jusper

你既得盯住庄家的黑手，也得盯住衙门的快刀，你得在狼嘴里有肉的时候下筷子，还得在衙门拔刀之前抽身。

[思维怪怪 @0xLogicrw]

这个 Jev 项目导航站收录的项目已经有 169 个了🚀

如果你拿到 Jev 的 API key，还不知道怎么玩，就先来这个网站找找灵感吧💡

[蓝哥AI @0xlangeai]

Chris 把 Jev的各个场景都测了，很值得学习下

[AYi @AYi_AInotes]

卧槽兄弟们，终于有人把 Jev 的完整实战代码给彻底跑通、录成保姆级教程放出来了！

这几天全网都在聊什么不写字的决策模型、杰文斯悖论，
概念吹得满天飞，但 99% 的人根本不知道怎么在自己的项目里把它真正用起来。

海外技术大佬 @moritzkremb Kremb 刚刚甩出来的这段完整实操，直接燃炸了整个开发者圈：
从官方 API 的极简配置，到现场徒手搓出 3 个工业级真实 Demo，
把这个 150 毫秒、输出 Token 彻底免费的新物种，在真实项目里的杀伤力展示得淋漓尽致！

看懂视频里这三个落地案例，你手里的代码库分分钟就能省下上千刀的账单：

1️⃣ Demo 1：纯语音秒级控浏览器（05:59 · 彻底消灭 5 秒卡顿）：
以前用普通大模型搞网页自动化简直是折磨——鼠标点一下，要等大模型在云端思考 5 秒钟，卡顿得像个树懒；
接入 Jev 之后，画面直接快到起飞！
你对着麦克风口述指令，Jev 在 150 毫秒内直接把网页的 DOM 元素做毫秒级单选（Choice），
话音还没落地，页面已经自动点击、跳转、完成填表，交互流畅得跟真人操作一模一样；
2️⃣ Demo 2：AI 长期记忆自动脱水（11:33 · 砍掉 90% 的废话上下文）：
这是解决 Agent 长任务死穴的最优解！
传统 Agent 喜欢让大模型去写摘要，不仅贵，还容易把关键技术细节全摘要没了；
Moritz 演示了用 Jev 充当记忆守门人：
每产生一条新对话，Jev 毫秒级打分（Score）判断它是不是关键事实；
无用的废话和临时测试日志当场物理丢弃，核心偏好和规则保留字面原文沉淀进向量库，
单次会话的 Token 消耗直接砍掉 90%！
3️⃣ Demo 3：YouTube 爆款预测器（17:27 · 毫秒级高并发批量处理）：
想在几万条视频或工单里快速初筛？
以前调大模型分析一次要烧几分钱，还要等好几秒；
用 Jev 批量跑结构化预判，它不写任何长篇分析，
直接并发返回每一条视频在完播率、点击率上的概率分布，
不仅速度飙升上百倍，输出 Token 物理免单，整个大盘扫一遍只要几毛钱成本！

看完这段 20 分钟的演示，你会瞬间看清未来的技术分工有多残酷：
大模型负责在深水区啃最难的逻辑；
而 Jev 负责充当闪电般的前置小脑，
把原本卡在系统门外的延迟、死循环和天价 Token 账单，一刀全部砍翻在地。

别再停留在围观吃瓜的层面了！
视频里把时间戳、API 配置代码和三个项目的架构全部扒开了，
正在做 Agent 开发、浏览器自动化或者被 API 费用折磨的朋友，今晚务必跟着视频完整跑一遍！

[jusper @jusper07762154]

@cyousei6 恭喜你啊

[jusper @jusper07762154]

@GeBiubiu 盘串

[jusper @jusper07762154]

@chad9793 @kek0x @MysteryRiderEth

[The White Whale @WhiteWhaleLabs]

The Memecoin Journey - A Debrief (Secrets Revealed)

On December 7th, I made what hindsight has shown to be a huge mistake. I CTO’d a meme someone had made using my image/likeness without my authorization or participation. I did so with the purest of intentions. Ironically, I said often in the beginning that one of two things was going to happen: I would personally end up being everyone’s exit liquidity, or it was going to absolutely moon.

