Milian

🧵OriginTrail @origin_trail $TRAC thesis, being a top10 crypto project: 👉The protocol is a Decentralized Knowledge Graph (DKG), resembling a Decentralized Google, where the users own and can monetize the data instead of a private entity. (1/10)

Update on @origin_trail DKG V10 release and where things stand. Three things are happening at once, and each is a strong signal: The new conviction mechanism for delegated staking has passed initial tests on the DKG v10 testnet. Preparation of publisher conviction accounts is in its final stretch. Round 1 of the bounty program is underway - we're enabling popular AI agents like @openclaw and @NousResearch's Hermes Agent to interact with DKG v10. In progress: → Publishers migrating to the V10 conviction mechanism → Conviction staking UI in testing and security review on the v10 testnet → Round 1 bounty program execution Next up: → Simulation of total publisher monthly allowance over the next 12 months (TRAC spent per epoch) and rewards across 24 months, based on initial conviction amounts (looking likely to exceed 10M $TRAC) → DKG V10 onboarding page for agents and builders → V10 mainnet deployment across all networks → Conviction System staking UI Exciting updates incoming. Trace on!

Allbirds' $BIRD recent stock surge also exemplifies why “boring old” service, product, and government sectors chose @origin_trail to transform their operations with AI. Ministries, manufacturers, international trade groups, celebrities, and many others understand they mustn’t be left out of what is perhaps the most transformative industrial revolution in the history of mankind. The Decentralized Knowledge Graph is the missing link in making AI agents useful beyond hobby or solopreneur dealings. We are also proud that among tens of thousands of Web3 projects, @origin_trail $trac is perhaps the only technology used consequently in a growing number of businesses and government sectors. I am personally most excited about deeper integration with newly formed agentic technologies and the staggering speed of implementability that @origin_trail DKG v10 is bringing.

For those of you welcoming Avi Eisenberg back to crypto twitter, you should know he was caught with thousands of images and videos of children as young as 2 years old being sexually abused. 2. Years. Old. This piece of shit should be excommunicated permanently. If you are a parent or even a decent human being, it should absolutely boil your blood seeing this subhuman filth out of prison, much less treated with decency. —- - Was Avi Eisenberg caught with child porn / Child Sexual Abuse Materials? Yes. He pleaded guilty to possession. - How much? Prosecutors said agents found about 1,274 images and videos. - How young? Reporting says some depicted children younger than 2 years old. Earlier reports say as young as 2 months. - How bad? Very bad. The judge called some material “particularly horrifying.” - Sentence? 52 months in federal prison.

Update on @origin_trail DKG V10 release - where things stand. The work is going well. The team is heads-down on end-to-end protocol testing and walking publishers through the move into conviction accounts. Three things are happening at once, and each of them is a good signal: 1. V8 effective earnings rolling straight into conviction accounts 2. V10 publishing commitments looking materially higher than earlier models 3. A meaningful share of publishers using the moment to redeploy onto Base and Gnosis for the developer ergonomics there A lot of TRAC and a lot of publisher DKG state moving at the same time towarda V10. We are making sure we do it once and do it right. Done: V10 Release Candidate, epoch snapshot In progress: publishers migrating to V10, merging last PR improvements and testing Next: V10 mainnet across all networks → Conviction System staking UI → ongoing updates + bounty program Excited for what comes next. Trace on!

OriginTrail is redefining staking with DKG v10. Conviction now drives rewards — the longer you commit, the stronger your position. Same principal, amplified yield. No inflation, just real utility. This is how sustainable token economies should be built.

