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Atlas

@crptAtlas78,145 subscribers

When Crypto feels like a storm, I'll be your lighthouse Daily crypto educational content and my moves 7 years in space for business: https://t.co/QjnuFVXDPC

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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

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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 Aufrufe

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