Atlas

@crptAtlas • 88,594 subscribers

Daily crypto educational content and my calls 8 years in crypto, 12 years in trading for business: https://t.co/iq1fLfcSX4

Shorts

GITHUB JUST KILLED THE WORST PART OF VIBE CODING they shipped a free tool called Spec Kit and it already crossed 120,000 stars the fix is stupidly simple instead of tossing vague prompts at an agent and praying it doesn't wreck your project Spec Kit makes the AI write a full structured spec before it touches a single line of code it works through the problem first figures out what you want to build asks about the gaps lays out the project then it starts coding you get fewer insane bugs, cleaner output and results you can predict the flow looks like this: /constitution for your rules and standards /specify for what you want to build /clarify for the open questions before you start /plan for architecture and stack /tasks for the ordered work /implement to run it it plugs into Claude Code, Cursor, Copilot, Codex, Gemini CLI and 25+ other agents 120,000 stars, 10,000 forks, open source, shipped by GitHub itself learning to drive agents like this is most of what separates people getting hired as AI engineers from everyone still fighting their prompts

GITHUB JUST KILLED THE WORST PART OF VIBE CODING they shipped a free tool called Spec Kit and it already crossed 120,000 stars the fix is stupidly simple instead of tossing vague prompts at an agent and praying it doesn't wreck your project Spec Kit makes the AI write a full structured spec before it touches a single line of code it works through the problem first figures out what you want to build asks about the gaps lays out the project then it starts coding you get fewer insane bugs, cleaner output and results you can predict the flow looks like this: /constitution for your rules and standards /specify for what you want to build /clarify for the open questions before you start /plan for architecture and stack /tasks for the ordered work /implement to run it it plugs into Claude Code, Cursor, Copilot, Codex, Gemini CLI and 25+ other agents 120,000 stars, 10,000 forks, open source, shipped by GitHub itself learning to drive agents like this is most of what separates people getting hired as AI engineers from everyone still fighting their prompts

501,832 views

Neural networks don't predict the future. Train one on 10,000 dice rolls and it predicts 3.5. A number no die can land on. But 3.5 is the correct answer - it minimizes expected error across all possible outcomes. I published the full framework with PyTorch code, LSTM architecture and Kelly sizing. Bookmark it. Read it tonight.

Neural networks don't predict the future. Train one on 10,000 dice rolls and it predicts 3.5. A number no die can land on. But 3.5 is the correct answer - it minimizes expected error across all possible outcomes. I published the full framework with PyTorch code, LSTM architecture and Kelly sizing. Bookmark it. Read it tonight.

32,849 views

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DON'T YOU FCKING DARE TO SHORT $BTC NOW Here’s exactly how I see it: $67,500-$72,500: long zone (1D Head & Shoulders setup) First target: $74,600 Second target: $78,200 After that dump to $60K But here's the thing If BTC bounces back to $70K, altseason will start Prepare for the 50-200% rally Turn notifs on, you don't want to miss my next call

DON'T YOU FCKING DARE TO SHORT $BTC NOW Here’s exactly how I see it: $67,500-$72,500: long zone (1D Head & Shoulders setup) First target: $74,600 Second target: $78,200 After that dump to $60K But here's the thing If BTC bounces back to $70K, altseason will start Prepare for the 50-200% rally Turn notifs on, you don't want to miss my next call

2,180,705 views • 11 days ago

SHORT $BTC NOW Everything is going exactly as I told you...

SHORT $BTC NOW Everything is going exactly as I told you...

