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# ![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::859850213015597056.png) @itsalexvacca Alex Vacca

Alex Vacca posts on X about llm, neural, microsoft, beta the most. They currently have XXXXXX followers and XXX posts still getting attention that total XXXXXX engagements in the last XX hours.

### Engagements: XXXXXX [#](/creator/twitter::859850213015597056/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::859850213015597056/c:line/m:interactions.svg)

- X Week XXXXXXXXX +1,063%
- X Month XXXXXXXXX -XX%

### Mentions: XX [#](/creator/twitter::859850213015597056/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::859850213015597056/c:line/m:posts_active.svg)

- X Month XX -XX%

### Followers: XXXXXX [#](/creator/twitter::859850213015597056/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::859850213015597056/c:line/m:followers.svg)

- X Week XXXXXX +12%
- X Month XXXXXX +15%

### CreatorRank: XXXXXXX [#](/creator/twitter::859850213015597056/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::859850213015597056/c:line/m:influencer_rank.svg)

### Social Influence [#](/creator/twitter::859850213015597056/influence)
---

**Social category influence**
[technology brands](/list/technology-brands)  [stocks](/list/stocks)  [finance](/list/finance)  [automotive brands](/list/automotive-brands) 

**Social topic influence**
[llm](/topic/llm), [neural](/topic/neural), [microsoft](/topic/microsoft), [beta](/topic/beta), [tesla](/topic/tesla), [convergence](/topic/convergence), [aipowered](/topic/aipowered), [palantir](/topic/palantir), [wall street](/topic/wall-street), [files](/topic/files)

**Top assets mentioned**
[Microsoft Corp. (MSFT)](/topic/microsoft) [Tesla, Inc. (TSLA)](/topic/tesla)
### Top Social Posts [#](/creator/twitter::859850213015597056/posts)
---
Top posts by engagements in the last XX hours

"Here's where JSON gets really powerful - nesting: Each level represents a different level of thinking. Projects contain phases. Phases contain tasks. Tasks contain details. It's like giving the LLM an outline to fill in. But careful"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389829487759502) 2025-07-24 14:28:29 UTC 14.6K followers, 30.4K engagements


"BREAKING: MIT just completed the first brain scan study of ChatGPT users & the results are terrifying. Turns out AI isn't making us more productive. It's making us cognitively bankrupt. Here's what X months of data revealed: (hint: we've been measuring productivity all wrong)"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1935343874421178762) 2025-06-18 14:28:31 UTC 14.5K followers, 23.3M engagements


"Companies celebrating AI productivity gains are unknowingly creating cognitively weaker teams. Employees become dependent on tools they can't live without and less capable of independent thinking. Many recent studies underscore the same problem including the one by Microsoft:"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1935344050217041951) 2025-06-18 14:29:13 UTC 14.5K followers, 586.2K engagements


"Here's the terrifying part: When researchers forced ChatGPT users to write without AI they performed worse than people who never used AI at all. It's not just dependency. It's cognitive atrophy. Like a muscle that's forgotten how to work"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1935343932789112960) 2025-06-18 14:28:45 UTC 14.5K followers, 942.3K engagements


"The MIT team used EEG brain scans on XX participants for X months. They tracked alpha waves (creative processing) beta waves (active thinking) and neural connectivity patterns. This isn't opinion. It's measurable brain damage from AI overuse"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1935344020865331675) 2025-06-18 14:29:06 UTC 14.5K followers, 691.8K engagements


"Try this complex analysis right now (prompt in the image): Instead of getting rambling paragraphs about Tesla you get structured data: X strengths X weaknesses stock direction confidence score. This format feeds directly into dashboards or reports"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389814694457617) 2025-07-24 14:28:25 UTC 14.6K followers, 34.6K engagements


"'Superintelligent AI will by default cause human extinction.' Eliezer Yudkowsky spent 20+ years researching AI alignment and reached this conclusion. He bases his entire conclusion on two theories: Orthogonality and Instrumental convergence. Let me explain 🧵"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1936072343639748922) 2025-06-20 14:43:11 UTC 14.5K followers, 763.9K engagements


