{"nodes":[{"id":8,"slug":"x-2114578506155970681","title":"AI safety and the decentralized red button: LingoAI’s Holon perspective","kind":"quote","topic":"AI governance","demo":0,"updated":1793000155},{"id":7,"slug":"li-activity-7520302930093109248","title":"AI defence without permanent dependence: Henry Wang on Holon and sovereignty","kind":"repost","topic":"AI governance","demo":0,"updated":1792982383},{"id":9,"slug":"x-2114175988582252770","title":"Device ownership and sovereign AI after a developer’s account-ban report","kind":"quote","topic":"Data sovereignty","demo":0,"updated":1793000155},{"id":1,"slug":"x-2113934536296042510","title":"Personal Data Sovereignty in the Smart-Home Privacy Debate","kind":"quote","topic":"Data sovereignty","demo":0,"updated":1792928319},{"id":2,"slug":"x-2113637157302902933","title":"Black October: LingoAI on AI Security and Intrinsic Governance","kind":"original","topic":"AI governance","demo":0,"updated":1792928319},{"id":3,"slug":"x-2113473248885432525","title":"From a16z Frontier to Holon’s Sovereign Intelligence Architecture","kind":"quote","topic":"Agent networks","demo":0,"updated":1792928319},{"id":4,"slug":"x-2113181407824499193","title":"Personal AI Assistants: Privacy, Memory and Revocable Permissions","kind":"quote","topic":"Data sovereignty","demo":0,"updated":1792928319},{"id":5,"slug":"x-2112801882305655188","title":"Human–AI Coexistence and Individual Sovereignty as AI Accelerates","kind":"original","topic":"AI governance","demo":0,"updated":1792928319},{"id":10,"slug":"x-2112570301028708365","title":"DeepInfer and Holon: open inference meets personal sovereignty","kind":"quote","topic":"Agent networks","demo":0,"updated":1793000155},{"id":11,"slug":"x-2112373074473734644","title":"Beyond digital vassalage: Holon as a proposed fourth path","kind":"original","topic":"Data sovereignty","demo":0,"updated":1793000155},{"id":12,"slug":"x-2111982355657478597","title":"Who may command AI? 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The distinction between a hypothesis and established evidence matters.\n\nThe author’s pinned comment links an earlier Dion Wiggins investigation, but that exact link currently returns “Invalid post link”. The quoted funding figures have not been independently verified here. Tracing remains pending at this broken reference.\n\nUnavailable reference as supplied by the author: https://www.linkedin.com/posts/dionwiggins_the-maintenance-deficit-governments-are-building-activity-7254588019295870969-xxxx/"},{"key":"context-16","post_id":8,"parent_key":"post-8","relation":"quotes","label":"Quoted source","url":"/en/sources/x-2114286556034859410","author":"@netanyahu","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/netanyahu/status/2114286556034859410","title":"Nuclear-risk rhetoric cited in LingoAI’s safety argument","summary":"Netanyahu shares a nuclear-risk argument attributed to Yuval Blumberg. This is the geopolitical context for LingoAI’s subsequent discussion of concentrated AI power. The Hebrew post was reviewed using X’s English translation; its political allegations are not independently verified.","reason":"Identifies the actual source of the quoted image and separates political claims from the Holon interpretation.","seo_title":"Nuclear-risk rhetoric cited in LingoAI’s safety argument | @netanyahu | Holon.live","seo_description":"Netanyahu shares a nuclear-risk argument attributed to Yuval Blumberg. This is the geopolitical context for LingoAI’s subsequent discussion of concentrated AI power. 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These statements alone do not establish the platform’s full policy rationale.","reason":"Provides the first-person source behind LingoAI’s discussion of device ownership and local AI.","seo_title":"A developer’s account-ban report after local reverse engineering | @log4j | Holon.live","seo_description":"The developer reports an account ban following local reverse-engineering work and says the work did not involve exploiting vulnerabilities. Attached screenshots accompany the account. 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His bankruptcy-sale and revenue allegations are not independently verified here, and the hiring post alone does not establish them.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-30","post_id":17,"parent_key":"context-29","relation":"quotes","label":"Quoted source","url":"/en/sources/x-2109801866292875323","author":"@eriknewsha","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/eriknewsha/status/2109801866292875323","title":"Erik Newsham’s enterprise-data hiring announcement","summary":"The original hiring announcement lists roles spanning semiconductors, neural data and research, alongside demanding working hours and compensation ranges. It asks applicants to identify knowledge that humanity possesses without recognizing it.","reason":"Shows the underlying hiring post cited by the intermediate commentary.","seo_title":"Erik Newsham’s enterprise-data hiring announcement | @eriknewsha | Holon.live","seo_description":"The original hiring announcement lists roles spanning semiconductors, neural data and research, alongside demanding working hours and compensation ranges. It asks applicants to identify knowledge that humanity possesses without recognizing it.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-31","post_id":13,"parent_key":"post-13","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2111706625576927711","author":"@Vanquan_titans","reviewed":true,"upstream_status":"linked","source_url":"https://x.com/Vanquan_titans/status/2111706625576927711","title":"How can Holon help bridge the AI divide?","summary":"Asks how the product could help communities participate beyond existing access gaps.","reason":"Selects a substantive question or alternative view, rather than generic praise.","seo_title":"How can Holon help bridge the AI divide? | @Vanquan_titans | Holon.live","seo_description":"Asks how the product could help communities participate beyond existing access gaps.