SAM: State-Adaptive Memory for Long-Horizon Reasoning Agent
1 distinct publishers across 2 articles (some outlets filed more than once).
Ownership mix: Other: 2
1 publishers · 2 articles · switch to 1-minute for disagreement and framing.
What happened
Long-horizon agentic reasoning requires large language models to act over long interaction histories containing thoughts, tool calls, observations, and partial conclusions. The challenge is not merely that these…
Why the coverage differs
AI-assisted comparison · labeled · generated Sep 4, 2026, 7:42 PM · not a verdict
What happened: SAM: State-Adaptive Memory for Long-Horizon Reasoning Agent
Where coverage diverges: Center: 2 (arXiv cs.AI, arXiv cs.AI).
Comparison summary
AI-assisted · Cerebras / Llama · Sep 4, 2026, 7:42 PM · inspect sources below rather than trusting this alone
What happened: SAM: State-Adaptive Memory for Long-Horizon Reasoning Agent
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.
Report timeline
Oldest → newest among clustered members. Gaps may mean delayed pickup, not silence.
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May 25, 2026, 9:00 PMarXiv cs.AI · CenterAgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning
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May 25, 2026, 9:00 PMarXiv cs.AI · CenterSAM: State-Adaptive Memory for Long-Horizon Reasoning Agent
Coverage by perspective
Perspective labels are external consensus ratings (AllSides / Ad Fontes / MBFC-style), not WeSearch truth scores. Center is not automatically more accurate.
Center · 2
Headline framing
Vocabulary fingerprints · not a political endorsement
AI framing analysis temporarily offline. Configure Cerebras in admin to enable framing comparison.
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