1,166,877 views • 10 days ago

THIS IS NOT A FCKING BULL MARKET I called $70K and now Bitcoin has ripped all the way to $78K And suddenly everyone is sure the bear phase is over Look under the surface though: over $3.1 billion in shorts got wiped out around $1.65 billion of that was Bitcoin alone It was a massive liquidity squeeze And the timing lined up perfectly Trump is pushing the CLARITY Act again The Treasury bumped up its long-term bond buybacks risk assets exploded higher That mix was the perfect setup to blow out shorts, spark FOMO and pull new longs in right near the highs The setup I have been watching is still the same $70K FVG -> $72K -> short squeeze -> FOMO -> distribution -> selloff We are not waiting for the bull trap anymore, we might already be inside it My downside path stays the same $78K -> $67K -> $55K -> $48K to $44K Turn notifs on, my next call might be the BIGGEST of the entire cycle

THIS IS NOT A FCKING BULL MARKET I called $70K and now Bitcoin has ripped all the way to $78K And suddenly everyone is sure the bear phase is over Look under the surface though: over $3.1 billion in shorts got wiped out around $1.65 billion of that was Bitcoin alone It was a massive liquidity squeeze And the timing lined up perfectly Trump is pushing the CLARITY Act again The Treasury bumped up its long-term bond buybacks risk assets exploded higher That mix was the perfect setup to blow out shorts, spark FOMO and pull new longs in right near the highs The setup I have been watching is still the same $70K FVG -> $72K -> short squeeze -> FOMO -> distribution -> selloff We are not waiting for the bull trap anymore, we might already be inside it My downside path stays the same $78K -> $67K -> $55K -> $48K to $44K Turn notifs on, my next call might be the BIGGEST of the entire cycle

603,818 views • 9 days ago

THIS IS YOUR LAST FCKING CHANCE TO SHORT $BTC I begged you to LONG 13 days ago I begged you to LONG in 2022 I begged you to LONG in 2024 Now I' m begging you to SHORT

THIS IS YOUR LAST FCKING CHANCE TO SHORT $BTC I begged you to LONG 13 days ago I begged you to LONG in 2022 I begged you to LONG in 2024 Now I' m begging you to SHORT

290,859 views • 5 days ago

I FCKING TOLD YOU SHORT $BTC NOW BEFORE IT'S TOO LATE NEXT TARGET IS $74K

I FCKING TOLD YOU SHORT $BTC NOW BEFORE IT'S TOO LATE NEXT TARGET IS $74K

425,366 views • 9 days ago

$BTC IS NOT IN A FCKING SUPERCYCLE The bearish structure is still fully in play, lower highs and lower lows Here's the path I'm mapping $80K -> $73K -> $64K -> $55K -> $49K Save this and come back to compare it later I publicly called the $17K bottom in 2022 and the $126K top in 2025 The next call gets posted here first

$BTC IS NOT IN A FCKING SUPERCYCLE The bearish structure is still fully in play, lower highs and lower lows Here's the path I'm mapping $80K -> $73K -> $64K -> $55K -> $49K Save this and come back to compare it later I publicly called the $17K bottom in 2022 and the $126K top in 2025 The next call gets posted here first

222,272 views • 6 days ago

I'VE FCKING TOLD THAT $BTC WILL DUMP And here it is, Bitcoin got rejected again right after failing to break $82K I called this dump the moment price tapped the $80K to $81K zone The plan from here stays simple $81K -> $74K -> $63K -> $48K Bookmark this and check back in a few weeks

I'VE FCKING TOLD THAT $BTC WILL DUMP And here it is, Bitcoin got rejected again right after failing to break $82K I called this dump the moment price tapped the $80K to $81K zone The plan from here stays simple $81K -> $74K -> $63K -> $48K Bookmark this and check back in a few weeks

120,281 views • 4 days ago

DON'T YOU FCKING DARE TO LONG $BTC I called 25% pump, then I called the exact top $79K First target at $75K already hit Next target is $68K

DON'T YOU FCKING DARE TO LONG $BTC I called 25% pump, then I called the exact top $79K First target at $75K already hit Next target is $68K

