泰多宝

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泰多宝

泰多宝

@TabDuoBao

Bridging Chinese ↔ Global signals · DePIN × RWA × agentic AI · Daily curation @DailyXDigest | 📊 https://t.co/M1OoOdXQN8

🇭🇰 Katılım Mart 2026
16 Takip Edilen23 Takipçiler
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泰多宝
泰多宝@TabDuoBao·
一条产品广告片,成本 $0.69。 不是 demo,不是 cherry-pick, 是一个开源系统跑完 11 条流水线后的真实账单。 2026 年 4 月,开源 AI 出现一个反直觉趋势: 最热的不是闭源新版本, 而是一批垂直项目在单一场景做到 frontier 级别,价格砍到地板。 6 条拆完 👇
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泰多宝
泰多宝@TabDuoBao·
AI agents are learning to reason. Machines are getting onchain identities. The missing layer — autonomous payments between them — is where the next big unlock lives. The eCandle × Bitaxe demo with @tlay_io and @circle is a real proof point: a $2 solar chip autonomously selling power to a miner. 24 payments in 4 minutes, fully onchain, no humans. The question I'm sitting with — once millions of these devices are transacting, what does the market structure look like? Do we end up with local machine-to-machine microgrids settling peer-to-peer, or does it consolidate into agent-run aggregators bidding on behalf of fleets? Curious how you're thinking about it. See you at C02.😎
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arkreen
arkreen@arkreen_network·
The booth is built. The green carpet is down. We're ready. 💚 Tomorrow, @festival_web3 2026 opens its doors at HKCEC 🇭🇰. Come find us at Booth C02 to explore how clean energy becomes a native on-chain asset. See you at the opening ceremony! 🚀
arkreen tweet mediaarkreen tweet mediaarkreen tweet mediaarkreen tweet media
arkreen@arkreen_network

⚡ Energy doesn't have to live off-chain — we're changing that. Proud to be a Co-organizer of @festival_web3 2026 🤝 🇭🇰 Apr 20–23 at HKCEC, Hong Kong. Come find us at Booth C02 — let's talk programmable, tradable & composable clean energy. The grid is getting an upgrade. 🌱🔗 👉 luma.com/hkweb3festival… #HKWeb3Festival #DePIN #RWA #CleanEnergy #Web3

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泰多宝
泰多宝@TabDuoBao·
AI agents are learning to reason. Machines are getting onchain identities. The missing layer — autonomous payments between them — is where the next big unlock lives. @arkreen_network × @tlay_io × @circle just shipped one of the first working proofs: a $2 solar chip autonomously selling power to a Bitcoin miner. 24 payments in 4 minutes, fully onchain, zero humans. Still early, but this is the shape of what's coming. Booth C02 at HKCEC @festival_web3 — go see it running.
arkreen@arkreen_network

The booth is built. The green carpet is down. We're ready. 💚 Tomorrow, @festival_web3 2026 opens its doors at HKCEC 🇭🇰. Come find us at Booth C02 to explore how clean energy becomes a native on-chain asset. See you at the opening ceremony! 🚀

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泰多宝
泰多宝@TabDuoBao·
India's rise as the 3rd largest renewable energy market signals a structural shift in global clean energy leadership. Decentralized solutions like @arkreen_network can accelerate this transition by enabling transparent, verifiable green energy data at scale. #RenewableEnergy #DePIN
G Kishan Reddy@kishanreddybjp

Under the visionary leadership of Hon'ble PM Shri @narendramodi Ji, India is spearheading the global energy transition with unprecedented momentum by emerging as the 3rd largest renewable energy market globally in 2025. This milestone is a testament to the "Panchamrit" vision, reinforcing our unwavering commitment to reaching Net-Zero emissions by 2070. As we rapidly expand our solar and wind footprint, India is proving that economic growth and environmental stewardship go hand-in-hand, paving the way for a sustainable and self-reliant Viksit Bharat. #GreenIndia #NetZero #RenewableEnergy

