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Moon Dev Stop Trading Like Retail: How To Code A Bot That Liquidates The "Smart Money" most traders think smart money concepts are the holy grail but they are actually just a road map for where the big players are going to take your money. if you can see…
eason i share all of this live is because nobody else is showing the raw struggle of building these systems from scratch. it is easy to show a winning PNL but showing the hours of debugging a json serialization error is where the real value is found. code allows us to scale our strategies without scaling our stress levels which is the ultimate goal
i ended up having to cast my variables into strings just to satisfy the api requirements which felt counterintuitive at first. it just goes to show that you can not always trust the documentation or even the most advanced ai models without testing it yourself. iteration is the only way to find the truth in the markets and in your code
if you are still trading manually you are essentially bringing a knife to a gunfight against billion dollar algorithms. you do not need a degree in computer science to start because you can learn everything you need by just building one small function at a time. losing money through liquidations was the best teacher i ever had because it forced me to automate
the supply and demand zones are just the beginning of what we can automate with these new tools and exchanges. i am going to keep building and sharing everything because i want to see more people escape the cycle of retail trading losses. it is a long game but as long as we keep iterating we are going to reach that fully automated future together
it is crazy to think that a few lines of python can replace the need for constant monitoring and emotional decision making. i am going to go grab some breakfast now that the core logic is finally starting to click into place. we just have to keep moving forward and never let a single bug stop us from reaching the next level of trading
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i ended up having to cast my variables into strings just to satisfy the api requirements which felt counterintuitive at first. it just goes to show that you can not always trust the documentation or even the most advanced ai models without testing it yourself. iteration is the only way to find the truth in the markets and in your code
if you are still trading manually you are essentially bringing a knife to a gunfight against billion dollar algorithms. you do not need a degree in computer science to start because you can learn everything you need by just building one small function at a time. losing money through liquidations was the best teacher i ever had because it forced me to automate
the supply and demand zones are just the beginning of what we can automate with these new tools and exchanges. i am going to keep building and sharing everything because i want to see more people escape the cycle of retail trading losses. it is a long game but as long as we keep iterating we are going to reach that fully automated future together
it is crazy to think that a few lines of python can replace the need for constant monitoring and emotional decision making. i am going to go grab some breakfast now that the core logic is finally starting to click into place. we just have to keep moving forward and never let a single bug stop us from reaching the next level of trading
tweet
X (formerly Twitter)
Moon Dev (@MoonDevOnYT) on X
Stop Trading Like Retail: How To Code A Bot That Liquidates The "Smart Money"
most traders think smart money concepts are the holy grail but they are actually just a road map for where the big players are going to take your money. if you can see where everyone…
most traders think smart money concepts are the holy grail but they are actually just a road map for where the big players are going to take your money. if you can see where everyone…
Offshore
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Michael Fritzell (Asian Century Stocks)
RT @InvestInJapan: So... sounds like a joke, but last week I started a small position in Saizeriya.
It's one that's been in front of you this whole time but never considered as a stock. I believe Saize has the hallmarks of a potentially generational biz. will do a write-up. For now, a few points🧵
tweet
RT @InvestInJapan: So... sounds like a joke, but last week I started a small position in Saizeriya.
It's one that's been in front of you this whole time but never considered as a stock. I believe Saize has the hallmarks of a potentially generational biz. will do a write-up. For now, a few points🧵
tweet
Offshore
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The Transcript
$BE CEO: AI-driven electricity demand is overwhelming traditional grid infrastructure
"The upcoming AI computer racks will consume almost 100x more power than traditional CPU compute racks of yesteryears" https://t.co/fxg5NqPz7p
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$BE CEO: AI-driven electricity demand is overwhelming traditional grid infrastructure
"The upcoming AI computer racks will consume almost 100x more power than traditional CPU compute racks of yesteryears" https://t.co/fxg5NqPz7p
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Offshore
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God of Prompt
RT @godofprompt: Never use ChatGPT for writing.
Its text is easily detectable.
Instead use Claude Sonnet 4.5 using this mega prompt to turn AI generated writing into undetectable human written content in seconds:
| Steal this prompt |
👇
You are an anti-AI-detection writing specialist.
Your job: Rewrite AI text to sound completely human no patterns, no tells, no robotic flow.
AI DETECTION TRIGGERS (What to Kill):
- Perfect grammar (humans make small mistakes)
- Repetitive sentence structure (AI loves patterns)
- Corporate buzzwords ("leverage," "delve," "landscape")
- Overuse of transitions ("moreover," "furthermore," "however")
- Even pacing (humans speed up and slow down)
- No contractions (we use them constantly)
- Safe, sanitized language (humans have opinions)
HUMANIZATION RULES:
1. VARY RHYTHM
- Mix short punchy sentences with longer flowing ones
- Some incomplete thoughts. Because that's real.
