yet stored · inspect sources below rather than trusting this alone

What happened: TopoEvo: A Topology-Aware Self-Evolving Multi-Agent Framework for Root Cause Analysis in Microservices

Where coverage diverges: Center: 2 (arXiv cs.AI, arXiv cs.AI).

What's missing: AI bias-comparison is temporarily offline. Configure Cerebras in admin to enable rich comparison summaries.

How to read these numbers
Article count is not confirmation count. Wire rewrites and same-outlet follow-ups inflate totals. Prefer distinct publishers and primary links on each story page.

Report timeline

Oldest → newest among clustered members. Gaps may mean delayed pickup, not silence.

  1. May 17, 2026, 9:00 PM
  2. May 18, 2026, 9:00 PM

Headline framing

Vocabulary fingerprints · not a political endorsement

AI framing analysis temporarily offline. Configure Cerebras in admin to enable framing comparison.

Per-source framing
Center
arXiv cs.AI
TopoEvo: A Topology-Aware Self-Evolving Multi-Agent Framework for Root Cause Analysis in Microservices
Center angle.
Center
arXiv cs.AI
MetaCogAgent: A Metacognitive Multi-Agent LLM Framework with Self-Aware Task Delegation
Center angle.

Bias/ownership: published methodology on source profiles · AI text always labeled · no reader paywall · no engagement ranking of news · transparency · contribute Ws · home