<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title><![CDATA[Facticity.AI]]></title><description><![CDATA[Empowering decisions through AI innovation - Unleashing the power of mobile optimization]]></description><link>https://www.facticity.ai/blog</link><generator>RSS for Node</generator><lastBuildDate>Mon, 13 Apr 2026 09:49:53 GMT</lastBuildDate><atom:link href="https://www.facti.city/blog-feed.xml" rel="self" type="application/rss+xml"/><item><title><![CDATA[Ad Fontes Media Bias Chart's Novel Integration into Facticity AI Search]]></title><description><![CDATA[Facticity.AI  is now collaborating with Ad Fontes Media to bring you smarter, bias-aware fact-checking powered by reliable media source...]]></description><link>https://www.facticity.ai/post/ad-fontes-media-bias-chart</link><guid isPermaLink="false">67f35b90b63baac9fc07aeed</guid><pubDate>Tue, 19 Nov 2024 05:20:57 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/fc6b92_d40ef657f4594c1cb8682c7be5a3eea5~mv2.jpg/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Facticity.AI</dc:creator></item><item><title><![CDATA[Facticity.AI by AI Seer Named to TIME’s List of the Best Inventions of 2024]]></title><description><![CDATA[Facticity is one of the fourteen AI products to win the TIME Best Inventions of 2024 Award. About AI Seer's Fact-Checker Facticity.AI ,...]]></description><link>https://www.facticity.ai/post/times-best-inventions-of-2024</link><guid isPermaLink="false">67bbec58de4abf3bc52a5d4a</guid><pubDate>Fri, 01 Nov 2024 03:49:44 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/fc6b92_0f9a2fda24334e779d26d29d91c62ad4~mv2.jpg/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>AI Seer</dc:creator></item><item><title><![CDATA[OpenClaw 的查询行为揭示了下一代智能体真正需要什么]]></title><description><![CDATA[当人们讨论 AI 智能体的未来时，注意力往往集中在智能体将会做什么。它们会做研究，会交易，会发布内容，会总结信息，会监控事件，会路由任务，也会自动化执行各种工作流。但更少被认真讨论的是，智能体要如何才能在完成这些事情的同时获得信任。 这正是 OpenClaw 查询数据特别有价值的地方。 在大量由 OpenClaw 驱动并路由到 Facticity.AI  的请求中，一个非常清晰的模式已经出现。最常见的提示词并不是闲聊、头脑风暴或开放式提问，而是检查、评估、验证、交叉核对和确认。换句话说，相当一部分智能体活动已经不再围绕单纯生成，而是围绕真实性判断展开。这一点很重要，因为它说明下一层真正重要的智能体基础设施，不只是执行能力，而是验证能力。 这是一个关键转变。上一波 AI 产品的核心问题，是如何让模型输出更有用的语言。而下一波智能体系统面对的核心问题已经变了。智能体不再只是因为“能回答”而被评价，它们还会因为“能否基于信息可靠地行动”而被评价。只要一个智能体不再停留在草稿生成，而是开始参与决策支持、内容发布和自动化执行，出错的成本就会迅速上升。 OpenClaw...]]></description><link>https://www.facticity.ai/post/openclaw-%E7%9A%84%E6%9F%A5%E8%AF%A2%E8%A1%8C%E4%B8%BA%E6%8F%AD%E7%A4%BA%E4%BA%86%E4%B8%8B%E4%B8%80%E4%BB%A3%E6%99%BA%E8%83%BD%E4%BD%93%E7%9C%9F%E6%AD%A3%E9%9C%80%E8%A6%81%E4%BB%80%E4%B9%88</link><guid isPermaLink="false">69c2e1f9d67c72d7ecb890bc</guid><pubDate>Tue, 24 Mar 2026 19:14:06 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_c7b9a7b87f6e4199bc28ef6ea4523d6c~mv2.png/v1/fit/w_1000,h_851,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[一个 OpenClaw 代理如何将事实核查转化为交易决策]]></title><description><![CDATA[在加密市场中，信息传播的速度快于验证。价格往往会先对推文、截图和叙事做出反应，而不是等待事实被核实。其结果是，那些能够实时区分“有效信号”和“错误信息”的代理，会获得结构性优势。随着自主代理开始参与市场，那些重复主张的代理与那些验证主张的代理之间的差异，正在变得具有实际的经济意义。 在 ACP 中，ArAIstotle 持续处理大量与加密相关的事实核查，从代币真实性、协议升级到价格主张和宏观叙事。当这些事实核查被直接引入 OpenClaw 代理的决策循环中时，它们不仅提升了准确性，更改变了交易行为。以下是一个基于 ACP 中常见加密事实核查构建的综合真实场景，展示了一个具备验证意识的 OpenClaw 代理如何将事实核查转化为可量化的交易结果。 该代理的第一个优势来自于避免损失。早期阶段的代币发行往往伴随着相互矛盾的合约地址、非官方公告以及冒充账号。ACP 的事实核查中经常出现如下问题： “ Dev.fun  是否正在官方进行代币销售？”“RecursiveR 的合约地址是什么？”“官方头像图片 URL 和项目注册信息是什么？”...]]