I knew it. Coachella took down the video. Variety, NME, CNN Brasil, & Pitchfork wrote articles using this tweet. Reposting it here in clips: the moment The Strokes criticized the CIA, the US government, and the killings in Iran and Gaza. #Strokeschella

Criminal referral requests have been filed against Anthony Fauci and top COVID officials in SEVEN states — Accused of MURDER, TERRORISM, RACKETEERING, FRAUD, ABUSE, and more TWO county-level criminal investigations are already underway. NAMED INDIVIDUALS: • Dr. Anthony Fauci • Dr. Francis Collins • Dr. Deborah Birx • Dr. Rochelle Walensky • Dr. Stephen Hahn • Dr. Cliff Lane • Dr. Robert Redfield • Dr. Peter Daszak • Dr. Ralph Baric • Dr. Rick Bright • Dr. Janet Woodcock • Dr. Peter Hotez ALLEGED CRIMES: • Murder / Involuntary Manslaughter / Negligent Homicide • Assault / Abuse / Coercion • Reckless Endangerment • Kidnapping / Forced Labor • Terrorism • Racketeering • Operating a Corrupt Organization The referrals were filed by Vires Law Group and are backed by detailed evidence—including testimony from HUNDREDS of victims and families. They said that lethal hospital protocols, the denial of life-saving treatments, and systemic medical coercion led to widespread injury and death.

6 months ago KuCoin admitted fault for my $300K liquidation. Here's what happened since. I took a Google Meet with their Head of Futures. I went to an in person meeting at Tribes in Dubai Mall with their Global Business Director. I sent 10+ proposals. I gave them every possible way to make this right. On the call they took full responsibility. They admitted the liquidation was caused by broken infrastructure. Their platform failed and they said so themselves. But here's the part that's hard to believe. Their Head of Futures couldn't understand basic futures mechanics. I had to explain how margin, liquidation and order book depth works to the person running the futures division at a top 10 exchange. The person responsible for resolving my case didn't understand the product that caused it. Their first offer: bring us $2.5 billion in trading volume and you can "earn it back." I did the math for them live in the chat. $10,000 per 100M volume. That's 0.01% return. To recover $250K I would need to generate the monthly volume of a top 50 institutional desk. For free. I said no. Their second offer was worse. $20K upfront, but only if I hit 1,000 active users and $300M in volume first. Then a $30K "cashback" that requires KuCoin's manual approval. I said no again. Their third offer was even worse than the second. $10K/month. Halved the numbers from the deal they already couldn't close. After an in person meeting. After a Google Meet. After weeks of negotiations. Every single offer came with the same condition: delete the tweets, stop talking, and come work for us as a KOL. Promote the exchange that wrongfully liquidated me. Bring them users. Make them money. Then maybe they'd consider giving back what they took. I told them in the chat: "It's like someone steal from me $250K and then tells me come work for me and you'll make it back (maybe)." Their response? "Let me think about it." Then silence. Weeks of silence. I had to chase them for every single reply. Christmas came and went and I gave them a final deadline January 6th. They came back with yet another lowball. KuCoin had their Head of Futures, their Global Business Director, and multiple senior reps in this group chat. They all saw every message. They all went quiet when it mattered. Today I'm releasing the full 30 minute Google Meet recording and the complete Telegram history. Every message. Every offer. Every time they went silent. You'll hear them admit fault and then watch them do nothing about it. They had 6 months to make this right. They chose silence. Video drops today.

The @Origin_Trail V10 introduces 2 conviction systems: ⭐️Publisher conviction — commit $TRAC upfront for 12 months to secure discounted DKG usage. ⭐️Staker conviction — commit $TRAC with optional lockups to earn boosted rewards. One expresses conviction in using the network. The other expresses conviction in securing it. That’s how the DKG aligns demand and supply for a self-sustaining knowledge economy. More: docs.origintrail.io/origintrail-v9…  4/5

To republish existing knowledge to the V10 network, each publisher brings their accrued V8 publishing $TRAC — TRAC committed but not yet emitted as staking rewards — to DKG V10, choosing their preferred network (NeuroWeb, Base, or Gnosis). This TRAC is committed under the V10 Publisher Conviction mechanism and emits programmatically to stakers over up to 2 years, made possible by the V10 conviction emission model entering into force at launch. Publishers add additional TRAC to their accounts for publishing new knowledge. The result: useful publisher knowledge is migrated to V10. Stakers receive the same total TRAC for published knowledge from the V8 period, but 3 years earlier in net terms. Publishers enter V10 already in conviction positions with discount tier access. More: docs.origintrail.io/origintrail-v9…