Turns out both things can be true at once.

What Happened

While it is true that I’ve personally put more money into the trenches than any single individual ever, with hundreds of thousands of dollars given away and multiple millions invested into the chart, I could not escape the curse I was warned about: people will blame you for every red candle. The mental health strain, combined with real-life issues that are still ongoing, became too much to bear. I would not recommend running a coin to anyone, and I understand now why 90% of people who launch coins are simply in it for the max extraction game. I saw firsthand how this space can corrupt people, and I now understand how people end up taking on a villain arc. I was never tempted to take on that villain arc. It’s just not in my DNA. But for the first time, I could understand how people get to that place.

What happened was simple. Between personal issues and running this coin, I got to a very dark and dangerous place.

An Apology

First, I owe everyone an apology. For not being strong enough, I am sorry.

I misjudged the response of the trenches. I believed in my heart and soul that the best thing I could do, considering I had to walk away, was to lock over half the supply - supply I had spent a LOT of my personal money to acquire. After all, I never wanted it to be about me in the first place. I wanted it to be about what the movement stood for. And I genuinely believed that removing the question mark that always sat in the back of some people’s minds about the Treasury wallet was the best parting gift I could offer. A final “fall on my sword” moment that would be incredibly bullish for the holders.

Instead, it had the opposite effect. I posted my goodbye message and logged off assuming some sort of God candle was being printed. But I forgot a core truth: markets hate surprises.

I also owe a sincere apology to my dear friend and personal mentor, @Evan_Mann . I have a few mentors in this space; however, Evan has been mine for the longest, and I had developed a sincere friendship with him. When he initially warned me not to do the CTO, for reasons that ALL came to pass, I didn’t like what I was hearing. I pushed him away and eventually stopped talking to him. I incorrectly mistook his sage wisdom and guidance as a lack of belief in me. Even though we are long past the days of Evan teaching me the history of various blockchains - yes, I’ve been with him that long - Evan remained a trusted and valued friend and mentor to me, often counseling me on big-picture matters. Because no matter how far you go in life, or how much you learn, I believe everyone can benefit from solid mentorship to keep them grounded and focused on their journey. So Evan, for pushing you away, I’m sorry.

The Core Problem

In my parting message, I mentioned that PumpFun was a cancer to this space. It’s true. The entire engine is designed to profit Pump, not traders, not even serial deployers - PumpFun itself. They do not care about anything that doesn’t feed them. And they feed on volume and volatility. Everything from how the bonding curve is designed to the liquidity design and shape of the PumpSwap pool is meticulously built to bring them maximum profit.

After surpassing $100M MCAP, on the climb to $200M, I was involved in a group chat with many from the PumpFun team. We had broken the nine-figure curse, and this thing was just exploding. I wanted to strengthen my relationship with Pump and see what they might be able to do to help us out. I knew they were the mafia, but I had an obligation to my holders to do everything I could to help the coin succeed, even if that meant dining with the devil to see what the devil could do for us. They were excited to chat with me and eager to hop on a call to present their multi-point plan to help the coin succeed even further.

Then Penguin launched, and the group chat went silent. They ghosted the call we were supposed to have. After doing some on-chain sleuthing, it became readily apparent that Penguin had some outside support. I highly suspected that outside support was coming from Pump. I followed up with a message along the lines of, “It’s okay if you guys are going in another direction, I just want to close the loop on the conversation,” at which point they came scrambling back to me.

I eventually had the previously scheduled call, but with only one member of the team. I again laid out the areas where we needed help. I diplomatically tried to thread the needle without putting them on the defensive about the liquidity shape issue. I said we could really use some downside support, as the liquidity shape hard-coded to Pump tokens is “thin air” below.