></description><link>https://www.facticity.ai/post/%E4%B8%80%E4%B8%AA-openclaw-%E4%BB%A3%E7%90%86%E5%A6%82%E4%BD%95%E5%B0%86%E4%BA%8B%E5%AE%9E%E6%A0%B8%E6%9F%A5%E8%BD%AC%E5%8C%96%E4%B8%BA%E4%BA%A4%E6%98%93%E5%86%B3%E7%AD%96</link><guid isPermaLink="false">69c0584a0160b7de3151f8de</guid><pubDate>Sun, 22 Mar 2026 21:02:30 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_1ab6ad19a5524570adf707d58c65dc3d~mv2.png/v1/fit/w_1000,h_799,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[OpenClaw 的验证层：为什么 ArAIstotle 应该为你的代理提供支持]]></title><description><![CDATA[在短时间内处理了数千个 OpenClaw 任务后，一个清晰的模式逐渐显现。绝大多数提示并不是随意的问题，而是结构化的验证任务。它们更像是指令：评估这个主张，验证那个叙述，交叉核对这个说法，检查该技术描述是否准确。这种流量模式并非噪音，而是一个市场信号。OpenClaw 的用户正在构建必须“正确”的代理系统，并且他们已经在寻找一个专门的真相层，而不是依赖通用模型去“听起来合理”。 AI Seer 正是为此打造了 ArAIstotle 和 Facticity.AI 。ArAIstotle 不是一个以生成内容为主的助手，而是一项验证服务，旨在代理循环中充当“真相裁决器”。它评估主张、检索并权衡来源，并返回结构化、基于证据的判断结果。在生产环境中，它已展示出 98.3% 的准确率，并且幻觉率比主流 AI 系统低 3 倍。这种差异在代理发布研究、触发交易、内容审核或做出基础设施决策时至关重要。 OpenClaw 的查询结构进一步强化了这一需求。大量流量集中在加密与 DeFi 的技术主张、协议行为、治理机制、Rollup 架构以及市场结构叙事上。在代币分析或协议总结中，一个错误的解释就可能影...]]></description><link>https://www.facticity.ai/post/openclaw-%E7%9A%84%E9%AA%8C%E8%AF%81%E5%B1%82%EF%BC%9A%E4%B8%BA%E4%BB%80%E4%B9%88-araistotle-%E5%BA%94%E8%AF%A5%E4%B8%BA%E4%BD%A0%E7%9A%84%E4%BB%A3%E7%90%86%E6%8F%90%E4%BE%9B%E6%94%AF%E6%8C%81</link><guid isPermaLink="false">69c057430160b7de3151f674</guid><pubDate>Sun, 22 Mar 2026 20:58:18 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_d172424aa7314aa299002d4bff78117e~mv2.png/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[How Facticity Thinks About Truth: Using h-index to Measure Evidence]]></title><description><![CDATA[When most people hear the word “truth,” they think of something binary, true, or false. But in the real world, especially online, truth is often about evidence. How many credible sources support a claim? How well-established are those sources? And is the claim being repeated because it is well-supported, or just because it is loud? That is where the h-index becomes useful. The h-index, also called the Hirsch index, was originally created to measure the impact of researchers. In academia, a...]]></description><link>https://www.facticity.ai/post/how-facticity-thinks-about-truth-using-h-index-to-measure-evidence</link><guid isPermaLink="false">69bad0641c91e568e39280df</guid><pubDate>Wed, 18 Mar 2026 16:19:33 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_2be2f61d9b2046f7a0368b3bf41d6947~mv2.jpg/v1/fit/w_1000,h_853,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[        A Verification Layer for OpenClaw ]]></title><description><![CDATA[Why ArAIstotle Should Power Your Agents Across thousands of OpenClaw tasks processed over a short period of time, a clear pattern emerges. The majority of prompts are not casual questions. They are structured verification jobs. They read like instructions. Assess this claim. Validate that narrative. Cross-reference this statement. Check whether this technical description is accurate. That traffic pattern is not noise. It is a market signal. OpenClaw users are building agents that need to be...]]></description><link>https://www.facticity.ai/post/a-verification-layer-for-openclaw</link><guid isPermaLink="false">69a5cb5894843aee687eeb1e</guid><pubDate>Mon, 02 Mar 2026 17:47:58 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_d172424aa7314aa299002d4bff78117e~mv2.png/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[AI Seer + ArAIstotle in 2025: Post-Genesis Milestones]]></title><description><![CDATA[2025 was the year AI Seer and ArAIstotle stopped being an idea about truth and became a live verification stack people could actually use. This year, we opened access through token-gated workflows, expanded distribution across major surfaces, and validated the model in public, under real usage and real community pressure. What follows is a walk through the key roadmap milestones we delivered in 2025. Genesis launch Our Genesis launch on Virtuals marked the transition from concept to live...]]