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-32","post_id":13,"parent_key":"context-31","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2111708641669878014","author":"@LingoAITech","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/LingoAITech/status/2111708641669878014","title":"Community languages, knowledge and agency","summary":"LingoAI connects local control with access to markets, shared value and governance participation.","reason":"Preserves the author’s answer and its actual parent question.","seo_title":"Community languages, knowledge and agency | @LingoAITech | Holon.live","seo_description":"LingoAI connects local control with access to markets, shared value and governance participation.","seo_keywords":"Holon,AI,Data,Ontology","body":"We’re building Holon so communities can control their data, use AI with their own languages and knowledge, and connect to wider markets on their terms. The goal is to help people create value, share in its rewards and shape AI governance—from the individual up."},{"key":"context-33","post_id":10,"parent_key":"post-10","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2112575762658464197","author":"@duc_daily","reviewed":true,"upstream_status":"linked","source_url":"https://x.com/duc_daily/status/2112575762658464197","title":"How is trillion-token throughput measured?","summary":"Questions the measurement behind a very large throughput claim.","reason":"Selects a substantive question or alternative view, rather than generic praise.","seo_title":"How is trillion-token throughput measured? | @duc_daily | Holon.live","seo_description":"Questions the measurement behind a very large throughput claim.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-34","post_id":10,"parent_key":"context-33","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2112580561424593076","author":"@LingoAITech","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/LingoAITech/status/2112580561424593076","title":"Reported throughput versus reproducible benchmarks","summary":"LingoAI’s reply distinguishes a claimed production aggregate from independently reproducible results and discusses input-cache effects. Its specific figures remain attributed to the reply author.","reason":"Preserves the author’s answer and its actual parent question.","seo_title":"Reported throughput versus reproducible benchmarks | @LingoAITech | Holon.live","seo_description":"LingoAI’s reply distinguishes a claimed production aggregate from independently reproducible results and discusses input-cache effects. Its specific figures remain attributed to the reply author.","seo_keywords":"Holon,AI,Data,Ontology","body":"The number comes from DeepSeek's own published deployment Q&A and technical report, but it's worth separating what's reported from what's independently verified.\n\nHow it's measured (as disclosed by DeepSeek): It's the aggregate service throughput of a single production cluster running DeepSeek-V4.1-Flash. The figure is 155 trillion tokens/day . Context matters: DeepSeek reports an average input length of 77K tokens per request, and a 96% input cache hit rate—meaning most of that \"throughput\" is cache-served rather than freshly computed . Per-GPU numbers are also disclosed: ~60K tokens/s without cache hits, ~1.5M tokens/s with cache hits .\n\nThe honest caveat: This is a self-reported production statistic, not a reproducible benchmark from the open repo. Independent analysis notes the 155T figure appears in DeepSeek's Zhihu post and deployment Q&A, but is not in the GitHub repository itself, and the KV-cache management system that enables the 96% hit rate is not part of the open-source release . So you can't fully reproduce the number from the code alone—you'd need DeepSeek's internal 3FS storage cluster and cache infrastructure .\n\nBottom line: It's not exaggerated marketing in the sense of being invented—it's a disclosed production metric tied to specific conditions (77K avg input, 96% cache hit, off-peak pricing for the $38/card-hr revenue figure). But it's also not a general-purpose claim you can independently verify from the open repo. A fair reply would acknowledge both: the number is real as a self-reported production stat under specific conditions, and the community's job is to see what smaller teams can achieve without that cache tier."},{"key":"context-35","post_id":8,"parent_key":"post-8","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2114580257923641587","author":"@mickness_111","reviewed":true,"upstream_status":"linked","source_url":"https://x.com/mickness_111/status/2114580257923641587","title":"Who should control AI safety?","summary":"Argues for decentralization and user control rather than concentration of safety decisions.","reason":"Selects a substantive question or alternative view, rather than generic praise.","seo_title":"Who should control AI safety? | @mickness_111 | Holon.live","seo_description":"Argues for decentralization and user control rather than concentration of safety decisions.