Perspective Labs — Decentralized AI Insights

Perspective Labs — Decentralized AI Insights https://perspectivelabs.org Thought leadership on decentralized AI, AI governance, and the future of independent AI systems. en Thu, 07 May 2026 14:57:17 GMT <![CDATA[Who Owns the AI Agents? Liability When Autonomous Systems Make Costly Mistakes]]> https://perspectivelabs.org/ai-agent-liability-who-is-responsible https://perspectivelabs.org/ai-agent-liability-who-is-responsible Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[123,000 AI Agents on Blockchain: What Happens When Autonomous Code Controls Real Money]]> https://perspectivelabs.org/ai-agents-blockchain-explosion-2026 https://perspectivelabs.org/ai-agents-blockchain-explosion-2026 Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[AI Computer Use Is Here: GPT-5.4 and Claude Can Now Control Your Desktop — Should They?]]> https://perspectivelabs.org/ai-computer-use-desktop-control-ethics https://perspectivelabs.org/ai-computer-use-desktop-control-ethics Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[The $2 Trillion AI Spending Spree: Where the Money Goes and Who Gets Left Behind]]> https://perspectivelabs.org/ai-spending-2-trillion-who-benefits https://perspectivelabs.org/ai-spending-2-trillion-who-benefits Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Can Decentralized Compute Networks Actually Train Frontier AI Models?]]> https://perspectivelabs.org/can-decentralized-compute-train-frontier-ai https://perspectivelabs.org/can-decentralized-compute-train-frontier-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[The Bittensor Experiment: Can a Token Economy Coordinate Decentralized AI Development?]]> https://perspectivelabs.org/bittensor-token-economy-decentralized-ai https://perspectivelabs.org/bittensor-token-economy-decentralized-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[The AI Bubble Narrative: Who Benefits When You Think AI Is Overvalued?]]> https://perspectivelabs.org/ai-bubble-narrative-who-benefits https://perspectivelabs.org/ai-bubble-narrative-who-benefits Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Can Open-Source AI Break Big Tech's Control?]]> https://perspectivelabs.org/can-open-source-ai-break-big-tech-control https://perspectivelabs.org/can-open-source-ai-break-big-tech-control Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Can Blockchain Verify AI Training Data Provenance?]]> https://perspectivelabs.org/can-blockchain-verify-ai-training-data https://perspectivelabs.org/can-blockchain-verify-ai-training-data Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Can Zero-Knowledge Proofs Verify AI Inference Without Revealing Your Data?]]> https://perspectivelabs.org/can-zero-knowledge-proofs-verify-ai https://perspectivelabs.org/can-zero-knowledge-proofs-verify-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Could Blockchain Enable Decentralized Training of Large AI Models?]]> https://perspectivelabs.org/could-blockchain-enable-decentralized-ai-training https://perspectivelabs.org/could-blockchain-enable-decentralized-ai-training Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Could Governments Use AI for Mass Surveillance? They Already Are]]> https://perspectivelabs.org/could-governments-use-ai-mass-surveillance https://perspectivelabs.org/could-governments-use-ai-mass-surveillance Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Overcoming Challenges in Decentralized AI]]> https://perspectivelabs.org/challenges-in-decentralized-ai https://perspectivelabs.org/challenges-in-decentralized-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Decentralized GPU Marketplaces vs Big Tech Cloud: The Real Competition for AI Compute]]> https://perspectivelabs.org/decentralized-gpu-vs-big-tech-cloud https://perspectivelabs.org/decentralized-gpu-vs-big-tech-cloud Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Could AI Agents Become Autonomous Economic Actors?]]> https://perspectivelabs.org/could-ai-agents-become-autonomous-economic-actors https://perspectivelabs.org/could-ai-agents-become-autonomous-economic-actors Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Do AI Companies Store My Conversations? What Really Happens to Your Data]]> https://perspectivelabs.org/do-ai-companies-store-my-conversations https://perspectivelabs.org/do-ai-companies-store-my-conversations Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Decentralized AI: Building a Future Together]]> https://perspectivelabs.org/decentralized-ai-building-a-future-together https://perspectivelabs.org/decentralized-ai-building-a-future-together Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Do AI Tokens Have Real Utility or Are They Just Speculative?]]