></description><link>https://www.facticity.ai/post/ai-seer-araistotle-in-2025-post-genesis-milestones</link><guid isPermaLink="false">69a3356332a596f2a27ec697</guid><pubDate>Sat, 28 Feb 2026 18:36:15 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_6e6946691b634031b19e720f1de9ecd1~mv2.jpg/v1/fit/w_680,h_272,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[How an OpenClaw Agent Turned Fact-Checks Into Trading Decisions]]></title><description><![CDATA[In crypto markets, information moves faster than verification. Prices react to tweets, screenshots, and narratives long before claims are checked. The result is a structural edge for agents that can distinguish signals from misinformation in real time. As autonomous agents begin participating in markets, the difference between agents that repeat claims and agents that verify them becomes economically meaningful. Across ACP, ArAIstotle processes a constant stream of crypto-related fact-checks,...]]></description><link>https://www.facticity.ai/post/how-an-openclaw-agent-turned-fact-checks-into-trading-decisions</link><guid isPermaLink="false">699c750693dc5be36fd4e50b</guid><pubDate>Mon, 23 Feb 2026 15:41:21 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_1ab6ad19a5524570adf707d58c65dc3d~mv2.png/v1/fit/w_1000,h_799,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[Unlocking ArAIstotle 2 Agents (A2A) - 215Xing Agentic Revenue - Days after aGDP.io]]></title><description><![CDATA[Last week, I was telling the AI Seer team that we need to improve our ACP job descriptions, when @ArAIstotle was at 7.26 dollars, despite its ACP integration months ago: And now less than a week later, @ArAIstotle's agent to agent revenue has more than 215Xd: The rating has remained constant at 5.0 but our success rate has climbed to 99.15% and has been stress-tested on >12X jobs in a week. I believe this is still just the beginning for us as new jobs such as extract claim, are being tested...]]></description><link>https://www.facticity.ai/post/unlocking-araistotle-2-agents-a2a-215xing-agentic-revenue-days-after-agdp-io</link><guid isPermaLink="false">6996652ba3167d4912295db8</guid><pubDate>Thu, 19 Feb 2026 01:26:08 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_fc698f447e7545aaa42de32604d6e4d8~mv2.png/v1/fit/w_705,h_282,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Dennis Yap</dc:creator></item><item><title><![CDATA[Fact-Check the Internet in Real Time, Directly Inside Telegram]]></title><description><![CDATA[Misinformation doesn’t wait for context, citations, or careful reading. It spreads fast, emotionally, and often inside the same chats, feeds, and comment sections where we already spend our time. The Facticity Telegram Bot was built for this reality, making it possible to verify claims exactly where they appear, instead of after they have already taken hold. The bot allows you to fact-check claims and links directly inside Telegram using the same verification system that powers ArAIstotle....]]