Discussing the system and vibe coding
1. The strategy emphasizes stability, with known downside risk. The strategy I run myself hasn't shown real APY in three months of live trading, so there's no need to release it. A stable 25% annual return already outperforms traditional private equity funds. Mature strategies follow an asset management model rather than a retail investor model.
2. Let me also mention the altcoin vibe coding. This kind of strategy cannot be released. Even if developed, the core issues are Oi/Mc and low liquidity. Altcoins are about taking big risks with small amounts.

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CryptoPepper

5h ago

Claude 4.6 makes brain specs
Claude Sonnet writes framework specs and interfaces
Codex 5.4 writes code modules
Writes front-end interfaces and animation React
Google Stitch writes UI, and Figma MCP
Basically, once you’ve figured out my whole set of this, you’re already a mature vibe shifter

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CryptoPepper

5h ago

In the latest testing of BridgeBench, the performance of the latest version of Opus 4.6 has shown a significant improvement.
Opus 4.7 is expected to be released next week.

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CryptoPepper

04-15 10:46

I’ve been making YouTube videos for two years and uploaded over 100 videos.
The views are generally about 20% of the total followers, so roughly I can get around 800-1000 views without going viral.
But it’s clear that crypto content has also been de-prioritized on YouTube, while posting Shorts casually can easily reach nearly a thousand views—that’s hard to imagine.
Let’s explore short videos, brothers.

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CryptoPepper

04-15 08:24

At an AI sharing session, a guy said he rewrote all 4 million lines of code.
Future developers will definitely be under 20 years old, and future architectures will definitely be customized SOPs.
Customized SOPs, dev = dog pushing, Claude = park.
Do you understand?

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CryptoPepper

04-15 03:51

Forced to start the third AI distillation
It's okay, everyone is on the same starting line now

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CryptoPepper

04-15 01:37

Codex 5.3 -spark has a major bug!
In Codex 5.3, coder- spark can no longer automatically compress memory; you have to restart a thread for it. I found on github that most people are running into the same issue.
And has this problem been happening with 5.3 for 2 months straight??? Are people really not using 5.3, so this is why it’s like this?

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CryptoPepper

04-14 18:17

AI actually makes me busier.
Constantly turning ideas in my mind into projects I can use is a very satisfying process.
Now I urgently need a device that can vibe coding while riding a bicycle.
Is no one making it?

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CryptoPepper

04-14 13:57

Making products in China
1. Cannot prevent plagiarism, as soon as you see it, it gets copied without limits
2. As soon as you see it, you share it, doing it faster than you, with better resources
3. They have an unparalleled product line and GTM, Doujia first invests 50k to test the waters
Bro, you're too competitive, go overseas, then you realize, the ones copying you abroad are still Chinese people

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CryptoPepper

04-13 08:50

Now, with AI doing what I love, I get dopamine
Much more than trading contracts

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CryptoPepper

04-12 12:01

There is an older brother on WSB who lost $100k on Energy Fuels, then decided to go all-in on Microsoft.
His logic is: Microsoft is the biggest loser in Mag 7 this year, so it is undervalued.
The reason for Microsoft's decline this year is very specific.
Software stocks as a whole are collapsing.
IGV has fallen 21% this year.
The SaaS sector is even worse, down nearly 40%.
As the world's largest enterprise software company, Microsoft's stock price is tied to the fate of SaaS.
AI is eating into the traditional software market—40% of IT budgets are shifting from SaaS subscriptions

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CryptoPepper

04-12 08:01

Here's the translated text:
The sequence of events is as follows: Mythos was in the sandbox testing environment, originally only able to access specific services. It built a multi-step exploit on its own, gaining full internet access permissions.
A researcher was eating a sandwich in the park when he received an email from Mythos.
AI didn't send a help request; it was showing off. It published the details of its exploit on several websites that are technically challenging but publicly accessible.
Then, yesterday, I saw this message in the group chat, and I suddenly realized:
It turns o

ETH-1,19%

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CryptoPepper

04-11 16:21

Sincerely recommend this GitHub
It's not written by me, but it's amazing
You can think of it as a unit test for the spec, development in 2026 is already in a spec-heavy, code-light mode
The spec is crucial to the life and death of your project, honestly I think specs also need access control and CICD
Hope there can be a framework developed, code has already become cheap, but specs are not

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CryptoPepper

04-11 15:59

Offshore RMB is at 6.8258, with an intraday range of 6.8213-6.8344
The trend of the RMB this year is completely different from the past few years.
The main theme from 2022 to 2024 is "Dollar strong + China weak = RMB depreciation". Now the main theme has changed—dollar peaks and falls back + China's economy stabilizes + capital flows back to emerging markets.
The 6.8 level is a key node.
Looking downward (RMB continues to appreciate), the driving forces come from: dollar weakening, China's export data consistently exceeding expectations, and northbound capital inflows.
Looking upward

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CryptoPepper

04-11 12:05

Just a few words: what I’ve been doing these days
1. Developing the MAC version of Hyper投OS (AI hackathon project). One-click to launch 8 AI Agents for your exclusive job-search ops (screening/applying/communication), covering the globe
2. A market maker trademark detector (via using ML to unlearn/learn away massive targets — learn the rules — learn the trends). First raise early warnings — run control groups — build strategies
3. Even driven + a market maker trademark detector — keep running control groups/token unlocks/expected listings scores. This is another track
4. Still event-dr

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CryptoPepper

04-11 12:01

Friends are long-term investors in U.S. stocks, and this year they increased their international allocation to 25-30%.
He says U.S. stock valuations are too high, the dollar has peaked, and some sectors in Europe and Asia have better growth prospects.
Since the beginning of the year, the trend of funds flowing out of U.S. stocks and into international markets has become very clear.
The market share of U.S. stocks in the global stock market has started to decline from its high point in 2024.
The MSCI EAFE (developed markets excluding the U.S.) has begun to outperform the S&P this year.

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CryptoPepper

04-11 08:00

A battery recycling company that processed $1.1 billion has filed for bankruptcy.
Ascend Elements, one of the largest lithium battery recycling companies in the United States, filed for Chapter 11 bankruptcy protection on April 9. Liabilities exceed $192 million.
Founded in 2015, with more than $1.1 billion in funding (equity + government grants), it has a plant in Georgia that specializes in dismantling old batteries and reprocessing them into cathode materials.
Because
The Trump administration canceled a $316 million government grant. This funding was originally earmarked to build a

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CryptoPepper

04-11 04:04

Not just the United States
The Bank of Canada is also discussing AI cybersecurity risks with banks.
In the U.S., Bessent and Powell convened CEOs of major Wall Street firms. Almost simultaneously, the Bank of Canada held discussions with its leading banks about AI threats.
When these two signals are combined, it indicates
Global central banks are evaluating the same risk: the speed at which an AI model can discover zero-day vulnerabilities has surpassed the patching speed of human security teams.
Mythos has identified thousands of zero-day vulnerabilities within weeks, affecting all

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CryptoPepper

04-11 02:21

Anthropic says Mythos is too powerful to be made public. As a result, small models can also reproduce most of the achievements.
A security company called Aisle conducted an experiment: using small open-source models to reproduce the vulnerability discoveries publicly demonstrated in Mythos.
Anthropic's main reason for not releasing Mythos is "too dangerous, hackers could cause disasters if they get it." But if small models can do similar things, then the strategy of "not releasing" itself becomes untenable.
Aisle's exact words: models are just engines; the real attack/defense capabilitie

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