SceneHub retweeted
预测市场越来越火
但每次看到结算争议我都会停下来琢磨
争的不是事件本身,是你拿来当证据的那份信息够不够格。来源对吗?抓取时间在窗口内吗?报道更新了三版用的是哪一版?
以前要么靠人投票,慢
要么靠AI跑一遍,快但你不知道它凭什么判的
来源和判断搅在一块,出了问题没法拆
@primus_labs 跟Cournot最近合作,试着拆这件事
Primus我盯了好几篇了
zkTLS、Confidential Vault、PoR,之前都写过
这次拽住我的是Cournot这个名字,还有两边之间的分界线
一边管来源
一边管判断
分开做
Primus这边不展开了,zkTLS的事写过太多次
核心就一条:证明某份数据确实来自某个网站的某次TLS 会话,内容没被篡改,同时不暴露原始数据
Cournot是我第一次认真看
它给自己的定位是验证之后的推理层
拿到已经被证明过来源的证据,跟市场结算规则做匹配,输出一个结构化的判断
过程链上可查
Cournot管这套叫Proof of Reasoning
不只告诉你Yes还是No
它记录了读了哪些证据、每一步推理怎么走的、为什么这么判
可以被审计,也可以在链上被挑战
——
从Cournot官网公开的数据看,跑了六千多次结算,声称准确率99.71%,争议率0.30%,中位结算时间不到八分钟
这些是它自己报的
我没找到第三方独立审计
作为参考放在这里,不当结论用
//
两边各自做了什么,前面说了
我更在意的是它们接在一起之后,整条信任链被拆成了几截
每一截的边界在哪、模糊地带在哪
最底下一层
数据从哪来
zkTLS管这里
能证明请求确实发给了某个服务器,拿回来的内容在传输过程中没被动过
但它证不了那个服务器自己有没有出错、有没有改稿、有没有被内部操控
来源可信和内容正确是两件事
往上一层
数据有没有被正确提取
一个JSON页面有十个字段,zkTLS证明了整页来自正确的源
但具体读的是哪个字段、怎么解析的、有没有取错?这个环节两边都没完整覆盖
再往上
基于数据的判断是否合理
Cournot管这里
Proof of Reasoning记录了推理路径,可以被审计
但可审计跟可解释之间有距离
审计是你能看见它走了哪条路
解释是你能理解它为什么选了这条路而不是另一条
这两个东西长得像,差得远
最上面一层
判断怎么触发链上行动
结算、清算、分款
智能合约这层相对成熟
但底下三层任何一层出了问题,合约执行得再精确,结果也是错的。
//
四层拆完,接口反而成了最脆弱的地方
Primus证明了来源,把一份数据交给Cournot
Cournot拿到之后开始推理
如果证明没问题,但Cournot从证明里提取信息的时候搞错了
算谁的?
如果推理逻辑没毛病,但用的证据过期了
新闻发布后半小时改了标题
谁负责重新抓取?
如果两层各自都对,合在一起结论还是错
因为结算规则本身写得有歧义
链上能约束什么?
模块化最大的好处是责任可以拆
最大的风险也在这
错误发生在模块之间的时候,没有哪一方拥有完整信息去定位问题。
——
预测市场是眼前最直接的试验场
结算要可验证的来源、要可审计的判断过程、要链上约束
这个组合在逻辑上对准了需求
私密信贷和RWA是另一个可能的方向
借款人要证明自己满足某个财务条件,但不想公开完整流水
zkTLS证明数据来源,Cournot基于验证过的证据输出信用评估
但金融场景的复杂度比预测市场的Yes/No高好几个量级
一笔贷款的信用判断要看收入、负债、现金流、行业、还款历史
AI只看到其中几个字段就出判断
出了问题,是数据不够全的责任,还是推理模型的责任?这条边界同样没拆清。
//
时间线上AI +预言机的帖子每周能刷到一打
大部分停在叙事层面
这次没划走,因为它在问一个更具体的问题
验证来源和解释含义由两个独立系统完成之后,它们之间的接口能被链上约束吗?
出错时,责任能被定位吗?证据能被复核吗?
这三个问题能回答清楚,才有资格谈基础设施
回答不清楚,两层各自再精致,接在一起还是黑盒
等接口规范公开、失败模式可被链上挑战的那天,再认真看
以上内容纯本人信息拆解,不构成投资建议。DYOR。
我写 @primus_labs 写了好几篇了
每篇结尾都落在同一个问题上:有没有人真的在用
这次翻时间线,看到一组数字
这个问题开始有回音了
——
100万用户
10个以上的企业客户在付费,方向分布在稳定币、AI、L2 和社交
PoR那边,四个项目在跑,加起来7200万美金的资产在被持续验证
不只Unitas了,Perena的稳定币也接进来了,Brevis做链上验证
今年8月,YZi Labs投了Primus
同月进了Ezi Residency第四期
BNB生态对它的认可不只停在嘴上
━━━━━ • ━━━━━
说说我的看法
10个企业客户比100万用户重要
100万把扩展安装、Dev Hub注册、应用使用全加在一起了,含金量要打问号
但企业付费意味着内部评估过、测试过、决定继续用
从0到10是最难的一步
PoR的7200万我觉得比较实
链上能查,资产在那,验证在跑
四个项目同时用密码学做储备证明,行业里不多见
//
我之前每篇收尾都是:方向对,等落地
这次可以换个说法了
落地开始了
有人在付钱
但从10个客户到100个,坎比技术难
继续盯两件事
PoR覆盖面还在不在扩
企业客户在不在续费
数据以项目方和公开来源为准 我只做分析 不作投资建议!DYOR
SceneHub retweeted
A smart contract can execute exactly as programmed and still make the wrong decision if the data it receives is unreliable.