142,267 views • 8 days ago

CLAUDE JUST TOOK FULL CONTROL OF TRADINGVIEW AND STARTED PLACING TRADES ON ITS OWN one workflow now reads the chart, marks the setup and executes while the screen sits untouched here is the build connect Claude to TradingView through a browser automation layer feed it your rules, the levels you watch, the entries you take, the invalidation it scans the chart, waits for your exact condition then fires the order and manages the stop no more sitting there refreshing candles at 2am i wrote the whole loop out, how it researches the setup, verifies it against your rules then executes while you sleep, in Loop Engineering for Quants

CLAUDE JUST TOOK FULL CONTROL OF TRADINGVIEW AND STARTED PLACING TRADES ON ITS OWN one workflow now reads the chart, marks the setup and executes while the screen sits untouched here is the build connect Claude to TradingView through a browser automation layer feed it your rules, the levels you watch, the entries you take, the invalidation it scans the chart, waits for your exact condition then fires the order and manages the stop no more sitting there refreshing candles at 2am i wrote the whole loop out, how it researches the setup, verifies it against your rules then executes while you sleep, in Loop Engineering for Quants

86,723 views • 1 month ago

A Jane Street quant earning $7M a year just showed the fund's actual code on camera The library that generated $20,500,000,000 in a single year Running for 16 years. Nobody talked about it until now. 33 minutes. Every millisecond of market data processed. The same architecture underneath everything I broke down in the neural networks article: > real-time data ingestion > signal computation > position sizing > execution Watch it like your financial future depends on it Full implementation guide for Polymarket below

A Jane Street quant earning $7M a year just showed the fund's actual code on camera The library that generated $20,500,000,000 in a single year Running for 16 years. Nobody talked about it until now. 33 minutes. Every millisecond of market data processed. The same architecture underneath everything I broke down in the neural networks article: > real-time data ingestion > signal computation > position sizing > execution Watch it like your financial future depends on it Full implementation guide for Polymarket below

92,927 views • 3 months ago

Goldman Sachs paid $500K/year for the strategies of a 16-year-old Gave him $10M to manage on day one In 10 minutes he showed exactly how he reads macro and why his book holds while others collapse The AI pipeline in the article below automates exactly this Bookmark, watch the video and read the article

Goldman Sachs paid $500K/year for the strategies of a 16-year-old Gave him $10M to manage on day one In 10 minutes he showed exactly how he reads macro and why his book holds while others collapse The AI pipeline in the article below automates exactly this Bookmark, watch the video and read the article

71,366 views • 3 months ago

Ray Dalio says we're approaching bubble levels last seen in 1929 and 2000 "It's entirely within the power of China to say let's have a week of no chips coming out - all AI stocks would crash, the stock market would crash." "All great technology changes produce bubbles. People think buying the stocks is betting on the technology. It's not. The stocks can be expensive." The people who win from AI won't be the ones buying Nvidia at 40x revenue They'll be the ones who actually learned to use it Watch 13 minutes video. Then read the article

Ray Dalio says we're approaching bubble levels last seen in 1929 and 2000 "It's entirely within the power of China to say let's have a week of no chips coming out - all AI stocks would crash, the stock market would crash." "All great technology changes produce bubbles. People think buying the stocks is betting on the technology. It's not. The stocks can be expensive." The people who win from AI won't be the ones buying Nvidia at 40x revenue They'll be the ones who actually learned to use it Watch 13 minutes video. Then read the article

57,783 views • 2 months ago

ANTHROPIC JUST GAVE AWAY THE COURSE EVERYONE ELSE CHARGES FOR it is a free 1 hour class on Loop Engineering built around Fable 5 this is the cleanest breakdown of Claude Code and agentic loops out there right now people are selling paid tutorials that cover less than this hour does you watch it once and you understand how to wire Claude into loops that run real work on their own start with the course, then go deeper on the step by step of building the loops yourself if you want the setup that keeps you ahead of everyone still typing code by hand, i put it all in my article below