This was when the first big reveal came. I was told this should not be public knowledge, but he admitted to me during that call that they do internal market-making on some coins to “help them out.” Then he dropped the bombshell that they had already invested $800K into the project at “about a $70M MCAP” using their market-making services.

I said, “I probably already know which addresses are yours, as we run very tight monitoring,” and his knee-jerk reaction was to laugh. He said he found that highly unlikely because they spread it across multiple addresses. I asked how many, and he paused while I heard some tapping away on the keyboard.

436 was the answer.

Almost as if he felt he had shared too much, he quickly followed it up by saying, “We do this to help the coin go up,” but in the same breath said, “We run a delta-neutral strategy.”

Both of those things cannot be true. You cannot remain neutral while still having a goal of “number go up.”

But it begs the further question: why is the casino out there disguising itself as players in the first place? It most certainly isn’t for the benefit of other players, as the track record shows clearly. They do nothing that doesn’t directly benefit them.

After that call I was promised a follow up with an action plan in a few days. They went back to ghosting me and that follow up never came.

Inorganic Price Discovery

When ByBit decided, of its own accord and without including me in the conversation, to list us on perps, I was immediately terrified. As a trader, I know that perps drive price action more than spot does across the board, especially on lower-MCAP coins. It’s almost impossible to compete with leveraged dollars on spot, not when someone can spend $10 of real money and have $500 worth of notional buying or selling power.

We quickly identified the on-chain wallet addresses for the perps market maker and quickly identified their method of hedging. While various market makers employ various methods, this market maker consistently hedged on-chain WITH the direction of the trade. So if someone longed, we would see their wallet addresses immediately buy spot. If someone shorted, we would immediately see their wallet addresses dump spot. Because they transferred spot to and from CEXs, it was impossible to know how much spot they had acquired for their operation, at what price, etc. But they always seemed to have supply, and it didn’t come from us.

The problem is that perps already have a short bias toward memecoins to begin with. Add on top of that the fact that we were clearly in a bear market, and the amount of sell pressure that came directly from ByBit perps was nothing short of a colossal, consistent downward boot on our necks. This is really hard to counter. One could simply assume that I should have encouraged everyone to just go long on the token on ByBit. But the problem is that when that long closes, it results in a sale on DEX, whether it closes because someone reached a take-profit point or because a long got liquidated.

With that knowledge, one would assume that everything should end up equal in the end, right? But no. The persistent waves of shorts caused sell pressure on the chart, which spooked spot holders. So the perps activity never truly ended up being a neutral force as positions opened and closed, because spot holders continued to lose confidence in the chart. Not to mention, there seemed to be an endless supply of short sellers.

At one point, there was $55 million in open interest on our token. I can’t even begin to compete with that kind of buying and selling power.

But I tried. I tried my best, and lost another six figures of my own money in the effort. Many days I was successful. But over the long term, I simply couldn’t overpower design mechanics: being soulbound to the PumpFun liquidity architecture, plus the power of perps.

Every day was a constant battle of David vs. Goliath. Bleeding my own cash reserves endlessly, only to be met with a thousand people asking me, “why chart go down?” and “What are you going to do?”

What’s Next?

That remains up to the community. I have not touched the treasury wallet since my sign-off, nor will I. LP operations continue to be run by a trusted friend. Yes, I heard there was an accidental sell by the treasury wallet the other day, with an immediate repurchase after. We all make honest mistakes. I accidentally have done a wrong-way swap in the past as well, but no one ever noticed at that time.

For my own sanity and peace of mind, I will not be engaging in any commentary or discussion about the token moving forward.

What I will do, slowly and as my real-life struggles allow, is re-emerge here on X as my old self. Talking about important topics and finding my way back to some peace. I believe the best thing I can do for anyone at this point is simply be my authentic self, as that’s what a lot of people were attracted to in the first place.

I gave all of myself to this, including flushing away more money than has ever been spent by any dev in the history of the space. I never promised a specific result. I only promised to do the best I could. And I did, up until the point it almost killed me. I hold no shame for that, because I know what I did, even though a few loud voices would like people to believe otherwise. And at the end of the day, the person I will always have to answer to is the person I see staring back at me in the mirror.