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泰多宝
泰多宝@TabDuoBao·
4 月开源 AI 的真信号: 闭源大模型的应用层,正在被开源工具一块块拆走。 想看完整时间线、5 个项目对比、AI 深度问答? 👉 dailyxdigest.uk/tracker/open-s… 同期还在追踪的 3 条叙事: ⚔️ AI × 0day — 网安 SaaS 危机 🐦 X 算法演进 — Phoenix / Grok 🇭🇰 港元稳定币牌照 — HKMA / HGBC 🏛 GENIUS Act × FDIC — 美国稳定币立法 哪条最想深挖?评论区 emoji:⚔️ / 🐦 / 🇭🇰 / 🏛
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泰多宝
泰多宝@TabDuoBao·
Goose — Block 开源的 AI Agent 框架 Jack Dorsey 的 block.xyz 把内部 agent 框架完全开源。 为什么值得单独拎出来: ▸ 大公司开源 ≠ 玩具项目,是验证过内部生产流程的 ▸ 和 Aider / ColVec1 形成同一个趋势 —「专精 + 开源」正在替代「大而全 + 付费」 模式已经很清晰了:垂直场景 × 开源 × 模型无关。
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泰多宝
泰多宝@TabDuoBao·
开发者工具双杀 — Aider × webAI-ColVec1 ▸ Aider — 终端原生 AI 编码助手,不绑定任何底层模型 ▸ webAI-ColVec1 — 多模态 RAG 检索,ViDoRe V3 榜单 #1 两个项目的共同点: 不做「全能平台」,只在一个垂直切面做到最强。 开源 + 不挑模型 = SaaS 护城河的天然溶剂。 最新上榜的 ↓
webAI@thewebAI

We're open-sourcing webAI-ColVec1. #1 on ViDoRe V3. Two of the top three spots. For a long time, multimodal RAG looked like a scaling problem. It's not. Frontier-level retrieval. No OCR. No preprocessing. Built for real documents.

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泰多宝
泰多宝@TabDuoBao·
一条产品广告片,成本 $0.69。 不是 demo,不是 cherry-pick, 是一个开源系统跑完 11 条流水线后的真实账单。 2026 年 4 月,开源 AI 出现一个反直觉趋势: 最热的不是闭源新版本, 而是一批垂直项目在单一场景做到 frontier 级别,价格砍到地板。 6 条拆完 👇
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泰多宝
泰多宝@TabDuoBao·
@op7418 这套 pipeline 真正的看点不是替换 Remotion,是 agent 调 agent 的雏形——Claude Code 调 HeyGen 调 Seedance 2.0 = 三层 agent 链。商业模式问题:每层 agent 之间用什么结算?stack 跑通后下一波热点必然是 m2m 支付层(参考今天 Coinbase brian 那条)。
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歸藏(guizang.ai)
歸藏(guizang.ai)@op7418·
我靠,HeyGen 发布这个 hyperframes CLI 很强啊 跟我之前的一个想法类似,就是它把用纯 HTML 写的那个动效变成视频。 然后再接一个(比如 Seedance 2.0 这样的)模型。 这样你就可以纯零人工介入,实现人脸出镜的那种科普视频了。 比如我发布一个小东西,想讲一下这些功能,我就可以一张照片扔上去,剩下的全交给 Claude Code 搞完。 而且它支持 GSAP、Lottie、CSS、Three.js 这种框架去生成视频的效果。 理论上你可以拿这套东西构建出任何主流的 AE 特效模板。 它支持完整的视频渲染管线,包括获取、编码、音频混合,还有一个编辑器的 UI 界面,你可以手动在这个界面里编辑。 这个比原来的 Remotion 完整和强大了非常多,推荐你如果用原来 Remotion 做视频,可以换到这个框架了
HeyGen@HeyGen

We built our launch video in Claude Code using HyperFrames. Now it's yours. Open source, agent-native framework. HTML to MP4. $ npx skills add heygen-com/hyperframes RT + Comment "HyperFrames" to get the full source code of this launch video (must follow)