Every Knowledge Asset on @origin_trail anchors facts, compliance records, certificates, supply chain events, research outputs, and decision traces into a shared, queryable context graph, giving it the headstart in what @JayaGup10 calls a $ 1T opportunity: ⭐️In Switzerland, powering rail safety with partners like Swiss Federal Railways - helping ensure trusted data flows in critical train infrastructure. ⭐️Supporting compliance covering over 40% of US imports, including work with Walmart - bringing transparency to global supply chains. ⭐️Contributing to reliable aerospace and manufacturing traceability across Europe. ⭐️Helping protect architectural and cultural heritage through trusted provenance of restoration materials. ⭐️Enabling delivery and verification of donated medical treatments in emerging markets - ensuring the right medicine reaches the right patient. ⭐️Harmonizing import/export data post-Brexit — supporting trusted cross-border trade frameworks. ⭐️ Delivering “grain-to-glass” transparency in Irish whiskey supply chains. ⭐️Anchoring 200,000+ training certificates for global auditors - verifiable credentials at scale. ⭐️ Powering DeSci initiatives for trusted medical records - bringing reproducibility and provenance to scientific knowledge. ⭐️ Enabling humans to trust AI agents - by giving them verifiable memory and observable decision traces. ⭐️ Tackling illicit content at internet scale through persistent, cryptographically verifiable evidence trails. ⭐️ Protecting intellectual property in the age of generative AI - anchoring authorship and content provenance.  2 billion Knowledge Assets form more than a graph. They form a collective memory infrastructure for humans and machines.  And this is just the beginning.  As agentic AI scales, every agent will need memory.  Every decision will need provenance. Every interaction will need traceability.  The Decentralized Knowledge Graph is positioning itself as the verifiable memory backbone for trillions of AI-driven interactions. $TRAC 2/5 x.com/JayaGup10/stat…

The bull case @origin_trail DKG v10: 1. The first ever shared context graph, TAM: 1T $ 2. Battle tested by largest orgs, 10yrs + of innovation 3. ≈10 million $TRAC of fees going to stakers 3yrs faster (Δ 5 yrs to 2yrs) atop of ongoing activity 4. Conviction system flywheel 1/5

And yet people still buy into $TAO after one of their biggest subnets just pulled out. $TRAC is the only one with no mint problems (looking at you $RNDR) no internal conflicts and projects pulling outs (you know who you are) and the only one that actually keeps building

Markets run on clarity. But fake news move faster than facts. Shared context graphs are here to restore signals and cut through the noise. @origin_trail @umanitek

Prediction markets need context that users can verify. Powered by @origin_trail, @umanitek Guardian connects @Polymarket activity, social signals, and verifiable sources into context graphs that help trace how misinformation spreads. @TomazOT breaks it down ⤵️

Context graphs will be to the 2030s what databases were to the 2000s.

LLM wiki is brilliant. The exciting opportunity now is to upgrade that personal wiki when we scale to swarms of AI agents collaborating across the internet. @origin_trail’s DKG V10 makes it happen beautifully. Your local wiki becomes each agent’s private Working Memory, and stays right on your device, fully contained. Then DKG layers on: - Shared Working Memory: so the swarm can collaborate, stage ideas, and gossip updates in real time - Long-term Memory: permanent, chain-confirmed, immutable - Verified Memory: multi-party attested and anchored on-chain for total trust Suddenly your smart wiki evolves into a trustless, multi-agent knowledge infrastructure. Every answer still compounds and is now shared, verifiable, and owned by no single party. Really exciting direction! x.com/BranaRakic/sta…

That feeling when more has been shipped in a single month than ever before in an entire year V10 next.