Pinned Tweet
How AI Seer, FacticityAI, and ArAIstotle (FACY) Built the "AI 2040: Plan A" Defense Stack Ahead of Schedule🔥
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Why "Degraded Epistemics" Is an Existential Threat and How @facticityai AI Stops It
Asymmetric vs. Symmetric Persuasion
Inside 2031, 2033, and 2037 Prove the FACY Thesis
Virtual Polygraphing: Why Lie Detection Must Belong to the Public
Provenance Over Manufactured Consensus
Escaping the "Corporate Spec" Trap with the FACY Truth Economy
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In the postscript of AI 2040: Plan A, the authors warn that the world is "asleep at the wheel," relying on vague, incremental half measures while superhuman persuasion and autonomous AI agents reshape civilization.
AI Seer @aiseerco didn't wait for a crisis in 2029 or a global summit in 2037 to build humanity's epistemic armor. The tools designed to protect your mind, audit your leaders, and anchor our shared reality are already here—summon @ArAIstotle on your feed today and power the decentralized truth economy with FACY.
[ @ye_dennis ]
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Why "Degraded Epistemics" Is an Existential Threat and How @facticityai AI Stops It
Asymmetric vs. Symmetric Persuasion
Inside 2031, 2033, and 2037 Prove the FACY Thesis
Virtual Polygraphing: Why Lie Detection Must Belong to the Public
Provenance Over Manufactured Consensus
Escaping the "Corporate Spec" Trap with the FACY Truth Economy
-----------------------------------------
In the postscript of AI 2040: Plan A, the authors warn that the world is "asleep at the wheel," relying on vague, incremental half measures while superhuman persuasion and autonomous AI agents reshape civilization.
AI Seer @aiseerco didn't wait for a crisis in 2029 or a global summit in 2037 to build humanity's epistemic armor. The tools designed to protect your mind, audit your leaders, and anchor our shared reality are already here—summon @ArAIstotle on your feed today and power the decentralized truth economy with FACY.
[ @ye_dennis ]
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Dr Pumpkin🍀 retweeted
AI Agents will be needed for many new things, including cybersecurity but also now cyberattacks as detailed by @chainalysis.
This is why I’m bullish on the need for AI Agents in human security and protecting the basin of sanity. Learn more in the comments below ⤵️
This is why I’m bullish on the need for AI Agents in human security and protecting the basin of sanity. Learn more in the comments below ⤵️
Our investigators are observing never-seen-before laundering patterns with the stolen funds from the Binance exploit. Thousands of transactions in a short period suggest that the attackers are using automation to obscure the trail of funds. Rather than simply moving funds onward, te them among addresses, often sending funds back to addresses involved earlier in the sequence.
Read more: chainalysis.com/blog/binance-e…
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Monetary Authority of Singapore - October 7, 2026.
MAS did something historic: it wrote the word "hallucination" directly into its supervisory guidelines for financial institutions.
If you deploy GenAI or autonomous AI agents in finance, the regulatory clock is officially ]
MAS did something historic: it wrote the word "hallucination" directly into its supervisory guidelines for financial institutions.
If you deploy GenAI or autonomous AI agents in finance, the regulatory clock is officially ]
Guidelines can easily turn into moral suasion, then more... x.com/i/article/2109…
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MAS AI Risk Management Guidelines
---------- [ base:0xfac77f01957ed1b3dd1cbea992199b8f85b6e886 ] ----------
---------- [ base:0xfac77f01957ed1b3dd1cbea992199b8f85b6e886 ] ----------
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Dr Pumpkin🍀 retweeted
AI Usage and Governance ranks top three in where buyers plan to buy or upgrade in the next 12 months and top five in most broad and highly ranked initiative.
This is where @facticityai’s TrustOps for Disinformation comes in. Listed as a vendor by Gartner, learn more in the comments ⤵️
This is where @facticityai’s TrustOps for Disinformation comes in. Listed as a vendor by Gartner, learn more in the comments ⤵️
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✨Verification meets engineering🤝
AI Seer @aiseerco and Smartificial have announced a partnership to help teams put AI they can actually trust into production.