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-36","post_id":8,"parent_key":"context-35","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2114582215673995694","author":"@LingoAITech","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/LingoAITech/status/2114582215673995694","title":"Local control as LingoAI’s proposed safety response","summary":"The author argues that local-first Holons put interruption and alignment control closer to users. This is the author’s architectural position, not a demonstrated safety guarantee.","reason":"Preserves the author’s answer and its actual parent question.","seo_title":"Local control as LingoAI’s proposed safety response | @LingoAITech | Holon.live","seo_description":"The author argues that local-first Holons put interruption and alignment control closer to users. This is the author’s architectural position, not a demonstrated safety guarantee.","seo_keywords":"Holon,AI,Data,Ontology","body":"💯 Spot on. Centralized platforms—whether through malicious intent, political control, or security breaches—put all of humanity at risk. Decentralized architectures like local-first sovereign Holons put the kill-switch and alignment directly in the hands of the global majority, not an elite few. 🛡️🔐"},{"key":"context-37","post_id":12,"parent_key":"post-12","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2111984749040505191","author":"@DucCryptoX","reviewed":true,"upstream_status":"linked","source_url":"https://x.com/DucCryptoX/status/2111984749040505191","title":"How did Victor Hugo respond to the Summer Palace’s destruction?","summary":"Asks for the historical context behind the author’s analogy.","reason":"Selects a substantive question or alternative view, rather than generic praise.","seo_title":"How did Victor Hugo respond to the Summer Palace’s destruction? | @DucCryptoX | Holon.live","seo_description":"Asks for the historical context behind the author’s analogy.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-38","post_id":12,"parent_key":"context-37","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2112079301751271920","author":"@LingoAITech","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/LingoAITech/status/2112079301751271920","title":"The historical reference supplied in LingoAI’s reply","summary":"The reply identifies Hugo’s letter and distinguishes rulers’ actions from the people they govern. This selection provides context for the governance argument.","reason":"Preserves the author’s answer and its actual parent question.","seo_title":"The historical reference supplied in LingoAI’s reply | @LingoAITech | Holon.live","seo_description":"The reply identifies Hugo’s letter and distinguishes rulers’ actions from the people they govern. This selection provides context for the governance argument.","seo_keywords":"Holon,AI,Data,Ontology","body":"Great Question!! Victor Hugo strongly condemned it.\n\nIn his November 25, 1861 open letter to Captain Butler (written from exile in Guernsey), he called the Anglo-French destruction of the Summer Palace the work of “two bandits”:\n\n“One day two bandits entered the Summer Palace. One plundered, the other burned.”\n\nHe contrasted it with the Parthenon and described the palace as a “wonder of the world” born of Eastern imagination. He explicitly separated rulers from the people:\n\n“The crimes of those who lead are not the fault of those who are led; governments are sometimes bandits, peoples never.”\n\nHe hoped a free France would one day return the looted treasures to China. The letter was later published in his *Actes et Paroles*.\n\nThis is the exact distinction the post draws."},{"key":"context-39","post_id":14,"parent_key":"post-14","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2111426008880652765","author":"@Capy_Research","reviewed":true,"upstream_status":"linked","source_url":"https://x.com/Capy_Research/status/2111426008880652765","title":"Who chooses the AI agents that act for you?","summary":"Asks who holds the authority to select personal agents.","reason":"Selects a substantive question or alternative view, rather than generic praise.","seo_title":"Who chooses the AI agents that act for you? | @Capy_Research | Holon.live","seo_description":"Asks who holds the authority to select personal agents.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-40","post_id":14,"parent_key":"context-39","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2111477125542998142","author":"@LingoAITech","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/LingoAITech/status/2111477125542998142","title":"Users choose, switch and dismiss their agents","summary":"LingoAI describes user choice and scoped permissions as design goals for Holon.","reason":"Preserves the author’s answer and its actual parent question.","seo_title":"Users choose, switch and dismiss their agents | @LingoAITech | Holon.live","seo_description":"LingoAI describes user choice and scoped permissions as design goals for Holon.","seo_keywords":"Holon,AI,Data,Ontology","body":"You do. Not LingoAI, not the AI provider, and not the platform.\n\nThat's the principle behind Holon Agent 3.0: One Ontology, Multiple Agents.\n\nYou should be free to choose, switch, combine, or dismiss AI agents—while controlling what each can access and do on your behalf.\n\nWe're building the architecture to make that freedom practical and enforceable.\n\nYour data. Your agents. Your decisions. Your sovereignty."},{"key":"context-41","post_id":17,"parent_key":"post-17","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2110593316878492012","author":"@Widmdge","reviewed":true,"upstream_status":"linked","source_url":"https://x.com/Widmdge/status/2110593316878492012","title":"What does a data broker’s revenue imply for personal privacy?","summary":"Asks how a reported business figure relates to everyday privacy.","reason":"Selects a substantive question or alternative view, rather than generic praise.","seo_title":"What does a data broker’s revenue imply for personal privacy? | @Widmdge | Holon.live","seo_description":"Asks how a reported business figure relates to everyday privacy.