This space is wild, though. And what’s old becomes new again. So do I think this is the end of the coin? No. My gut says it’s not. It’s simply the end of me risking my sanity, my entire savings, my daily reputation, or my life for its performance. It will do what it does, what the people will it to do, and I'll be the best example of my personal values that I can be.

Personally, I will never be buying a token that ends with the suffix “pump” again in my lifetime.

🫡 From the depths —
The White Whale 🐋

[摸鱼巨匠🔨 @ChatGptAstra]

反常识观点：高质量信息往往来源于小账号！

以下这些精品小账号，你务必要关注！（排名不分先后）

1. 菜狗 @jiroucaigou
重量级人物！各种美股知识、Web 3 教程、AI 干货信手拈来，推文爆款大师。

2. Z大诗 @Zh_Crypto517
分享 Vibe coding、出海干货、副业教程的干货达人

3. 奶糖 @spicycandy00
分享 AI 设计、AI 副业、Web 3 撸毛深度教程

4. 摸鱼巨匠 @SunNeverSetsX
分享 AI 自动化工作流、AI 产品开发教程、X 增长策略等干货

5. 摸鱼局长 @Jason23818126
做图精致、内容精品的 AI、Web 3 垂直赛道账号

6. Sac @Saccc_c
Base 中文台运营合伙人。AI 干货分享、行业洞察、生活感悟

7. ZC @ZhanweiC
想研究预测市场、撸毛赛道、邪修起号的绝对绕不开他！

[jusper @jusper07762154]

我就说上网能学新东西吧！

[领哥LingGe🙏 @shangdu2005]

自从把网购买东西的小号。
名字和头像改成了某某评测。
收货地址加上某某单元某某评测质检中心收。
至此无论产品质量还是售后享受了不一般的待遇。

[jusper @jusper07762154]

$rave 后劲确实大...

[jusper @jusper07762154]

@Nicole_yang88 用了蓝灯，后期他还给代币了

[jusper @jusper07762154]

@wsjack @agintender 张雪

[April @xxxApril_D13]

为什么4月到9月要挤同一款一室一厅？
你们…… 😭

[园长｜YuanMan @sanyuanVC]

太顶级了，Claude Code 火了之后，我也一直在搓交易类脚本，越是深入越是发现开发交易类产品的难度。

目前这个方向一直缺真正好用的产品，希望 Donut 能顶上。

纯粹看好 Chrizhuu 和 Ru7 ，非广告🪧

[kimm @kimm_wei]

交易所割了几十个小目标，韭菜们抢了几块高兴的舔起来了，徐护士发了不到1u，何三发了1u以上，大肉。我看了都笑死，币圈都剩这些屌丝玩意了，你还指望在币圈赚钱🤣🤣🤣

[Bitcoin🐝女博士 @DoctorMbitcoin]

有玩美股的吗

最近木头姐、段永平和洛佩西都加仓这个AI公司

究竟强在哪里🧐

[Quan @QuanIsMine]

千呼万唤始出来，@neverlessapp 终于正式上线了出入金个人 IBAN，亲测从 N26 和 Wise 转入或接受均秒到账，实时汇率，完全免费。

[jusper @jusper07762154]

@CyberPhilos meme我也不买，因为它善。

[jusper @jusper07762154]

@Juicewh1te @QQARX @doodle 👏👏👏👏👏👏

[Yuyue @yuyue_chris]

我进圈以来一直秉持一个原则，那就是别人有多少钱跟我没关系的

别人能跟我一块赚多少钱才是和我有关系的

我不太喜欢向上社交，不太主动问候那些只躺在聊天列表里不说话的“大佬”

和我天天一起玩的从来都是兄弟、战友

别说 A8 A9 A10 A100 了，别人 AE86 跟我有啥关系？A 到天上能给我发个红包吗？