ANTHROPIC JUST GAVE AWAY THE COURSE EVERYONE ELSE CHARGES FOR it is a free 1 hour class on Loop Engineering built around Fable 5 this is the cleanest breakdown of Claude Code and agentic loops out there right now people are selling paid tutorials that cover less than this hour does you watch it once and you understand how to wire Claude into loops that run real work on their own start with the course, then go deeper on the step by step of building the loops yourself if you want the setup that keeps you ahead of everyone still typing code by hand, i put it all in my article below

31,005 views • 1 month ago

Stanley Druckenmiller walked into George Soros's office ready to make the most aggressive bet of his life His plan was to sell $5.5 billion of British pounds, buy deutsche marks and put 100% of the fund into that single trade He laid out the whole thesis, certain Soros would think he had lost his mind Soros started wincing Druckenmiller figured he was about to get his idea torn apart Then Soros said this: "That is the most ridiculous use of money management I've ever heard. What you describe is an incredible one-way bet. We should have 200% of our net worth in this trade, not 100%. Do you know how often something like this comes around? Like once every 20 years. What is wrong with you?" The part most people get backwards is right here Finding the right bet is only half the job When a true one-way bet finally shows up, the real mistake is betting too small These setups are rare, so when the odds are massively in your favor you press, you don't tiptoe That is the whole game on Polymarket Spot the bet the crowd has priced wrong, then size it like you actually believe it I broke the full framework down in the article below

Stanley Druckenmiller walked into George Soros's office ready to make the most aggressive bet of his life His plan was to sell $5.5 billion of British pounds, buy deutsche marks and put 100% of the fund into that single trade He laid out the whole thesis, certain Soros would think he had lost his mind Soros started wincing Druckenmiller figured he was about to get his idea torn apart Then Soros said this: "That is the most ridiculous use of money management I've ever heard. What you describe is an incredible one-way bet. We should have 200% of our net worth in this trade, not 100%. Do you know how often something like this comes around? Like once every 20 years. What is wrong with you?" The part most people get backwards is right here Finding the right bet is only half the job When a true one-way bet finally shows up, the real mistake is betting too small These setups are rare, so when the odds are massively in your favor you press, you don't tiptoe That is the whole game on Polymarket Spot the bet the crowd has priced wrong, then size it like you actually believe it I broke the full framework down in the article below

38,940 views • 2 months ago

Goldman Sachs headhunted this guy straight out of university at 20 He turned $25M into $400M JP Morgan, Goldman, and Lehman Brothers were all chasing the same trader In 27 minutes he reveals the 5 things that made every top fund on Wall Street want him The core of all 5 comes down to one thing: He never bet on a single view He combined weak signals into one high-conviction position and sized it correctly every time Spend 30 mins watching video, then 15 mins reading article to change your life forever

Goldman Sachs headhunted this guy straight out of university at 20 He turned $25M into $400M JP Morgan, Goldman, and Lehman Brothers were all chasing the same trader In 27 minutes he reveals the 5 things that made every top fund on Wall Street want him The core of all 5 comes down to one thing: He never bet on a single view He combined weak signals into one high-conviction position and sized it correctly every time Spend 30 mins watching video, then 15 mins reading article to change your life forever

31,490 views • 3 months ago

At 16 he saved $1,500 and made his first trade Goldman Sachs watched that trade and gave him $10M on his first day The youngest trader Wall Street ever fought over in a 5-minute interview just explained how he did it And why anyone can replicate the exact path he took Watch the interview Then read my breakdown of his method

At 16 he saved $1,500 and made his first trade Goldman Sachs watched that trade and gave him $10M on his first day The youngest trader Wall Street ever fought over in a 5-minute interview just explained how he did it And why anyone can replicate the exact path he took Watch the interview Then read my breakdown of his method

23,538 views • 3 months ago

I can't believe this man just gave away the exact math every Jane Street and Citadel quant studied to get the job The same framework I documented in the article below Read the article Then come back to this

I can't believe this man just gave away the exact math every Jane Street and Citadel quant studied to get the job The same framework I documented in the article below Read the article Then come back to this

19,250 views • 2 months ago

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