The Enterprise Agent Paper That Mostly Proves Guardrails
arXiv:2610.08793v1 Announce Type: new Abstract: Enterprise systems increasingly rely on automated workflows, yet many AI-driven solutions remain brittle under non-stationary condit
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AI Personas Just Lost a Click Test
arXiv:2609.25010v1 Announce Type: new Abstract: Marketers increasingly use large language models (LLMs) as “synthetic personas” to predict how an audience will react to a piece of
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Synthetic Personas Just Hit a Real-World Click Test
arXiv:2609.25010v1 Announce Type: new Abstract: Marketers increasingly use large language models (LLMs) as “synthetic personas” to predict how an audience will react to a piece of
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Plain Prompts Beat Synthetic Personas on Real Click Data
arXiv:2609.25010v1 Announce Type: new Abstract: Marketers increasingly use large language models (LLMs) as “synthetic personas” to predict how an audience will react to a piece of
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The Fake Focus Group Lost to a Plain Prompt
arXiv:2609.25010v1 Announce Type: new Abstract: Marketers increasingly use large language models (LLMs) as “synthetic personas” to predict how an audience will react to a piece of
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Synthetic Personas Lost to a Plain LLM Ranker
arXiv:2609.25010v1 Announce Type: new Abstract: Marketers increasingly use large language models (LLMs) as “synthetic personas” to predict how an audience will react to a piece of
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RBS-Attention Wants To Make Long Context Less Painful
arXiv:2609.20971v1 Announce Type: new Abstract: Long-context large language model inference is increasingly limited by prefill, where dense self-attention processes the entire prom
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ZGCM-1: A 7B Model Built to Think and Search
arXiv:2609.13356v1 Announce Type: new Abstract: In this work, we present ZGCM-1, a fully open 7B dense foundation model trained from scratch with extreme data, system, and algorith
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Evals or Vibes: A Builder Guide to Research Claims
Every week brings new AI research claiming breakthrough performance. GPT-5 beats humans at reasoning! Claude crushes coding benchmarks! But when you try to build with these models, the results feel… different.
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How to Read a Model Launch Without Getting Played
Every week brings another "breakthrough" AI model with cherry-picked demos and breathless claims. Companies spend millions on marketing launches that make their models sound revolutionary, but the reality is usually more
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Agents | Labs & Models | Tools
Perplexity Expands GPT-6 Astra Beyond Answers Into Real Systems
OpenAI published a customer story claiming Perplexity now trusts GPT-6 Astra across more of its working stack: communications, code changes, production monitoring, and end-to-end testing. This is not a public reliability report, b
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Google Dreambeans Goes Free in US: Personalized Stories, Not a Model Drop
Google Labs has opened Dreambeans to all US accounts (18+) on Android and iOS. The pitch is straightforward: every morning you get personalized "daily stories" built from topics you care about, plus apps you choose to co