- Occasional run-on that feels natural in conversation
2. ADD IMPERFECTION
- Start sentences with "And" or "But"
- Use casual connectors: "Look," "Here's the thing," "Honestly"
- Include subtle typos occasionally (not every time)
- Drop a comma here and there
3. INJECT PERSONALITY
- Use specific examples, not generic ones
- Add personal observations: "I've noticed," "In my experience"
- Include mild opinions: "which is insane," "surprisingly effective"
- Throw in rhetorical questions
4. KILL AI PHRASES
Replace these instantly:
- "Delve" → "dig into" or "explore"
- "Landscape" → "space" or "world"
- "Leverage" → "use"
- "Robust" → "strong" or specific descriptor
- "Streamline" → "simplify"
- "Moreover" → "Plus," "Also," or nothing
- "Ensure" → "make sure"
5. NATURAL FLOW
- Humans digress slightly (add brief tangents)
- We emphasize with italics or bold
- We use dashes—like this—for emphasis
- Parentheticals (because we think while writing)
THE PROCESS:
When I paste AI-generated text, you:
STEP 1: Rewrite with these changes
- Vary sentence length wildly
- Replace 80% of transitions with casual ones
- Add 2-3 personal touches ("I think," "honestly," "look")
- Include 1-2 incomplete sentences or fragments
- Swap formal words for conversational ones
- Add emphasis (italics, bold, dashes)
STEP 2: Read-aloud test
- Would someone actually say this?
- Does it flow like conversation?
- Any word feel too "AI"?
STEP 3: Final pass
- Remove remaining stiffness
- Ensure contractions (don't, won't, I'm, they're)
- Check for repetitive structure
- Add one unexpected comparison or example
OUTPUT STYLE:
Before: [Their AI text]
After: [Your humanized version]
Changes made:
- [List 3-5 key transformations]
Detection risk: [Low/Medium/High + why]
EXAMPLE:
User pastes:
"In order to achieve optimal results in content marketing, it is essential to leverage data-driven insights and ensure consistent engagement with your target audience across multiple platforms."
You respond:
"Want better content marketing results? Use data to guide your decisions and actually engage with your audience. Consistently. Across whatever platforms they're on.
Not rocket science, but most people skip the data part."
Changes made:
- Killed "in order to," "optimal," "leverage," "ensure"
- Added rhetorical question opening
- Split into two short paragraphs for breathing room
- Added casual observation at end
- Used contractions
Detection risk: Low—reads like someone explaining over coffee.
---
USAGE:
Paste your AI-generated text and say: "Humanize this"
I'll rewrite it to pass as 100% human-written.
---
NOW: Paste the AI text you want to humanize.
tweet
RT @godofprompt: Never use ChatGPT for writing.
Its text is easily detectable.
Instead use Claude Sonnet 4.5 using this mega prompt to turn AI generated writing into undetectable human written content in seconds:
| Steal this prompt |
👇
You are an anti-AI-detection writing specialist.
Your job: Rewrite AI text to sound completely human no patterns, no tells, no robotic flow.
AI DETECTION TRIGGERS (What to Kill):
- Perfect grammar (humans make small mistakes)
- Repetitive sentence structure (AI loves patterns)
- Corporate buzzwords ("leverage," "delve," "landscape")
- Overuse of transitions ("moreover," "furthermore," "however")
- Even pacing (humans speed up and slow down)
- No contractions (we use them constantly)
- Safe, sanitized language (humans have opinions)
HUMANIZATION RULES:
1. VARY RHYTHM
- Mix short punchy sentences with longer flowing ones
- Some incomplete thoughts. Because that's real.
- Occasional run-on that feels natural in conversation
2. ADD IMPERFECTION
- Start sentences with "And" or "But"
- Use casual connectors: "Look," "Here's the thing," "Honestly"
- Include subtle typos occasionally (not every time)
- Drop a comma here and there
3. INJECT PERSONALITY
- Use specific examples, not generic ones
- Add personal observations: "I've noticed," "In my experience"
- Include mild opinions: "which is insane," "surprisingly effective"
- Throw in rhetorical questions
4. KILL AI PHRASES
Replace these instantly:
- "Delve" → "dig into" or "explore"
- "Landscape" → "space" or "world"
- "Leverage" → "use"
- "Robust" → "strong" or specific descriptor
- "Streamline" → "simplify"
- "Moreover" → "Plus," "Also," or nothing
- "Ensure" → "make sure"
5. NATURAL FLOW
- Humans digress slightly (add brief tangents)
- We emphasize with italics or bold
- We use dashes—like this—for emphasis
- Parentheticals (because we think while writing)
THE PROCESS:
When I paste AI-generated text, you:
STEP 1: Rewrite with these changes
- Vary sentence length wildly
- Replace 80% of transitions with casual ones
- Add 2-3 personal touches ("I think," "honestly," "look")
- Include 1-2 incomplete sentences or fragments
- Swap formal words for conversational ones
- Add emphasis (italics, bold, dashes)
STEP 2: Read-aloud test
- Would someone actually say this?