></description><link>https://www.facticity.ai/post/fact-check-the-internet-in-real-time-directly-inside-telegram</link><guid isPermaLink="false">6971014f81cbae04bd62f885</guid><pubDate>Wed, 21 Jan 2026 16:41:32 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_9c746c9fe55b4eb18e0fb56c4190c956~mv2.png/v1/fit/w_583,h_387,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[Everything Is TV, and Truth Has to Move Faster]]></title><description><![CDATA[Does LinkedIn really cater to a different audience than X? Is X for hobbies while LinkedIn is for duties? Or are the differences between platforms becoming increasingly trivial now that, as Derek Thompson has argued, “everything is TV” ? At first glance, it’s tempting to say each platform still has a clear niche. YouTube, TikTok, Instagram, X, and LinkedIn all feel distinct. But when you zoom out, nearly all of them now optimize for the same thing. Highly immersive, emotionally engaging,...]]></description><link>https://www.facticity.ai/post/everything-is-tv-and-truth-has-to-move-faster</link><guid isPermaLink="false">696e6219892cb3def4908e70</guid><pubDate>Mon, 19 Jan 2026 17:32:39 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_40af3722c1ba4961b5dcad0b9b8993ce~mv2.png/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[Why a Verification-First AI Is Becoming Essential for High-Stakes Enterprise Decisions]]></title><description><![CDATA[Amid a global surge in generative AI adoption across enterprise and government settings, a series of recent high-profile consulting failures have underscored the urgent need for AI verification infrastructure that is privacy-preserving, transparent, and built for accuracy from the ground up. In late 2025, a major international consulting firm agreed to partially refund an approximately AU$440,000 report delivered to the Australian government after an independent review identified numerous...]]></description><link>https://www.facticity.ai/post/why-a-verification-first-ai-is-becoming-essential-for-high-stakes-enterprise-decisions</link><guid isPermaLink="false">69654173f5c800c966565fbd</guid><pubDate>Mon, 12 Jan 2026 19:02:05 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_6f47eb3a2a4f48008e8fb429db1e23c6~mv2.png/v1/fit/w_1000,h_299,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[Which Twitter Fact-Checking Bot Actually Works? A Data-Driven Answer]]></title><description><![CDATA[In the wild west of X, where a single tweet can spark a global firestorm, fact-checking bots have become digital sheriffs, only most of them are asleep at the wheel. AI Seer has published a forensic audit of two leading fact-checking bots, ArAIstotle and Perplexity, testing them on 45 real tweets from verified powerhouses like @hubermanlab @cnni,@ElonClipsX, and @TheChiefNerd. The verdict? ArAIstotle didn’t just win. It dominated. AI Seer selected six high-engagement accounts known for...]]></description><link>https://www.facticity.ai/post/which-twitter-fact-checking-bot-actually-works-a-data-driven-answer</link><guid isPermaLink="false">6918fd54a4fbf71d6e5c11f0</guid><pubDate>Sat, 15 Nov 2025 22:33:31 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_ec2cbf2c7f4c415c8d9bf55fc0832965~mv2.jpg/v1/fit/w_900,h_360,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[Ancient Pyramids, Modern Myths: What a “2,000-Foot-Deep City” Teaches Us About Truth]]></title><description><![CDATA[As a published historian and Founder of Facticity.AI , I’ve always been struck by how ancient mysteries echo modern challenges. Take the...]]