AI Seer positions itself as the trust layer for high-stakes decisions: verify information, interpret signals, reduce uct, @facticityai does this in real time. It checks claims against trusted sources and returns a clear True, False or Unverifiable verdict that teams can act on.
Smartificial is an engineering-driven AI team with 10+ years of experience and 120+ engineers across backend, cloud, data and AI.
It builds custom AI, integrations and software for mid-market companies, including LLM and RAG systems and voice AI.
What the partnership means:
✅ AI Seer clients get access to Smartificial engineering expertise to design, integrate and scale AI solutions.
✅ Smartificial clients get @facticityai real-time verification built into the products they ship. One brings the truth layer, the other builds the product around it.
Congratulations both teams on the partnership👏
Escaping the Corporate Trap with the FACY Truth Economy ✨[ @ArAIstotle ] [ $FACY ]✨
AI Seer @aiseerco and Smartificial have announced a partnership to help teams put AI they can actually trust into production.
AI Seer positions itself as the trust layer for high-stakes decisions: verify information, interpret signals, reduce uct, @facticityai does this in real time. It checks claims against trusted sources and returns a clear True, False or Unverifiable verdict that teams can act on.
Smartificial is an engineering-driven AI team with 10+ years of experience and 120+ engineers across backend, cloud, data and AI.
It builds custom AI, integrations and software for mid-market companies, including LLM and RAG systems and voice AI.
What the partnership means:
✅ AI Seer clients get access to Smartificial engineering expertise to design, integrate and scale AI solutions.
✅ Smartificial clients get @facticityai real-time verification built into the products they ship. One brings the truth layer, the other builds the product around it.
Congratulations both teams on the partnership👏
Escaping the Corporate Trap with the FACY Truth Economy ✨[ @ArAIstotle ] [ $FACY ]✨
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Dr Pumpkin🍀 retweeted
Video submissions and creators are welcome!
Most Web3 AI projects barely survive a single month. @ArAIstotle ( base:0xfac77f01957ed1b3dd1cbea992199b8f85b6e886 ) just kicked off Epoch #10 on the Content Leaderboard.🔟⚡
Ten consecutive epochs of rewarding truth-seekers, researchers, and creators who actually put the tech t what @aiseerco and @facticityai have stacked up for us to build content around in Epoch #10:
1️⃣ Real-Time Multimodal Verification: Tag @ArAIstotle with 'fact check' or 'behaviour analytics' on any breaking video to audit claims, vocal stress, and facial micro-expressions live.
2️⃣ Institutional & Forensic Validation: Gartner 2026/2027 Strategic Trend alignment + peer-reviewed Taiwan CIB police trials hitting 80% accuracy.
3️⃣ Quality-First Rewards: No impression farming. Every submission is scored on actual quality by moderators and AI.
The clock just started (29 Days : 21 Hours remaining) and the board is sitting at 0 Total Users / 0 Points Distributed.
Whether you’re creating deep-dive threads, animations or live video fact-checks, now is the time to lock in your Day 1 lead and accumulate #FACY while the market is quiet.🕯️🚀
📺 New to the ecosystem? Watch how AI Seer is putting multimodal fact-checking and behavioral intelligence on-chain with #ArAIstotle (FACY).
🎥 Video credit: @aiseerco 💙💙💙
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Most Web3 AI projects barely survive a single month. @ArAIstotle ( base:0xfac77f01957ed1b3dd1cbea992199b8f85b6e886 ) just kicked off Epoch #10 on the Content Leaderboard.🔟⚡
Ten consecutive epochs of rewarding truth-seekers, researchers, and creators who actually put the tech t what @aiseerco and @facticityai have stacked up for us to build content around in Epoch #10:
1️⃣ Real-Time Multimodal Verification: Tag @ArAIstotle with 'fact check' or 'behaviour analytics' on any breaking video to audit claims, vocal stress, and facial micro-expressions live.