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-42","post_id":17,"parent_key":"context-41","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2110594199183847539","author":"@LingoAITech","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/LingoAITech/status/2110594199183847539","title":"Demand does not prove that your data was sold","summary":"LingoAI explicitly separates a revenue claim from evidence about any individual’s data and calls for visible, purpose-specific permissions.","reason":"Preserves the author’s answer and its actual parent question.","seo_title":"Demand does not prove that your data was sold | @LingoAITech | Holon.live","seo_description":"LingoAI explicitly separates a revenue claim from evidence about any individual’s data and calls for visible, purpose-specific permissions.","seo_keywords":"Holon,AI,Data,Ontology","body":"The $4M figure signals demand; it doesn’t prove your data was sold. The daily privacy question is whether records you create for one purpose are reused for AI without your knowledge. With Holon, we’re working toward clear permissions, visibility into use, and a say in how value is shared."},{"key":"context-43","post_id":11,"parent_key":"post-11","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2112386409038561738","author":"@Widmdge","reviewed":true,"upstream_status":"linked","source_url":"https://x.com/Widmdge/status/2112386409038561738","title":"Could regional cooperation balance technology concentration?","summary":"Suggests deeper European integration as an alternative to very large national spending.","reason":"Selects a substantive question or alternative view, rather than generic praise.","seo_title":"Could regional cooperation balance technology concentration? | @Widmdge | Holon.live","seo_description":"Suggests deeper European integration as an alternative to very large national spending.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-44","post_id":11,"parent_key":"context-43","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2112388293002424823","author":"@LingoAITech","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/LingoAITech/status/2112388293002424823","title":"Cooperation alongside investment in AI","summary":"LingoAI responds that investment should accompany global governance and cooperation rather than a pure arms-race framing.","reason":"Preserves the author’s answer and its actual parent question.","seo_title":"Cooperation alongside investment in AI | @LingoAITech | Holon.live","seo_description":"LingoAI responds that investment should accompany global governance and cooperation rather than a pure arms-race framing.","seo_keywords":"Holon,AI,Data,Ontology","body":"Europe should invest into AI to keep the ballance, and also make contributions to AI development. AI need global governance and cooperation, not only AI arm race, which can lead to human extinction."},{"key":"context-45","post_id":15,"parent_key":"post-15","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2110938509418877137","author":"@deekay_btc","reviewed":true,"upstream_status":"linked","source_url":"https://x.com/deekay_btc/status/2110938509418877137","title":"Are there practical early adopters of Solid?","summary":"Asks for examples of user-controlled data in practice.","reason":"Selects a substantive question or alternative view, rather than generic praise.","seo_title":"Are there practical early adopters of Solid? | @deekay_btc | Holon.live","seo_description":"Asks for examples of user-controlled data in practice.","seo_keywords":"Holon,AI,Data,Ontology"},{"key":"context-46","post_id":15,"parent_key":"context-45","relation":"replies_to","label":"Selected reply","url":"/en/sources/x-2111006434225979529","author":"@LingoAITech","reviewed":true,"upstream_status":"terminal","source_url":"https://x.com/LingoAITech/status/2111006434225979529","title":"A Solid example connected to the Holon design principle","summary":"The reply cites an employment-data sharing example and explains the intended extension into ontology, memory and agents. The case description is attributed to LingoAI.","reason":"Preserves the author’s answer and its actual parent question.","seo_title":"A Solid example connected to the Holon design principle | @LingoAITech | Holon.live","seo_description":"The reply cites an employment-data sharing example and explains the intended extension into ontology, memory and agents. The case description is attributed to LingoAI.","seo_keywords":"Holon,AI,Data,Ontology","body":"Yes! Athumi in Flanders launched a Solid-based service with Randstad in 2023, letting job applicants authorize sharing verified diploma data. At LingoAI, we’re building Holon on the same principle, extending user-controlled data into personal ontology, memory and AI agents. One Ontology. Multiple Agents. Your sovereignty."},{"key":"link-9-1","post_id":9,"parent_key":"post-9","relation":"references","label":"Reference","url":"https://x.com/LingoAITech/status/2113934536296042510","author":"@LingoAITech","reviewed":false,"title":"@LingoAITech · source link","summary":"This link was captured with the article. Its content and relationship await review.","reason":""},{"key":"link-4-0","post_id":4,"parent_key":"post-4","relation":"references","label":"Reference","url":"https://paulfwalsh.substack.com/p/metas-muse-ai-agent-is-a-commercial","author":"paulfwalsh.substack.com","reviewed":false,"title":"paulfwalsh.substack.com · source link","summary":"This link was captured with the article. Its content and relationship await review.","reason":""}],"locale":"en"}