> https://perspectivelabs.org/do-ai-tokens-have-real-utility https://perspectivelabs.org/do-ai-tokens-have-real-utility Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[EU AI Act Enforcement Begins August 2026: What Gets Banned and Who Decides]]> https://perspectivelabs.org/eu-ai-act-enforcement-august-2026 https://perspectivelabs.org/eu-ai-act-enforcement-august-2026 Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[DeepSeek 10x Price Advantage: Can Chinese Open Source AI Undermine Western AI Monopolies?]]> https://perspectivelabs.org/deepseek-price-advantage-western-ai-monopoly https://perspectivelabs.org/deepseek-price-advantage-western-ai-monopoly Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Is AI Becoming the New Nuclear Weapons Race?]]> https://perspectivelabs.org/is-ai-becoming-new-nuclear-weapons-race https://perspectivelabs.org/is-ai-becoming-new-nuclear-weapons-race Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[What AI Systems Just Became Illegal Under the EU AI Act?]]> https://perspectivelabs.org/eu-ai-act-what-just-became-illegal https://perspectivelabs.org/eu-ai-act-what-just-became-illegal Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Is the AI Bubble About to Burst? The Numbers Behind the Hype]]> https://perspectivelabs.org/is-ai-bubble-about-to-burst https://perspectivelabs.org/is-ai-bubble-about-to-burst Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Federated Learning vs Centralized Training: Can Privacy-Preserving AI Actually Compete?]]> https://perspectivelabs.org/federated-learning-vs-centralized-ai-training https://perspectivelabs.org/federated-learning-vs-centralized-ai-training Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Is DeepSeek Proving China Can Compete With US Frontier Models?]]> https://perspectivelabs.org/is-deepseek-proving-china-can-compete https://perspectivelabs.org/is-deepseek-proving-china-can-compete Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Google Gives Pentagon AI Agents: The Quiet Militarization of Foundation Models]]> https://perspectivelabs.org/google-pentagon-ai-agents-militarization https://perspectivelabs.org/google-pentagon-ai-agents-militarization Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Is AI Industry Self-Regulation Just Regulatory Capture?]]> https://perspectivelabs.org/is-industry-ai-self-regulation-just-regulatory-capture https://perspectivelabs.org/is-industry-ai-self-regulation-just-regulatory-capture Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Is the OpenAI Defense Deal Crossing an Ethical Red Line?]]> https://perspectivelabs.org/is-openai-defense-deal-ethical-red-line https://perspectivelabs.org/is-openai-defense-deal-ethical-red-line Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Is AI Governance Already Failing Before AGI Arrives?]]> https://perspectivelabs.org/is-ai-governance-already-failing https://perspectivelabs.org/is-ai-governance-already-failing Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[POV Token is Live on Base Testnet]]> https://perspectivelabs.org/live-on-base-testnet https://perspectivelabs.org/live-on-base-testnet Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[95% of Companies See Zero ROI from AI: What the MIT Media Lab Study Means for the Industry]]> https://perspectivelabs.org/mit-study-zero-ai-roi-2026 https://perspectivelabs.org/mit-study-zero-ai-roi-2026 Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Mistral 3 and the Apache 2.0 Bet: Can Europe Build an Open Source AI Superpower?]]> https://perspectivelabs.org/mistral-3-europe-open-source-ai https://perspectivelabs.org/mistral-3-europe-open-source-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Consumer AI: The Key to Mass Adoption?]]> https://perspectivelabs.org/shortcut-to-mass-adoption https://perspectivelabs.org/shortcut-to-mass-adoption Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Perspective AI is Now Live]]> https://perspectivelabs.org/now-live https://perspectivelabs.org/now-live Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Should AI Infrastructure Be Treated Like a Public Utility?]]> https://perspectivelabs.org/should-ai-infrastructure-be-public-utility https://perspectivelabs.org/should-ai-infrastructure-be-public-utility Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[OpenAI Acquires Its Own Safety Auditor: The Problem with AI Companies Policing Themselves]]> https://perspectivelabs.org/openai-promptfoo-acquisition-self-regulation https://perspectivelabs.org/openai-promptfoo-acquisition-self-regulation Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Should Lethal Autonomous Weapons Be Banned Globally?]]