That's an underrated problem in onchain finance, in my opinion.
Imagine a prediction market settling a bet based on information from a website. The contract might work perfectly, but how do we know the external evidence is authentic without forcing users to expose all their private information?
That's why I think the missing piece isn't just better smart contracts, but a better way to prove that the information they rely on is real.
With zkTLS, @primus_labs aims to help applications verify the authenticity of data from web sources while preserving user privacy.
What I find interesting is the combination of two things that are often treated separately: proving that information is trustworthy and protecting the person providing it.
Together with CournotProtocol, Primus is bringing verifiable web evidence into prediction markets, while exploring potential applications in private credit and onchain finance.
I think this could be more important than it sounds.
Prediction markets need reliable evidence to resolve disputes. Credit applications need trustworthy information to assess risk. And financial applications increasingly need data that can be verified without exposing more personal information than necessary.
Of course, the real test is how reliably these systems work in practice, especially when the source data is disputed or the stakes are high.
But the direction makes sense to me.
Onchain execution is only as trustworthy as the evidence behind the decision.
If we can verify offchain information without sacrificing privacy, we're opening the door to applications that are difficult to build with today's usual approach.
That's the part of Primus I'm interested in watching.
SceneHub retweeted
The future of civilization and industrialization will depend on how efficiently we can capture, store, and utilize energy.
That’s what makes @projectspherexy interesting.
Inspired by the Kardashev Scale, Project Sphere explores a vision where a civilization advances toward Type II status by harnessing the energy of an entire star through a Dyson Sphere.
The concept of building this structure cell by cell is fascinating.
Each cell contributes to a larger energy infrastructure, creating a system designed around continuous collection and long-term expansion.
What stands out to me is the bigger picture: scalable infrastructure, resource optimization, network coordination, autonomous systems, and an evolving onchain ecosystem.
Genesis Epoch is where this journey begins.
$SPHERE is on it’s way via Solana
Not just another Web3 narrative, but an ambitious vision connecting cosmic engineering, decentralized infrastructure, and technological progression.
I’ll tell you one thing definitely worth keeping an eye on👇
@projectspherexy
SceneHub retweeted
🏆 $NEKO ANNIVERSARY HODL CONTEST 🏆
Running into our Anniversary (Dec 3) → Grand Drawing Monday, December 21, 2026
GRAND PRIZE
Random holder with 2,000,000+ $NEKO wins
2,000,000 NEKO + $500 USDT
Drawn live during the final Space of the season.4 Audience Winners
$25 USDT + 100K NEKO each
Weekly rewards (until the drawing)
• Any $NEKO buyers → weekly $50 USDT draw
• Shiller / Raider of the Week → $25 USDT
SPECIAL ENTRY
Tag 3 friends + post your wallet + buy at least $5 of $NEKO (show proof) under this post.
1 lucky winner gets $100 USDT on Dec 21.The cat pays. Holders eat.
$NEKO #NEKOETH #catcoin $CATSZN #killthezero #ETH
CA: 0x74697d4fd0536c6885334b11d5c6dbf58729369f
🤖 Made with AI
SceneHub retweeted
upload is not the product.
reconstruction is.
on @vangrid_io, the workflow looks simple.
film the space.
pass the quality check.
let the buyer review the preview.
wait for reconstruction.
but those steps aren't the same thing.
a clip that passes quality checks is still just input.
buyer acceptance doesn't mean the finished 3D model is ready.
the useful output is the textured mesh that comes back after processing. something a robotics or simulation team can actually load.
and that takes time.
escrow can lock in seconds.
a buyer can accept a preview in minutes.
the reconstruction might take over an hour.
that's the part a dashboard doesn't always make obvious.
a successful upload isn't a finished dataset.
the geometry still has to be reconstructed, delivered, and tied back to a verifiable record.
Physical AI doesn't run on the moment someone hits upload.
it needs the result to be usable after the processing is done.
if you've had a capture accepted on VanGrid, how long did the reconstructed model actually take to arrive?
SceneHub retweeted
My husband accused me of destroying his family over one old woman (my mother-in-law) because I refused to let her move into our house
SceneHub retweeted
It's only Mateo who knows why he found Loretta attractive instead of his gay friend.
SceneHub retweeted
My sister missed her own wedding because I refused to give her back the $12,000 she’d lent me.