"RT the first tweet if you found this thread valuable. Follow me @itsalexvacca for more threads on outbound and GTM strategy AI-powered sales systems and how to build profitable businesses that don't depend on you. I share what worked (and what didn't) in real time"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948390009289224584) 2025-07-24 14:29:12 UTC 14.6K followers, 22K engagements


"CIA can't operate without it. Pentagon can't function without it. And Wall Street can't trade without it. Yet most people have no idea about what Palantir does. How the Government let a $XXX Billion surveillance company track you everywhere 🧵"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1930270348693660001) 2025-06-04 14:28:08 UTC 14.5K followers, 1.7M engagements


"JSON = JavaScript Object Notation It's just data with labels. Think of it like a form where every field has a name. Why it works: LLMs are trained on millions of JSON files from APIs and code. It's their native language"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389442345193663) 2025-07-24 14:26:57 UTC 14.6K followers, 98.3K engagements


"Adding too many nests might end up proving to be counterproductive. Because too deep/too many internal loops = confused LLM. They lose track just like humans reading nested parentheses. Rule: Keep it under X levels deep. Your success rate jumps from XX% to 95%"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389841668116972) 2025-07-24 14:28:32 UTC 14.6K followers, 26.9K engagements


"Anthropic's CEO claims AI hallucinates less than humans. Bold statement. So I decided to test it by feeding the same FAKE theories to ChatGPT Claude and Gemini to see which one calls me out first. The results shocked me 🧵"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1927393691267690922) 2025-05-27 15:57:19 UTC 14.5K followers, 1.9M engagements


"What you'll learn in this thread: What JSON is & why LLMs love it Basic JSON prompt structure API modes that guarantee valid output Templates for extraction generation analysis Production patterns & error handling Real automation examples Let's start:"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389425844715605) 2025-07-24 14:26:53 UTC 14.6K followers, 103.1K engagements


"You know those AI apps that always work They all use JSON prompts. Started using the same format for my AI prompts and my outputs became shockingly consistent. Here's exactly how to write JSON prompts (with code screenshots real examples):"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389413861646458) 2025-07-24 14:26:50 UTC 14.6K followers, 1.8M engagements


"Test this unbreakable prompt yourself: The sentiment MUST be positive/negative/neutral. The confidence MUST be 0-1. No variations. No creativity. Just reliable data. Run it XXX times - same format every time. That's production-ready"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389927038898407) 2025-07-24 14:28:52 UTC 14.6K followers, 23.4K engagements


"With regular prompts "for students" could mean anything - elementary college PhD With JSON audience: "college students" is explicit. The LLM can't misinterpret. But here's where it gets really powerful - you can guarantee the output format too"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389623664869851) 2025-07-24 14:27:40 UTC 14.6K followers, 62.6K engagements


"Brain scans revealed the damage: neural connections collapsed from XX to just XX. That's a XX% reduction in brain connectivity. If your computer lost half its processing power you'd call it broken. That's what's happening to ChatGPT users' brains"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1935343904267858378) 2025-06-18 14:28:38 UTC 14.5K followers, 1M engagements


"MIT researchers call this "cognitive debt" - like technical debt but for your brain. Every shortcut you take with AI creates interest payments in lost thinking ability. And just like financial debt the bill comes due eventually. But there's good news"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1935344065366860035) 2025-06-18 14:29:16 UTC 14.5K followers, 475.4K engagements


"My complete production automation flow: X. Email arrives X. Extract: "task": "extract_data" "schema": . X. Validate JSON X. If valid database X. If error retry 3x with temp=0 X. Still failing human queue This handles XX% of cases automatically. Only X% need human review. From X hours of manual work to XX minutes of spot-checking. That's the power of structured prompts"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389967132336199) 2025-07-24 14:29:02 UTC 14.6K followers, 19.3K engagements