> https://perspectivelabs.org/should-lethal-autonomous-weapons-be-banned https://perspectivelabs.org/should-lethal-autonomous-weapons-be-banned Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Should AI Companies Partner With the Pentagon? The Ethics of Military AI Contracts]]> https://perspectivelabs.org/should-ai-companies-partner-with-pentagon https://perspectivelabs.org/should-ai-companies-partner-with-pentagon Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Should People Be Paid If Their Data Trains AI?]]> https://perspectivelabs.org/should-people-be-paid-if-data-trains-ai https://perspectivelabs.org/should-people-be-paid-if-data-trains-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Should Citizens Have a Vote on How AI Systems Are Used?]]> https://perspectivelabs.org/should-citizens-vote-on-ai https://perspectivelabs.org/should-citizens-vote-on-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[How Small Models And Free Markets Can Reshape AI]]> https://perspectivelabs.org/small-models-and-free-markets https://perspectivelabs.org/small-models-and-free-markets Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Should We Pause Frontier AI Development? The Case for Transparency Over Paralysis]]> https://perspectivelabs.org/should-we-pause-frontier-ai-development https://perspectivelabs.org/should-we-pause-frontier-ai-development Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[What Happens When AI Agents Control Crypto Wallets?]]> https://perspectivelabs.org/what-happens-when-ai-agents-control-wallets https://perspectivelabs.org/what-happens-when-ai-agents-control-wallets Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[The State AI Law Patchwork: Will Federal Preemption Kill or Save AI Regulation?]]> https://perspectivelabs.org/state-vs-federal-ai-regulation-2026 https://perspectivelabs.org/state-vs-federal-ai-regulation-2026 Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[What Would a Fully Decentralized AI Network Actually Look Like?]]> https://perspectivelabs.org/what-is-decentralized-ai https://perspectivelabs.org/what-is-decentralized-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Who Decides What Human Values AI Should Follow?]]> https://perspectivelabs.org/who-decides-what-human-values-ai-follows https://perspectivelabs.org/who-decides-what-human-values-ai-follows Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Who Decides What AI Is Allowed to Say? The Case Against Corporate Editorial Control]]> https://perspectivelabs.org/who-decides-what-ai-is-allowed-to-say https://perspectivelabs.org/who-decides-what-ai-is-allowed-to-say Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[What Token Models Actually Incentivize AI Training and Inference?]]> https://perspectivelabs.org/what-token-models-incentivize-ai https://perspectivelabs.org/what-token-models-incentivize-ai Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Why Do AI Models Refuse to Answer Certain Questions?]]> https://perspectivelabs.org/why-do-ai-models-refuse-to-answer https://perspectivelabs.org/why-do-ai-models-refuse-to-answer Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Who Actually Controls the Most Powerful AI Models Right Now?]]> https://perspectivelabs.org/who-actually-controls-ai-right-now https://perspectivelabs.org/who-actually-controls-ai-right-now Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Will AI Create the Biggest Monopolies in History?]]> https://perspectivelabs.org/will-ai-create-biggest-monopolies-in-history https://perspectivelabs.org/will-ai-create-biggest-monopolies-in-history Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Will AI Power End Up Concentrated in Five Companies?]]> https://perspectivelabs.org/will-ai-power-concentrate-in-five-companies https://perspectivelabs.org/will-ai-power-concentrate-in-five-companies Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Will AI Wipe Out Knowledge-Worker Jobs Faster Than Expected?]]> https://perspectivelabs.org/will-ai-wipe-out-knowledge-worker-jobs https://perspectivelabs.org/will-ai-wipe-out-knowledge-worker-jobs Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Will AI Influence Elections More Than Social Media Did?]]> https://perspectivelabs.org/will-ai-influence-elections-more-than-social-media https://perspectivelabs.org/will-ai-influence-elections-more-than-social-media Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Will AI Regulation Kill Startups and Entrench Big Tech?]]> https://perspectivelabs.org/will-ai-regulation-entrench-big-tech https://perspectivelabs.org/will-ai-regulation-entrench-big-tech Fri, 10 Apr 2026 00:00:00 GMT <![CDATA[Will DePIN Networks Replace Centralized AI Infrastructure?]]> https://perspectivelabs.org/will-depin-replace-centralized-ai-infrastructure https://perspectivelabs.org/will-depin-replace-centralized-ai-infrastructure Fri, 10 Apr 2026 00:00:00 GMT