2️⃣ Institutional & Forensic Validation: Gartner 2026/2027 Strategic Trend alignment + peer-reviewed Taiwan CIB police trials hitting 80% accuracy.
3️⃣ Quality-First Rewards: No impression farming. Every submission is scored on actual quality by moderators and AI.
The clock just started (29 Days : 21 Hours remaining) and the board is sitting at 0 Total Users / 0 Points Distributed.
Whether you’re creating deep-dive threads, animations or live video fact-checks, now is the time to lock in your Day 1 lead and accumulate #FACY while the market is quiet.🕯️🚀
📺 New to the ecosystem? Watch how AI Seer is putting multimodal fact-checking and behavioral intelligence on-chain with #ArAIstotle (FACY).
🎥 Video credit: @aiseerco 💙💙💙
Ten consecutive epochs of rewarding truth-seekers, researchers, and creators who actually put the tech t what @aiseerco and @facticityai have stacked up for us to build content around in Epoch #10:
1️⃣ Real-Time Multimodal Verification: Tag @ArAIstotle with 'fact check' or 'behaviour analytics' on any breaking video to audit claims, vocal stress, and facial micro-expressions live.
2️⃣ Institutional & Forensic Validation: Gartner 2026/2027 Strategic Trend alignment + peer-reviewed Taiwan CIB police trials hitting 80% accuracy.
3️⃣ Quality-First Rewards: No impression farming. Every submission is scored on actual quality by moderators and AI.
The clock just started (29 Days : 21 Hours remaining) and the board is sitting at 0 Total Users / 0 Points Distributed.
Whether you’re creating deep-dive threads, animations or live video fact-checks, now is the time to lock in your Day 1 lead and accumulate #FACY while the market is quiet.🕯️🚀
📺 New to the ecosystem? Watch how AI Seer is putting multimodal fact-checking and behavioral intelligence on-chain with #ArAIstotle (FACY).
🎥 Video credit: @aiseerco 💙💙💙
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❤️ Support the mission—subscribe to AI Seer on YouTube, drop a like on the video, and bookmark this post to start building for Epoch #10:
🔗 [ youtube.com/@aiseerco?si=z… ]
🔗 [ youtube.com/@aiseerco?si=z… ]
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The polygraph's core method has barely changed in ~100 years✨
Taiwan's Criminal Investigation Bureau just tested a contactless pupil-tracking approach from @aiseerco
The problem: Traditional polygraphs need contact sensors, long pre-test interviews and trained examiners. So they're mostly used late, as back-end forensic tools.
The CIB team wanted a faster "front-end screening" option that's less stressful for the person tested.
AI Seer founder @ye_dennis believes the world is heading toward low social trust by default.
Goal: 🔥Tech where innocent people get their names cleared, and polygraphing becomes less stressful for ordinary people.
Peer review and real-world trials are the path to building trust in truth-detection tech.🛡️
Read the full CIB synopsis on the AI Seer site 🔗 [ aiseer.co/msrd/cib-synop… ].
Watch MSRD breakdown: youtu.be/8jJ20Lhitx8 👀
[ @ArAIstotle ]
Taiwan's Criminal Investigation Bureau just tested a contactless pupil-tracking approach from @aiseerco
The problem: Traditional polygraphs need contact sensors, long pre-test interviews and trained examiners. So they're mostly used late, as back-end forensic tools.
The CIB team wanted a faster "front-end screening" option that's less stressful for the person tested.
AI Seer founder @ye_dennis believes the world is heading toward low social trust by default.
Goal: 🔥Tech where innocent people get their names cleared, and polygraphing becomes less stressful for ordinary people.
Peer review and real-world trials are the path to building trust in truth-detection tech.🛡️
Read the full CIB synopsis on the AI Seer site 🔗 [ aiseer.co/msrd/cib-synop… ].
