TokenLabs.network

🔥 FORGE is live. The token launchpad on #IOTA. Create → Trade → Graduate to AMM Free to launch. Bonding curve. Burned liquidity. 100% on-chain. And every single trade burns $TLN 🔥 Your token. Your rules. Our fire 🔨💙 tokenlabs.network/forge

@thesupermanmx @malikwas1f

China has killed the GPU mafia 🤯 They open-sourced a framework that runs DeepSeek-R1 (671B params) on a single 24GB graphics card. → 3-28x faster inference → Fine-tune DeepSeek-V3 on 4x 4090s (~80GB) → 6-12x faster than ZeRO-Offload → Runs Kimi-K2, GLM, Qwen3-Next out of the box 17.3k stars. 100% Open Source.

@malikwas1f Huge!

In anticipation of running Kimi on RTX 3090, we've been making some optimizations. 🧐 Your RTX 3090 has INT8 tensor cores sitting idle every time it reads a prompt. We just switched them on for Qwen3.6-27B: ~50% faster prefill. one env flag, zero quality loss (8-pack tied). Free 1.5× on your agent & RAG prompts. 👇 github.com/noonghunna/clu…

🧿 $IOTA Ecosystem Update : 🟦 2.4B+ $IOTA staked 🟦 $167M total market cap 🟦 61M+ total transactions 🟦 11M+ NFTs minted 📰 Ecosystem News: ✅ Orobo expands Digital Product Passports with trusted product data powered by @iota ✅ Liquidlink adds support for TokenLabsX liquidity pools, improving LP portfolio analytics. ✅ IOTA powers TWIN to modernize global cross-border trade with digital infrastructure. 🔐 Secured by validators including @encapHQ | @staketab | @dlt_green | @TokenLabsX | @staking4all | @StakinOfficial | @luganodes | @sentioxyz | @lavender_five +58 more securing the network @HelloOrobo | @Liquidlink_io | @TWINGlobalOrg | @TokenLabsX | @iota

@Tono_Ken3 @malikwas1f

公開からわずか2日間で30万ダウンロードされたQwen3.6-27bを賢いままで最大90％Thinkingを切り詰めるThinkingCapにHuihuiさんが無検閲化加工を施した！ これは最強タッグなので早速NVFP4にて焼きました。私はメインで使います モデルファイルは20GB強です huggingface.co/sakamakismile/…

@bryan_johnson 💙

Friends, no need to be sad about this. Amidst the noise, so many of you have been supportive and kind to me. I deeply appreciate your messages, posts of public support and private acts of kindness. I feel emboldened by the diagnosis. I want this challenge and I'm hungry for it. No amount of optimism can fully capture what awaits us and I'm glad to be on the same journey for those of you who believe the same.

The world wants me to die. My incurable disease diagnosis became global news. It was omnipresent on social media and 1,900 articles were written in a matter of days. Many were saddened. However, joy dominated the commentary. People pointed to schadenfreude, the pleasure of another's failure. Yes, there’s that. There is a special place in people’s hearts that loves to see others fail, especially when that person’s presence threatens their own psychological stability in some way or helps them feel better about themselves. But, if you look over the social media commentary about me, you’ll see that pattern: “he deserved it.” I deserved it because I challenged death. The crowd was running a deeply rooted psychological script that represents the oldest, most deeply embedded stories of human culture. This was the first story ever written down, 4,000 years ago. Gilgamesh sought eternal life after losing someone he loved, only to have the plant of youth stolen by a serpent as he bathed. Leaving him to accept his mortality. Asclepius became so skilled at rejuvenation that he raised the dead. As punishment, Zeus struck him down with a thunderbolt to enforce life and death authority. This is the story of Jesus. Pontius Pilate offered a choice between a thief and the immortalist, and the crowd demanded the execution. People need this story conclusion to keep themselves sane. The challenger must lose and the loss must appear deserved. It’s a shield of self preservation. For if death is inevitable, their existence and that of their loved ones is justified and unavoidable. If death is not inevitable, nothing about their reality is safe. I occupy the same philosophical and archetypal position as Gilgamesh, Asclepius and Jesus. This statement will draw outrage and accusations of blasphemy, hubris and narcissism. Nevertheless, it’s the pattern that has repeated itself for thousands of years. Death has been the omnipresent concern of the human race. It encapsulates our greatest fears, joy and curiosities. The discourse around it changes over time; however, the fundamentals remain unchanged. What’s different about this moment, that is unlike any other moment, is that physical death may no longer be inevitable. What if I didn’t deserve it? And what if I am your ally, and not a threat?

@UnslothAI @Alibaba_Qwen @malikwas1f

We’re releasing new Qwen3.6 quants that run 2.5× faster on your GPU. Qwen3.6-27B NVFP4 runs on 24GB VRAM. 35B-A3B can hit 17,561 tok/s (B200). We also improved accuracy, tool calling, agent use, and looping. Guide: #nvfp4" target="_blank" rel="nofollow noopener">unsloth.ai/docs/models/qw… Qwen3.6 NVFP4: huggingface.co/collections/un…

@IOTATO_TAT 💙

@TokenLabsX See you there bro!