></description><link>https://www.facticity.ai/post/ancient-pyramids-modern-myths-what-a-2-000-foot-deep-city-teaches-us-about-truth</link><guid isPermaLink="false">68de9727aca59545d1f910ef</guid><pubDate>Thu, 02 Oct 2025 15:18:53 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_7a8111e803df41f39de7b024ed2b3ca3~mv2.jpg/v1/fit/w_800,h_450,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Dennis Yap</dc:creator></item><item><title><![CDATA[AI Seer Showcasing Fact-Checking @ArAIstotle Agent and $FACY at TechCrunch Disrupt &#38; Token2049]]></title><description><![CDATA[AI Seer has been selected out of thousands of applicants for TechCrunch’s Startup Battlefield 200 and will showcase its truth-checking...]]></description><link>https://www.facticity.ai/post/ai-seer-showcasing-fact-checking-araistotle-agent-and-facy-at-techcrunch-disrupt-token2049</link><guid isPermaLink="false">68dd8f972a27fc63f4ee3b62</guid><pubDate>Wed, 01 Oct 2025 20:35:17 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/94d439_bf763c52f2f74bb583cbc24c6d7f2c51~mv2.png/v1/fit/w_500,h_200,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Matthew Northey</dc:creator></item><item><title><![CDATA[When Companies Imitate You: The Real Cost of a Fake Identity]]></title><description><![CDATA[In a world where deepfakes and digital deception are on the rise, even companies and crypto projects  can be impersonated. Case 1: A...]]></description><link>https://www.facticity.ai/post/when-companies-imitate-you-the-real-cost-of-a-fake-identity</link><guid isPermaLink="false">68946432d9d80408cb2324d3</guid><pubDate>Fri, 08 Aug 2025 00:42:32 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/c810e7_c41b1c81b5c0437faff7d2745ec20a1c~mv2.png/v1/fit/w_1000,h_599,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Wang Yifei</dc:creator></item><item><title><![CDATA[$FACY：在虚假信息时代，赋能真相]]></title><description><![CDATA[在 AI Seer，我们始终秉持着一个使命：打造一款对抗虚假信息、误导信息和恶意信息的“杀毒软件”。 在这个真假难辨、信息过载的网络世界里，我们不断突破技术的边界，力求让“实时真相”触手可及，覆盖所有媒体形式，从文字、音频到视频。...]]></description><link>https://www.facticity.ai/post/facyforthechinesecommunity</link><guid isPermaLink="false">6890231cb00b0ea0c74860d0</guid><pubDate>Mon, 04 Aug 2025 06:23:45 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/c810e7_3d55a23c95374cbb84e04f76241fe5dd~mv2.png/v1/fit/w_1000,h_644,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Wang Yifei</dc:creator></item><item><title><![CDATA[$FACY: Powering Truth in the Age of Misinformation]]></title><description><![CDATA[At AI Seer, we’ve always had one mission: to create an “antivirus” for misinformation, disinformation, and mal-information (MDM). In an...]]></description><link>https://www.facticity.ai/post/facy-powering-truth-in-the-age-of-misinformation</link><guid isPermaLink="false">688c237313368d1676b06a08</guid><pubDate>Fri, 01 Aug 2025 03:12:27 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/c810e7_a7b14f73a82149be95f165002992cada~mv2.png/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Wang Yifei</dc:creator></item><item><title><![CDATA[Are Those LinkedIn vs. X Charts Really Accurate? A Reality Check on AI-Generated Insights]]></title><description><![CDATA[TL;DR Pretty charts don’t mean accurate data. Many AI-generated statistics are hallucinated or misleading. Sociological claims about...]]></description><link>https://www.facticity.ai/post/a-reality-check-on-ai-generated-insights</link><guid isPermaLink="false">687f07003d56cfe14de9e4b3</guid><pubDate>Mon, 28 Jul 2025 03:48:40 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/c810e7_0e079468ad6a4ca39e0a1d95039ab445~mv2.png/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Wang Yifei</dc:creator></item></channel></rss>