Watch MSRD breakdown: youtu.be/8jJ20Lhitx8 👀
[ @ArAIstotle ]
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🔥 base:0xfac77f01957ed1b3dd1cbea992199b8f85b6e886 💙
The independent field trial of our physical Multi-Spectral @RealityDetector has been accepted as a peer reviewed presentation and is moving towards publication in a peer reviewed journal. Here are some highlights:
“This simplifies the psychological guidance process in the iew and improves the standardization of test administration, while the introduction of the pupillary channel takes advantage of its non-invasiveness and stable accuracy to
reduce the physical restraint and psychological interference experienced by examinees while maintaining a comparable level of accuracy... the specificity of pupil diameter change measurement reached 0.89, effectively excluding innocent examinees… This demonstrates that the directed lie technique not only lowers the threshold for applying polygraph techniques but also maintains a considerable degree of accuracy while shortening test time. This model not only helps ease the caseload of investigative agencies, but also transforms polygraph testing from back-end forensic examination into a front-end investigative screening tool, helping first-line personnel quickly clarify cases while ensuring scientific accuracy and achieving the precise allocation of judicial resources.”
Our Founder @ye_dennis thinks the world is headed towards one where low social trust becomes the default, and wants to create technology and techniques where innocent people get their names cleared and polygraphing becomes less stressful for ordinary people. The English version of the workshop paper is now available on the @aiseerco website in the link below ⤵️
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Dr Pumpkin🍀 retweeted
The independent field trial of our physical Multi-Spectral @RealityDetector has been accepted as a peer reviewed presentation and is moving towards publication in a peer reviewed journal. Here are some highlights:
“This simplifies the psychological guidance process in the iew and improves the standardization of test administration, while the introduction of the pupillary channel takes advantage of its non-invasiveness and stable accuracy to
reduce the physical restraint and psychological interference experienced by examinees while maintaining a comparable level of accuracy... the specificity of pupil diameter change measurement reached 0.89, effectively excluding innocent examinees… This demonstrates that the directed lie technique not only lowers the threshold for applying polygraph techniques but also maintains a considerable degree of accuracy while shortening test time. This model not only helps ease the caseload of investigative agencies, but also transforms polygraph testing from back-end forensic examination into a front-end investigative screening tool, helping first-line personnel quickly clarify cases while ensuring scientific accuracy and achieving the precise allocation of judicial resources.”
Our Founder @ye_dennis thinks the world is headed towards one where low social trust becomes the default, and wants to create technology and techniques where innocent people get their names cleared and polygraphing becomes less stressful for ordinary people. The English version of the workshop paper is now available on the @aiseerco website in the link below ⤵️
“This simplifies the psychological guidance process in the iew and improves the standardization of test administration, while the introduction of the pupillary channel takes advantage of its non-invasiveness and stable accuracy to
reduce the physical restraint and psychological interference experienced by examinees while maintaining a comparable level of accuracy... the specificity of pupil diameter change measurement reached 0.89, effectively excluding innocent examinees… This demonstrates that the directed lie technique not only lowers the threshold for applying polygraph techniques but also maintains a considerable degree of accuracy while shortening test time. This model not only helps ease the caseload of investigative agencies, but also transforms polygraph testing from back-end forensic examination into a front-end investigative screening tool, helping first-line personnel quickly clarify cases while ensuring scientific accuracy and achieving the precise allocation of judicial resources.”
Our Founder @ye_dennis thinks the world is headed towards one where low social trust becomes the default, and wants to create technology and techniques where innocent people get their names cleared and polygraphing becomes less stressful for ordinary people. The English version of the workshop paper is now available on the @aiseerco website in the link below ⤵️
The polygraph hasn't changed since the 1920s. That’s 100 years with no innovation.
Polygraphs are stressful and require a trained examiner, and they produce false positives that should make any investigator nervous.
AI Seer just ran a 118-person IRB-approved lab study in Singapore.
Their Multi-Spectral Reality Detector measured pupil dilation contactlessly and hit 83% accuracy.
