Tootfinder

At Dreamforce 2025, Salesforce unveils Agentforce 360, a unified agentic AI stack to connect humans, AI agents, and more, and positions Slack as an "agentic OS" (Larry Dignan/Constellation Research)
https://www.constellationr.com/blog-news/i

Salesforce makes its Agentforce 360 case to be your AI agent platform
Salesforce announced a series of product updates, a process intelligence acquisition and an Agentforce 360 architecture designed to make the case that it should orchestrate first and third party AI agents. At Dreamforce 2025, Salesforce looked to differentiate itself from what's becoming a crowded agentic AI platform space. The cloud giants are looking to go horizontal with stacks to build, deploy and optimize AI agents. SaaS vendors are expanding into managing AI agents beyond their verticals.…

#Agentic Pelican on a Bicycle
#GenAI

AgentArch: A Comprehensive Benchmark to Evaluate Agent Architectures in Enterprise
Tara Bogavelli, Roshnee Sharma, Hari Subramani
https://arxiv.org/abs/2509.10769 https://

AgentArch: A Comprehensive Benchmark to Evaluate Agent Architectures in Enterprise
While individual components of agentic architectures have been studied in isolation, there remains limited empirical understanding of how different design dimensions interact within complex multi-agent systems. This study aims to address these gaps by providing a comprehensive enterprise-specific benchmark evaluating 18 distinct agentic configurations across state-of-the-art large language models. We examine four critical agentic system dimensions: orchestration strategy, agent prompt implement…

Over 20 ad tech companies including PubMatic, Optable, and Yahoo launch the Ad Context Protocol, a new open standard to support future agentic advertising (Trishla Ostwal/Adweek)
https://www.adweek.com/media/adcp-ad-context-protocol-agentic-advertising-sta…

Yahoo, PubMatic, and Others Launch New Standard for Agentic Advertising
Twenty ad tech firms launch the Ad Context Protocol to cut costs, boost transparency, and lay the groundwork for agentic advertising.

Your daily reminder that you can see a rolling list of all the fundraisers of Gaza Verified members who need your help in one place, ranked by fewest donations received:
https://gaza.onl/campaigns/accounts
As the rains hit and whole families sheltered in tents, please consider donating if you c…

$K$-Level Policy Gradients for Multi-Agent Reinforcement Learning
Aryaman Reddi, Gabriele Tiboni, Jan Peters, Carlo D'Eramo
https://arxiv.org/abs/2509.12117 https://

$K$-Level Policy Gradients for Multi-Agent Reinforcement Learning
Actor-critic algorithms for deep multi-agent reinforcement learning (MARL) typically employ a policy update that responds to the current strategies of other agents. While being straightforward, this approach does not account for the updates of other agents at the same update step, resulting in miscoordination. In this paper, we introduce the $K$-Level Policy Gradient (KPG), a method that recursively updates each agent against the updated policies of other agents, speeding up the discovery of ef…

When Agents Trade: Live Multi-Market Trading Benchmark for LLM Agents
Lingfei Qian, Xueqing Peng, Yan Wang, Vincent Jim Zhang, Huan He, Hanley Smith, Yi Han, Yueru He, Haohang Li, Yupeng Cao, Yangyang Yu, Alejandro Lopez-Lira, Peng Lu, Jian-Yun Nie, Guojun Xiong, Jimin Huang, Sophia Ananiadou
https://arxiv.org/abs/2510.11695

When Agents Trade: Live Multi-Market Trading Benchmark for LLM Agents
Although Large Language Model (LLM)-based agents are increasingly used in financial trading, it remains unclear whether they can reason and adapt in live markets, as most studies test models instead of agents, cover limited periods and assets, and rely on unverified data. To address these gaps, we introduce Agent Market Arena (AMA), the first lifelong, real-time benchmark for evaluating LLM-based trading agents across multiple markets. AMA integrates verified trading data, expert-checked news, …

Salesforce expands its partnerships with OpenAI and Anthropic to embed their AI models into Agentforce 360, including letting customers access it in ChatGPT (Larry Dignan/Constellation Research)
https://www.constellationr.com/blog-news/i

Salesforce expands OpenAI, Anthropic partnerships, eyes Agentforce everywhere
Salesforce expanded partnerships with OpenAI and Anthropic to embed their large language models into Agentforce 360. At Dreamforce 2025, Salesforce said it has expanded a partnership with OpenAI so customers can access Agentforce 360 in ChatGPT. Salesforce customers will be able to access sales records, review conversations and build Tableau visualizations from within ChatGPT.

If you’re overwhelmed by the number of people who need help in Gaza and don’t know who to donate to, this list of Gaza Verified members, ordered by those who’ve received the least help in the last week (rolling) might help:
https://gaza.onl/campaigns/accounts
All our families need help to affor…

Agentic Lybic: Multi-Agent Execution System with Tiered Reasoning and Orchestration
Liangxuan Guo, Bin Zhu, Qingqian Tao, Kangning Liu, Xun Zhao, Xianzhe Qin, Jin Gao, Guangfu Hao
https://arxiv.org/abs/2509.11067

Agentic Lybic: Multi-Agent Execution System with Tiered Reasoning and Orchestration
Autonomous agents for desktop automation struggle with complex multi-step tasks due to poor coordination and inadequate quality control. We introduce \textsc{Agentic Lybic}, a novel multi-agent system where the entire architecture operates as a finite-state machine (FSM). This core innovation enables dynamic orchestration. Our system comprises four components: a Controller, a Manager, three Workers (Technician for code-based operations, Operator for GUI interactions, and Analyst for decision su…