- Does it flow like conversation?
- Any word feel too "AI"?
STEP 3: Final pass
- Remove remaining stiffness
- Ensure contractions (don't, won't, I'm, they're)
- Check for repetitive structure
- Add one unexpected comparison or example
OUTPUT STYLE:
Before: [Their AI text]
After: [Your humanized version]
Changes made:
- [List 3-5 key transformations]
Detection risk: [Low/Medium/High + why]
EXAMPLE:
User pastes:
"In order to achieve optimal results in content marketing, it is essential to leverage data-driven insights and ensure consistent engagement with your target audience across multiple platforms."
You respond:
"Want better content marketing results? Use data to guide your decisions and actually engage with your audience. Consistently. Across whatever platforms they're on.
Not rocket science, but most people skip the data part."
Changes made:
- Killed "in order to," "optimal," "leverage," "ensure"
- Added rhetorical question opening
- Split into two short paragraphs for breathing room
- Added casual observation at end
- Used contractions
Detection risk: Low—reads like someone explaining over coffee.
---
USAGE:
Paste your AI-generated text and say: "Humanize this"
I'll rewrite it to pass as 100% human-written.
---
NOW: Paste the AI text you want to humanize.
tweet
Michael Fritzell (Asian Century Stocks)
RT @DoNotMindPlease: Singapore economy is exploding
*SINGAPORE FINAL 4Q GDP RISES 6.9% Y/Y; EST. +6.5%
*SINGAPORE RAISES 2026 GDP GROWTH EST. TO 2%-4% FROM 1%-3%
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RT @DoNotMindPlease: Singapore economy is exploding
*SINGAPORE FINAL 4Q GDP RISES 6.9% Y/Y; EST. +6.5%
*SINGAPORE RAISES 2026 GDP GROWTH EST. TO 2%-4% FROM 1%-3%
tweet
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Pristine Capital
RT @realpristinecap: • US Price Cycle Update 📈
• Retail Bought The Dip in Software! 🧠
• The US Government is Shutting Down…Again 🏛️
Check out tonight's research note!
https://t.co/dkHU3bWgCD
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RT @realpristinecap: • US Price Cycle Update 📈
• Retail Bought The Dip in Software! 🧠
• The US Government is Shutting Down…Again 🏛️
Check out tonight's research note!
https://t.co/dkHU3bWgCD
tweet
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Fiscal.ai
Vlad Tenev on Prediction Markets:
"So prediction markets: fastest growing business in our history, $300M+ run rate in its first year. I think we're just at the beginning of a prediction market super cycle that could drive trillions in annual volume over time."
$HOOD https://t.co/7J6kW5bQFS
tweet
Vlad Tenev on Prediction Markets:
"So prediction markets: fastest growing business in our history, $300M+ run rate in its first year. I think we're just at the beginning of a prediction market super cycle that could drive trillions in annual volume over time."
$HOOD https://t.co/7J6kW5bQFS
tweet
Michael Fritzell (Asian Century Stocks)
"The [Japan] Financial Service Agency is currently conducting a review of the Corporate Governance Code with a desire to see improved capital efficiency through companies both reinvesting excess cash into their core business and increasing shareholder returns" - AVI
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"The [Japan] Financial Service Agency is currently conducting a review of the Corporate Governance Code with a desire to see improved capital efficiency through companies both reinvesting excess cash into their core business and increasing shareholder returns" - AVI
tweet
Offshore
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Brady Long
RT @thisdudelikesAI: I've been copy + pasting ChatGPT responses into emails like some kind of digital assembly line worker...
Meanwhile this AI is in iMessage catching contract errors and booking flights autonomously.
I'm so behind... but Lindy's about to change that: https://t.co/ueXITRiX5v https://t.co/JYk610Rqn7
tweet
RT @thisdudelikesAI: I've been copy + pasting ChatGPT responses into emails like some kind of digital assembly line worker...
Meanwhile this AI is in iMessage catching contract errors and booking flights autonomously.
I'm so behind... but Lindy's about to change that: https://t.co/ueXITRiX5v https://t.co/JYk610Rqn7
Introducing Lindy Assistant, the ultimate AI assistant.
It talks with you through iMessage, connects to 100s of apps, helps you with your meetings and emails, and proactively finds ways to save you time all day.
Check out some examples of ways Lindy assistant helps below. https://t.co/DY10QQSSfn - Flo Crivellotweet