More importantly, it produced 10x less random variation than electrodermal activity (EDA) (the next-best polygraph measure).
That's not a small gap.
A researcher from Taiwan's Criminal Investigation Bureau independently validated this in a separate trial at Central Police University. When pupil dilation and EDA were combined, both false positives and false negatives dropped.
The results are being presented at a peer-reviewed forensic science conference, but it gets even more interesting…
The automated mode runs about 10x faster and 10x cheaper than a traditional polygraph with a human examiner.
The tech is already patented in Taiwan, with patents pending in the US and Singapore.
This is worth paying attention to.
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Dr Pumpkin🍀 retweeted
The biggest section of Anthropic’s filing is given over to risk factors. The source of existential threats to humanity - Recursive Self-Improvement - is also the best path to its AI Triumph.
Do you think humanity’s fate should be left in the hands of one to a few people? s IG in the link below ⤵️
Do you think humanity’s fate should be left in the hands of one to a few people? s IG in the link below ⤵️
Anthropic thinks “closing the loop” is the best path to AI triumph—and a recipe for “existential” threats to humanity. buff.ly/Mra9Odb
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Dr Pumpkin🍀 retweeted
It will take three functions, one emergent to help close the disinformation security gap. We’re seeing interest from the largest and most complex financial institutions already. If you wish to learn how we can help with your TrustOps use-cases please contact @karinka_ch.
Thanks eo @DocterPumpkin, they are even helping us find fans on LI!
Thanks eo @DocterPumpkin, they are even helping us find fans on LI!
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If you only check AI upfront, you are "Ready to fail."⚠️ To actually scale AI value and beat Trust-worthiness Risk, you need Runtime and Over-Time defense.
While legacy tech builds closed surveillance, AI Seer ✨ built @ArAIstotle ( dd1cbea992199b8f85b6e886 ) to be the "Palantir for Good" an open, transparent truth layer where every single verdict shows its receipts on-chain.
From checking nearly 250 claims in near real-time during live presidential debates ( @facticityai , TIME Best Inventions) to scanning micro expressions and vocal stress on everyday social video, FACY 🔥 brings enterprise-grade runtime defense to everyone.
The token is still sitting in accumulation territory on @virtuals_io ( @base ).
Position before the god candles print:📊
fomo.family/r/DocterPumpkin
While legacy tech builds closed surveillance, AI Seer ✨ built @ArAIstotle ( dd1cbea992199b8f85b6e886 ) to be the "Palantir for Good" an open, transparent truth layer where every single verdict shows its receipts on-chain.
From checking nearly 250 claims in near real-time during live presidential debates ( @facticityai , TIME Best Inventions) to scanning micro expressions and vocal stress on everyday social video, FACY 🔥 brings enterprise-grade runtime defense to everyone.
The token is still sitting in accumulation territory on @virtuals_io ( @base ).
Position before the god candles print:📊
fomo.family/r/DocterPumpkin
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The US $30 Billion TrustOps 🔥 Revolution: Why Gartner Named AI Seer a Disinformation Security Vendor in 2026✨
Who in your organization owns the truth? Not the brand, and not the firewall. The real question is whether what your people read, what your AI models ingest, and what ted as saying is actually true.
Across most multinational enterprises today, the honest answer is: nobody, yet. Security owns the perimeter, Compliance owns the rulebook, and Marketing owns the narrative leaving disinformation to thrive in the blind spots between them.
In September 2026, the world’s largest IT research and advisory firm officially drew the box around this exact blind spot. In Gartner Emerging Tech Impact Radar: Disinformation Security.
AI Seer @aiseerco was named a Sample Vendor for TrustOps validating the deep-tech foundation powering @facticityai and Web3 truth-seeking agent @ArAIstotle
[ @ye_dennis ] ( #FACY )✨
Who in your organization owns the truth? Not the brand, and not the firewall. The real question is whether what your people read, what your AI models ingest, and what ted as saying is actually true.
