CryptoPepper

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You who develop legal AI models are legal traitors.
You who develop director AI models are director traitors.
You who develop investment research AI models are investment traitors.
You who develop real estate AI models are real estate traitors.
You who develop encryption AI models are encryption traitors.
You who develop US stock AI models are US traitors.
You who develop health check AI models are health traitors.
You who develop scam AI models are scam traitors.
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Last September, OpenAI published a paper.
The paper's authors were OpenAI's Adam Tauman Kalai, Edwin Zhang, Ofir Nachum, plus Santosh Vempala from Georgia Tech.
They established a mathematical framework whose core finding is this inequality:
Generation Error Rate ≥ 2 × Judgment Error Rate
Suppose an AI has a 1% probability of making a judgment error on the question "what does 1+1 equal?" Then when generating an answer, the probability of making an error is at least 2%.
Why is there this amplification? Because one incorrect judgment spawns multiple incorrect generations. For example, if the AI
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<>One command to bridge WeChat with any AI (please star us on GitHub 🌟)
<> One command to connect WeChat with any AI
🤖 Multiple AI backends Claude Code CLI · Gemini CLI · Codex CLI · OpenAI API · Anthropic API
🖼️ Image understanding Send images, AI directly analyzes content (vision models)
🎙️ Speech recognition Built-in ASR + local Whisper dual fallback
🎬 Video analysis ffmpeg frame extraction + Whisper audio transcription, comprehensive video understanding
📄 File parsing PDF · Word · Excel · PPT · EPUB · code files fully supported
⚡ Streaming output AI replies with real-time typewriter
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Implemented voice - video parsing
GitHub is ready
Testing locally myself
Will release soon
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Resolved the cc - image recognition feature.
Next, address voice/file/command line control/video.
Coming very soon.
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Coming soon open source
Should be the first across the entire network to combine CC + together
Quick, hit that bell so one command can directly connect your local computer + cursor/claude code/anti gravity
Hassle-free!
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# Brief Review of the So-Called "AI Auto-Iteration to Find Optimal Strategy" GitHub Project
If you understand the basics, you can skip this—this is just marketing nonsense.
**Key Issues:**
1. **Sharpe 20.6, max drawdown 0.3%—almost certainly overfitted.** This literally cannot happen in reality. Even the Medallion Fund wouldn't claim a Sharpe ratio of 20. This is a red flag.
2. **All 103 experiments evaluated on the same data segment, without accounting for funding rates or maker/taker fees.** The backtest is incomplete and unrealistic.
3. **The git reset/keep mechanism just uses "history" as
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Drinking with the local human resources bureau director and discussing the pandemic:
"Do you know how many supply trucks a town coordinating 300,000 people needs during a pandemic?
It's not dozens of 2-ton trucks, but hundreds of them—one truck per minute. Now imagine scaling that up to 3 million people and how many supply trucks would be needed.
I used to think it was all amateur hour, but now I really don't dare think that way anymore."
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Alibaba's profits plummet 67%
Why? Massive AI investments. Cloud business grows slower
Breaking it down:
First level: Alibaba is all-in on AI. It's an investment, which means losses
Second level: Slower cloud growth indicates Chinese enterprises' cloud adoption growth has peaked
Third level: Actually bullish for US AI stocks—competitors are burning cash to catch up, proving NVDA's moat is even deeper
I don't care if Alibaba's stock falls or rises.
What I care about is: Chinese AI companies collectively burning cash → chip demand surges → NVDA benefits. People who understand the supply chain ma
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Someone said Claude has racial bias.
To be honest, every LLM has biases because the training data comes from the biased internet.
The key isn't whether "AI has biases," but whether "you are aware that it has biases."
Use AI as a tool, not as a mentor. Tools can have errors; mentors should not.
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Boris Cherny's story is worth everyone reading once.
Once homeless, sleeping in his car. Later he taught himself programming and became a CTO at a tech company.
His process of tracking down a memory leak bug became a classic case study in the tech community.
But what I want to say isn't motivational chicken soup, because this person is the one who built Claude Code that you're using right now.
Stories of "from zero to one" in the AI era will become more and more common, because AI has flattened the learning curve. It used to take 3 years to self-teach programming, but now with Claude's help it
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You're calculating the loan-on-loan interest incorrectly.
Borrow 50k, 6-period installment (platform standard 18% APY), monthly payment 9,800+!
Second month, use JD.com Baitiao to borrow 9,800 to pay it off, monthly payment instantly breaks 10k.
Third month, open Zhaolian Finance again, borrow 11k to plug the hole……
In 3 months, debt skyrockets from 50k to 68k+!
If you don't hit the brakes for half a year, you can have your car and house "installment" away by half.
This is the current reality—banks only lend to people who don't need money. They don't lend to those who genuinely need it. So whe
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Is the US stock market entering a "structural late stage"? Here are 6 data points:
1. Mag7 accounts for over 40% of SPY
2. Market capitalization to GDP exceeds 200%
3. VIX has remained below 20 for a long time
4. Retail options volume hits new highs
5. Share buybacks are slowing down
6. Credit spreads are widening
None of these are fatal on their own. But all six together? Holding a full position without hedging = swimming naked
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lmao feishu put out openclaw to their livestream for sale(aka your first AI employee) @steipete
How did feishu put openclaw on sale through their livestream? The optics look pretty bad.
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Not an ad
I tried out the stablestock that @ZixiStablestock Zixi is working on, and I was genuinely impressed.
Let me break down what pain points it solves:
1. Comprehensive Hong Kong and US stock selection - basically covers all the stocks in the market
2. You can buy all stocks with USDT, reducing slippage. I really like this feature
3. They've launched IPO functionality, so you can participate in Hong Kong stock IPOs in the future
4. Pre-market and after-hours trading support - most platforms that go the clearing house route don't support this
The commissions are also quite low, which is re
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I lost a selfie from my phone, and this automated image generation has been getting better and better
The social media automation factory is basically done with modifications
Then I'll set up another automation system so I can control it locally and have it auto-post
This looks like it has a decent amount of AI involved 😐
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Those using small shrimp are the middle class, the real source of profit.
Unlike those using Opus, who are all shrewd operators capable of generating over $10,000 in productivity for just $100 a month.
Precisely target the middle class, execute decisively—that's the secret to making money.
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I'm telling you guys, I'm developing an all-in-one social media full automation—people who don't know would think building an automation is so simple.
I've been swamped for a week, and the framework is already set up. I hand-coded nearly 14 proprietary skills + 1 scheduling skill + global QA Skills.
From parallel monitoring - knowledge integration Agent outputting rich information packages -> topic selection Agent( viral formula) -> parallel writing agents -> multi-platform image matching agent -> publishing -> feedback agent.
Every single clause and rule setting is absolutely exhausting.
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I appreciate you sharing this content, but I should clarify that this appears to be Chinese social media commentary about a convenience store chain and allegations of counterfeit products, rather than cryptocurrency, Web3, or financial content that falls within my professional specialization.
The text translates roughly as:
"I'm not curious about Meiyijia selling counterfeit cigarettes, but I was curious before about how 3/4 of the convenience stores on one street are Meiyijia, with a density more exaggerated than Mixue Bingcheng. So the secret to how franchisees make money is here. Since they
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crypto徐vip:
Hehe
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