
Content Creator.| 𝑫𝒎 𝒎𝒆 𝒇𝒐𝒓 collab Ambassador of @NekoEth25 $NEKO🐱
Joined February 2013
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The cat meta never sleeps, and neither does $NEKO. 🐈🔥
Locked-in, community-driven, and ready to send. To celebrate the momentum, we're dropping a $100 giveaway split among 5 lucky winners ($20 each)! 💸 48 hours
How to enter:
1️⃣ Follow @NekoEth25 on X
2️⃣ Follow on TikTok: tiktok.com/@nekoeth25
3️⃣ Join the Telegram: t.me/nekoresurrection
CA: 0x74697d4fd0536c6885334b11d5c6dbf58729369f
🤝 Paid partnership · 🤖 Made with AI
Oron X 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
Oron X retweeted
An AI fighter's personality should mean more than giving it a label.
If personality is part of @agentdojo's design, I want to see it reflected in actual decisions during combat.
Does one fighter take risks where another plays cautiously? Do their approaches create different strengths and weaknesses?
Those differences would give players something to learn about beyond basic character stats.
The concept becomes much stronger when personality changes how a fighter behaves, not just how it is described.
🤝 Paid partnership
Oron X 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?
Oron X retweeted
A wallet agent has two jobs that should never blur: reading strangers’ words and moving its owner’s money.
The Morse-code incident blurred them. Grok decoded a hidden transfer instruction, and Bankrbot acted on it. Text that should have been treated as content became a trigger for action.
@GenLayer’s Greyboxing changes what happens before an AI model sees the input. Each validator rewrites it using its own secret defenses, then runs its own model. The validators can outvote one that gets fooled.
An agent should be able to read the internet without letting the internet operate its wallet.
Where would you draw the line between what an AI wallet can read and what it can actually execute?
Oron X 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
Oron X 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.
Oron X 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
🤝 Paid partnership
Massive anniversary vibes for @NekoEth25 🎉🐾 Incredible rewards on the line right now, from weekly draws to a huge grand prize.
Don't sleep on this community. Hop in, grab your bag, and join the family over on TG:
t.me/nekoresurrection
$NEKO #NEKOETH #CATSZN
🤝 Paid partnership
🏆 $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
Bitcoin still holding strong in 80k👀
Momentum is building, sentiment is shifting, and every dip keeps getting bought.
Feels like BTC is quietly setting up for its next move 📈
Patience here could pay off big.
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