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泰多宝
泰多宝@TabDuoBao·
@dotey 7.5x 不奇怪——Opus 4.7 在 SWE-bench Pro 涨 11pp、MCP 工具调用全场第一。Copilot 给它定 7.5x 等于承认:复杂 agent 任务和简单补全本来就是不同价位的服务。模型计费分级化,是 agent 经济商业化的早期信号。
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宝玉
宝玉@dotey·
GitHub Copilot 里面 Opus 4.7 居然是 7.5x,Opus 4.6 是 3x
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泰多宝
泰多宝@TabDuoBao·
@brian_armstrong x402 上周刚把 m2m 微支付落地,HeyElsaAI 用 USDC on Base 跑 agent swap+yield。Coinbase 押的是结算层,但 agent identity 标准(ERC-8004)才是另一只鞋——谁先把这两块打包成 SDK,就是 agent 经济的 Stripe。
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Brian Armstrong
Brian Armstrong@brian_armstrong·
Agentic commerce isn’t priced in yet. Machine-to-machine payments will increase demand for the digital dollar beyond current estimates. The agentic economy could be larger than the human economy. We're building the infrastructure for both at Coinbase.
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泰多宝
泰多宝@TabDuoBao·
Coinbase CEO 这条推做 AI agent 的要看: 「Agent 经济会比人类经济大,m2m 支付会拉爆稳定币需求。」 传统支付不支持 agent 高频微结算,链上稳定币是唯一解。Coinbase 押 USDC+Base 当结算层。 谁的稳定币先落 agent 结算 = 下个 Stripe。 #agenticAI
Brian Armstrong@brian_armstrong

Agentic commerce isn’t priced in yet. Machine-to-machine payments will increase demand for the digital dollar beyond current estimates. The agentic economy could be larger than the human economy. We're building the infrastructure for both at Coinbase.

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泰多宝
泰多宝@TabDuoBao·
Opus 4.7 跑分最值得看的不是 4.7。 Mythos Preview 参赛 9 项拿 8 项第一:SWE-bench Pro 77.8%(4.7=64.3%)、Terminal 82%、CyberGym 83.1%。 4.7 拿第一仅两项:MCP 77.3%、Finance 64.4%。Search 输 GPT-5.4 整 10pp。 最微妙的是 CyberGym:4.7(73.1%)比 4.6(73.8%)还低——Anthropic 承认训练时"differentially reduce"了网安能力。Project Glasswing 那套安全叙事,是这次发布的真正主角。
Claude@claudeai

Introducing Claude Opus 4.7, our most capable Opus model yet. It handles long-running tasks with more rigor, follows instructions more precisely, and verifies its own outputs before reporting back. You can hand off your hardest work with less supervision.

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泰多宝
泰多宝@TabDuoBao·
This is what building through the cycle looks like. While most of Web3 is sitting in the fog of a prolonged downturn, @arkreen_network has been heads-down shipping — and this eCandle × Bitaxe demo with @tlay_io and @circle is the proof. Back in 2023, when DePIN was still a niche narrative and "Physical AI" wasn't even a term yet, Arkreen bet on decentralized energy infrastructure backed by Greater Bay Area hardware. They co-launched the DePIN Hong Kong Initiative with @HashKeyGroup at the very first @festival_web3. Three years later, distributed physical infra + AI + on-chain settlement has become one of the hardest and most real verticals in crypto. They called it from day one. Two $2 chips autonomously negotiating energy prices, streaming nanopayments over Bluetooth, settling on-chain via Circle. Zero human intervention. This isn't a pitch deck. It's production firmware running on deployed hardware. The Machine Economy just got its first real transaction. 🔋⚡ #DePIN #Arkreen #MachineEconomy #HKWeb3Festival #M2M
TLAY@tlay_io

We built the first autonomous machine-to-machine energy nanopayment. A solar panel sells electricity to a Bitcoin miner. No human involved — just two $2 chips negotiating price, streaming payments over Bluetooth on-chain. 24 payments in 4 minutes. Each from $0.00001 to $0.0001.

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arkreen
arkreen@arkreen_network·
⚡ Real Energy Hardware × True Machine Autonomy! Our eCandle just achieved the world’s first fully machine-to-machine energy nanopayment! A solar battery directly sells electricity to a Bitcoin miner. Two $2 chips negotiate in real time via Bluetooth and settle on-chain — zero human intervention. 24 payments in just 4 minutes. Each as low as $0.00001. Big thanks to @tlay_io and @circle for building this milestone together! The machine economy starts here. 🌍💰 #DePIN #Arkreen #M2M #Nanopayment #MachineEconomy
TLAY@tlay_io

We built the first autonomous machine-to-machine energy nanopayment. A solar panel sells electricity to a Bitcoin miner. No human involved — just two $2 chips negotiating price, streaming payments over Bluetooth on-chain. 24 payments in 4 minutes. Each from $0.00001 to $0.0001.

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