"Thanks for making it to the end I'm Alex COO at ColdIQ. Built a $6M ARR business in under X years. Started with two founders doing everything. Now we're a remote team across XX countries helping 400+ businesses scale through outbound systems"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389996614058330) 2025-07-24 14:29:09 UTC 14.6K followers, 18.8K engagements


"83.3% of ChatGPT users couldn't quote from essays they wrote minutes earlier. Let that sink in. You write something hit save and your brain has already forgotten it because ChatGPT did the thinking"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1935343889201975430) 2025-06-18 14:28:34 UTC 14.5K followers, 1.2M engagements


"Let's build your first real JSON prompt. Take any question you'd normally ask. Now structure it with explicit parameters. (You can notice how every requirement gets its own label No ambiguity.)"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389555612369389) 2025-07-24 14:27:24 UTC 14.6K followers, 69.2K engagements


"So how do you FORCE the LLM to follow exact structure Schema validation is your enforcement mechanism: This isn't a suggestion - it's a contract. The LLM literally cannot output invalid data. It's constrained by rules"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1948389857149308979) 2025-07-24 14:28:35 UTC 14.6K followers, 25.5K engagements


"Because session X of the study revealed something interesting: People with strong cognitive baselines showed HIGHER neural connectivity when using AI than chronic users. But chronic AI users forced to work without it They performed worse than people who never used AI at all"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1935344077790454174) 2025-06-18 14:29:19 UTC 14.5K followers, 483.1K engagements


"🚨 JUST IN. Anthropic gave Claude $1000 to run a shop. It lost money every single day. But that's not the crazy part. It rejected XXX% profit margins and gave away inventory while claiming to wear business clothes. If you think AI will replace workers you need to see this:"  
![@itsalexvacca Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::859850213015597056.png) [@itsalexvacca](/creator/x/itsalexvacca) on [X](/post/tweet/1938918613567906205) 2025-06-28 11:13:15 UTC 14.5K followers, 1.7M engagements

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

@itsalexvacca Avatar @itsalexvacca Alex Vacca

Alex Vacca posts on X about llm, neural, microsoft, beta the most. They currently have XXXXXX followers and XXX posts still getting attention that total XXXXXX engagements in the last XX hours.

Engagements: XXXXXX #

Engagements Line Chart

  • X Week XXXXXXXXX +1,063%
  • X Month XXXXXXXXX -XX%

Mentions: XX #

Mentions Line Chart

  • X Month XX -XX%

Followers: XXXXXX #

Followers Line Chart

  • X Week XXXXXX +12%
  • X Month XXXXXX +15%

CreatorRank: XXXXXXX #

CreatorRank Line Chart

Social Influence #


Social category influence technology brands stocks finance automotive brands

Social topic influence llm, neural, microsoft, beta, tesla, convergence, aipowered, palantir, wall street, files

Top assets mentioned Microsoft Corp. (MSFT) Tesla, Inc. (TSLA)

Top Social Posts #


Top posts by engagements in the last XX hours

"Here's where JSON gets really powerful - nesting: Each level represents a different level of thinking. Projects contain phases. Phases contain tasks. Tasks contain details. It's like giving the LLM an outline to fill in. But careful"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:28:29 UTC 14.6K followers, 30.4K engagements

"BREAKING: MIT just completed the first brain scan study of ChatGPT users & the results are terrifying. Turns out AI isn't making us more productive. It's making us cognitively bankrupt. Here's what X months of data revealed: (hint: we've been measuring productivity all wrong)"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-18 14:28:31 UTC 14.5K followers, 23.3M engagements

"Companies celebrating AI productivity gains are unknowingly creating cognitively weaker teams. Employees become dependent on tools they can't live without and less capable of independent thinking. Many recent studies underscore the same problem including the one by Microsoft:"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-18 14:29:13 UTC 14.5K followers, 586.2K engagements