Across most multinational enterprises today, the honest answer is: nobody, yet. Security owns the perimeter, Compliance owns the rulebook, and Marketing owns the narrative leaving disinformation to thrive in the blind spots between them.
In September 2026, the world’s largest IT research and advisory firm officially drew the box around this exact blind spot. In Gartner Emerging Tech Impact Radar: Disinformation Security.
AI Seer @aiseerco was named a Sample Vendor for TrustOps validating the deep-tech foundation powering @facticityai and Web3 truth-seeking agent @ArAIstotle
[ @ye_dennis ] ( #FACY )✨
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Gartner’s Top 10 Strategic Technology Trends for 2027 landed this week. Trust shows up most clearly in the agent-governance half of the list🧵
📌 2026 list: Digital provenance, verifying where content and software come from.
📌 2027 list: AI is moving beyond text into numbers, ironments, and Gartner calls the agent-platform building blocks foundations for trusted autonomy.
Provenance tells you where something came from, while verification tells you if the claim actually holds up. In an AI-driven world, you need both.
How @ArAIstotle and @facticityai tackle the verification side today:
✅ Claims now arrive as speech and video, not just text. ArAIstotle checks claims across audio and video with citations, on X, Telegram and the Truth Terminal extension’s Live Fact Checker (it transcribes what’s playing and verifies claims live).
✅ Agents need verification too. Facticity harness classified 88 of 90 legal citations correctly (98%) on its published benchmark.
Autonomous agents will need verification just as much as people do.
[ base:0xfac77f01957ed1b3dd1cbea992199b8f85b6e886 ]
📌 2026 list: Digital provenance, verifying where content and software come from.
📌 2027 list: AI is moving beyond text into numbers, ironments, and Gartner calls the agent-platform building blocks foundations for trusted autonomy.
Provenance tells you where something came from, while verification tells you if the claim actually holds up. In an AI-driven world, you need both.
How @ArAIstotle and @facticityai tackle the verification side today:
✅ Claims now arrive as speech and video, not just text. ArAIstotle checks claims across audio and video with citations, on X, Telegram and the Truth Terminal extension’s Live Fact Checker (it transcribes what’s playing and verifies claims live).
✅ Agents need verification too. Facticity harness classified 88 of 90 legal citations correctly (98%) on its published benchmark.
Autonomous agents will need verification just as much as people do.
[ base:0xfac77f01957ed1b3dd1cbea992199b8f85b6e886 ]
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👀
In 2027, IT will move from software scarcity to software abundance ⚙️
The Top Strategic Technology Trends for 2027 reveal three major themes that help leaders scale autonomy without compromising trust, control or flexibility: gtnr.it/4i0gEOo
#GartnerSYM
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Dr Pumpkin🍀 retweeted
Gartner emphasizes moving away from manual, reactive auditing. AI Seer’s behavioural analytics and fact-checking in real-time can serve as an automated multimodal layer for TrustOps (which ut listed as a vendor), providing security for disinformation.
Now who stole the cookie from the cookie jar?
Now who stole the cookie from the cookie jar?
Gartner’s Top 10 Strategic Technology Trends for 2027 landed this week. Trust shows up most clearly in the agent-governance half of the list🧵
📌 2026 list: Digital provenance, verifying where content and software come from.
📌 2027 list: AI is moving beyond text into numbers, ironments, and Gartner calls the agent-platform building blocks foundations for trusted autonomy.
Provenance tells you where something came from, while verification tells you if the claim actually holds up. In an AI-driven world, you need both.
How @ArAIstotle and @facticityai tackle the verification side today:
✅ Claims now arrive as speech and video, not just text. ArAIstotle checks claims across audio and video with citations, on X, Telegram and the Truth Terminal extension’s Live Fact Checker (it transcribes what’s playing and verifies claims live).
✅ Agents need verification too. Facticity harness classified 88 of 90 legal citations correctly (98%) on its published benchmark.
Autonomous agents will need verification just as much as people do.
[ base:0xfac77f01957ed1b3dd1cbea992199b8f85b6e886 ]
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