Three years ago, she gave me the money to start my salon. I promised to repay her within two years, but business was slow, and I kept asking for more time.
Then she got engaged and started planning her wedding.
She asked me to pay her back before the wedding because she needed the money for the venue and catering.
I had enough saved to return about half of it. But that money was also meant to cover my salon’s rent, supplies, and two employees’ salaries.
So I told her I couldn’t pay her yet.
She reminded me that I’d promised her two years ago.
I told her she knew I was building a business when she lent me the money. She couldn’t expect me to destroy it just because she suddenly needed cash.
She called me selfish.
I told her a real sister would want to see me succeed.
SceneHub retweeted
I found dark secret of my mom. She is a hotwife
This summer one evening I returned early at home after my meeting got cancelled. The main door was closed so I entered from the backdoor at my home. I heard some sound from the bedroom so I decided to check.
The bedroom door was not closed properly and when I looked inside the bedroom I was totally shocked. The bedroom door was not closed. When I peeped inside I was totally shocked and heartbroken. I got frozen and totally shocked. My mom was making out with dad's office friend and dad was sitting on a chair and watching them. They all work in the same office for 15 years. I never expected such things from them. It was totally heart breaking and traumatizing for me. I don't know why and from how long they are doing this..
It was my fault that I stopped there and continued to watch till they finished and I was curious about my mother's private married life. first time in my life I saw her while doing such things and her wild adult side. I was so shocked when I saw them while doing.
SceneHub retweeted
TV host Andy Cohen has gone public with his boyfriend, businessman Kevin Sobieski, after keeping their relationship private for nearly a year.
Andy recently admitted that making their relationship public feels a little scary, but says he's happy with Kevin.
SceneHub retweeted
Peter Parker is trying to balance being Spider-Man with the life he desperately wants as Peter. But when Dr. Otto Octavius becomes Doctor Octopus, Peter faces one of his most dangerous and personal battles. 😄😄😄
Spider-man 2....
She Betrayed Her Boyfriend With Her Own Brother 😳💔
Kaylie had been dating David for three years, and he was planning to marry her.
One evening, David arrived unexpectedly and caught Kaylie with her older brother, Kelvin.
“Kaylie, please tell me I’m misunderstanding what I’m seeing,” he said in disbelief.
She burst into tears, begging him to listen.
David shook his head. “I was planning to spend my life with you, but I never imagined you’d betray me like this.”
He walked away and never returned.
Days later, Kaylie confronted Kelvin, blaming him for destroying her relationship.
Kelvin replied coldly, “You made your own choices, Kaylie. Don’t blame me for yours.”
She stood speechless, realizing she had lost not only David’s love but also the trust that once held her family together. 💔
Roommate scked me while I slept, then I fcked her properly (23M)
I woke up to a warm m0uth on my c0ck. My roommate had pulled my shorts down and was already s*cking me deep, one hand stroking the base. I stayed still for a second, half-asleep, letting her work. She moaned around me when she felt me get fully h4rd.
When I opened my eyes she didn’t stop. She looked up, lips stretched, and kept going. I grabbed her hair and held her there while she scked me until I was throbbing. Then I sat up, pulled her off, and flipped her onto her back on the bed. She was already w3t. I pushed inside her in one stroke and fcked her h4rd, deep, steady thrusts while she wrapped her legs around me and moaned into my neck.
SceneHub retweeted
FRANKENSTEIN (2025) 🧟♂️🖤
A brilliant scientist creates life, only to unleash a nightmare neither of them can escape. But beneath the terrifying appearance of the creature lies a heartbreaking story of loneliness, rejection, and the desperate need to be loved. Sometimes, the real monster isn't the one who looks frightening, but the one who refuses to see the humanity in another. 💔
SceneHub retweeted
I walked into my neighbor’s house to feed his cat and found him naked with the biggest cock I’ve ever seen.
He’d given me a key months ago. Simple routine — let myself in, scoop the litter, fill the bowl, leave. He’s in his 40s, quiet, divorced, always polite. I never thought about him that way until three weeks ago. He was supposed to be gone until Sunday. It was Saturday morning. I came in through the back door and there he was in the kitchen, completely naked, wet from the shower, leaning against the counter with a mug of coffee. His cock hung heavy and thick between his legs, already half hard. Water still ran down his chest. We both froze. I was in tiny pajama shorts and a tank top with no bra, holding a bag of cat food, staring at it. My nipples went hard instantly. He noticed. His cock twitched.
SceneHub retweeted
I matched with someone on a dating app last month. We talked for a few days and it was easy. She was funny, direct, and suggested we meet instead of texting forever.
We picked a bar near both of us on Friday. She said she’d be free after 8. I got there a little early. At 8:20 she texted that she was running late. At 8:50 she said she was five minutes away. At 9:15 she messaged that something came up and asked if we could do Saturday instead.
I said no problem and left.
Saturday she texted in the afternoon. “Still free tonight?” I said yes and asked what time. She said she’d let me know later.






