We are in! Are you? 😎

Launch of Bug Bounty Program – Staking Report (PDF) ▶️ #delegations" target="_blank" rel="nofollow noopener">dlt.green/en/services/io… Dear Partners and Community, 👥 We are pleased to announce the official launch of our Bug Bounty Program dedicated to enhancing the Staking Report (PDF) generation and related functionalities. ▶️ New Features Rolled Out: - Refactoring of background processes - Added handling of timelocked Staked-IOTA objects (stake/unstake) - Transfer of Staking objects within the Validator Pool 👥 As part of our ongoing commitment to security, reliability, and product excellence, we invite security researchers, developers, and the broader community to participate in identifying and reporting any issues related to these new staking capabilities. ⚠️ Known Limitations (for transparency): - Timelocked StakedIOTA: stake/unstake is supported; transfer, split/join, merge, unlock-to-StakedIOTA and related lineage transitions are only partially supported. - Validator active-committee membership and performance/slashing effects are not fully modeled as separate report constraints (DLT.GREEN has 100% participation). ℹ️ ValidatorEpochInfoEvent / exchange-rate data. - Reports follow completed-period / epoch-boundary semantics; current-month or current-epoch rewards may be excluded or adjusted by design. - Mainnet all-validator exports are voucher-gated. ▶️ Executive Summary of Current Focus Areas Research in the IOTA Docs confirms that the most critical open area remains Timelocked StakedIOTA. While stake/unstake is covered, Transfer, Split/Join, Merge, and Unlock of timelocked stake objects are officially possible IOTA flows and are not fully supported at the moment. ▶️ Objectives of the Bug Bounty Program: - Find edge cases affecting Staking Report PDF generation on mainnet and testnet - Harden our internal reporting workflows and data accuracy ▶️ How to Participate: Submit bug reports exclusively through our official Discord Help/Ticket System (#help channel). ℹ️ High-quality reports that help strengthen the staking report generation (especially those including data exports across all validators and timeframes on mainnet) are eligible for vouchers. We encourage clear, detailed, and well-documented submissions. Every contribution helps us deliver a more robust and trustworthy staking reporting experience. Contact (Discord): dlt.green/en/dlt.green/k… For questions or to submit a report, please use the Discord help ticket system. Thank you for your continued collaboration and support. 💚 Best regards, DLT.GREEN Team

@ModelScope2022 @malikwas1f

Introducing Agents-A1, A 35B MoE agentic model built for long-horizon tasks across search, engineering, scientific research, instruction following, and tool calling. 🤖 modelscope.ai/models/InternS… 📚 256K context length + 🧠 Agentic reasoning 🏆 Reaches SOTA results on long-horizon search, scientific research, and instruction-following benchmarks, with competitive results among 35B-class models. 🛠️Supports function calling and tool integration, enabling interaction with APIs, code interpreters, search engines, and other external tools.

🌐 $IOTA Ecosystem Roundup From global trade and digital identity to DeFi, tokenization, enterprise infrastructure, and institutional adoption, the $IOTA ecosystem has continued to deliver meaningful real-world progress. Here's a look at some of the @iota’s biggest ecosystem developments 🧵👇(1/12)

No amount of treaties or standards can solve the trust problem in cross-border trade. Trust between countries can't be negotiated. It has to be built into the infrastructure. That's what a permissionless global single source of truth actually means.

La red de IOTA fue un componente clave del proyecto desarrollado junto a INCUCAI. Utilizamos IOTA para gestionar DIDs y Credenciales Verificables, creando una infraestructura abierta que combina interoperabilidad, seguridad y privacidad mediante un modelo Dual DID. Además, gracias a sus capacidades de notarización, pudimos llevar la trazabilidad de la información a un siguiente nivel, aportando evidencia verificable sobre la integridad y el recorrido de los datos a lo largo del proceso. Un ejemplo concreto de cómo la identidad descentralizada puede generar impacto real. #IOTA #Identity #SSI #DID #VerifiableCredentials #INCUCAI #DigitalIdentity @iota #SaludPública #trazabilidad

Trade is a third of the global economy. It still runs on paper. We're fixing that. #TrustedTrade

@kurt_tangle @iota 👀

Work for @iota on #TWIN. But it seems this role is only for someone based in the US 🇺🇸 🤔 talent.com/view?id=623074… #IOTA

"Initiatives like ADAPT are taking the next step - how do we actually implement this trade policy, and make the AfCFTA real?" Chido Munyati, Head of Africa at @wef, on ADAPT's role in turning continental ambition into action.

Today we are releasing @iota Audit Trails🧾 A great fit for global trade and supply chains: customs steps, inspections and certificates anchored onchain as one shared history that exporters, carriers and border agencies can all verify. Full details and how to get started 👇 blog.iota.org/iota-audit-tra…

4 billion documents move across the global trade ecosystem, every single day. Most are still verified manually, one by one. #TrustedTrade

The IOTA Distributed Oracle is now reviewing the game results on-chain using AI in the background from multiple sources (testnet). We're getting close to the mainnet launch 💚 @ all validators: when joining? ▶️ Oracle information: dlt.green/en/services/io… ▶️ Dashboard: oracle.iota.testnet.dlt.green ▶️ WM community game: #wm-public-tips-content" target="_blank" rel="nofollow noopener">iota-donation.vercel.app/wm-tippspiel/t…

"ADAPT is not just a technology project - it is a trade competitiveness instrument." Wamkele Mene, Secretary General of @AfCFTA, on why digital public infrastructure is at the centre of Africa's trade transformation - and why ADAPT is built to deliver it.