"Here's the terrifying part: When researchers forced ChatGPT users to write without AI they performed worse than people who never used AI at all. It's not just dependency. It's cognitive atrophy. Like a muscle that's forgotten how to work"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-18 14:28:45 UTC 14.5K followers, 942.3K engagements

"The MIT team used EEG brain scans on XX participants for X months. They tracked alpha waves (creative processing) beta waves (active thinking) and neural connectivity patterns. This isn't opinion. It's measurable brain damage from AI overuse"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-18 14:29:06 UTC 14.5K followers, 691.8K engagements

"Try this complex analysis right now (prompt in the image): Instead of getting rambling paragraphs about Tesla you get structured data: X strengths X weaknesses stock direction confidence score. This format feeds directly into dashboards or reports"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:28:25 UTC 14.6K followers, 34.6K engagements

"'Superintelligent AI will by default cause human extinction.' Eliezer Yudkowsky spent 20+ years researching AI alignment and reached this conclusion. He bases his entire conclusion on two theories: Orthogonality and Instrumental convergence. Let me explain 🧵"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-20 14:43:11 UTC 14.5K followers, 763.9K engagements

"RT the first tweet if you found this thread valuable. Follow me @itsalexvacca for more threads on outbound and GTM strategy AI-powered sales systems and how to build profitable businesses that don't depend on you. I share what worked (and what didn't) in real time"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:29:12 UTC 14.6K followers, 22K engagements

"CIA can't operate without it. Pentagon can't function without it. And Wall Street can't trade without it. Yet most people have no idea about what Palantir does. How the Government let a $XXX Billion surveillance company track you everywhere 🧵"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-04 14:28:08 UTC 14.5K followers, 1.7M engagements

"JSON = JavaScript Object Notation It's just data with labels. Think of it like a form where every field has a name. Why it works: LLMs are trained on millions of JSON files from APIs and code. It's their native language"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:26:57 UTC 14.6K followers, 98.3K engagements

"Adding too many nests might end up proving to be counterproductive. Because too deep/too many internal loops = confused LLM. They lose track just like humans reading nested parentheses. Rule: Keep it under X levels deep. Your success rate jumps from XX% to 95%"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:28:32 UTC 14.6K followers, 26.9K engagements

"Anthropic's CEO claims AI hallucinates less than humans. Bold statement. So I decided to test it by feeding the same FAKE theories to ChatGPT Claude and Gemini to see which one calls me out first. The results shocked me 🧵"
@itsalexvacca Avatar @itsalexvacca on X 2025-05-27 15:57:19 UTC 14.5K followers, 1.9M engagements

"What you'll learn in this thread: What JSON is & why LLMs love it Basic JSON prompt structure API modes that guarantee valid output Templates for extraction generation analysis Production patterns & error handling Real automation examples Let's start:"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:26:53 UTC 14.6K followers, 103.1K engagements

"You know those AI apps that always work They all use JSON prompts. Started using the same format for my AI prompts and my outputs became shockingly consistent. Here's exactly how to write JSON prompts (with code screenshots real examples):"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:26:50 UTC 14.6K followers, 1.8M engagements

"Test this unbreakable prompt yourself: The sentiment MUST be positive/negative/neutral. The confidence MUST be 0-1. No variations. No creativity. Just reliable data. Run it XXX times - same format every time. That's production-ready"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:28:52 UTC 14.6K followers, 23.4K engagements

"With regular prompts "for students" could mean anything - elementary college PhD With JSON audience: "college students" is explicit. The LLM can't misinterpret. But here's where it gets really powerful - you can guarantee the output format too"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:27:40 UTC 14.6K followers, 62.6K engagements

"Brain scans revealed the damage: neural connections collapsed from XX to just XX. That's a XX% reduction in brain connectivity. If your computer lost half its processing power you'd call it broken. That's what's happening to ChatGPT users' brains"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-18 14:28:38 UTC 14.5K followers, 1M engagements

"MIT researchers call this "cognitive debt" - like technical debt but for your brain. Every shortcut you take with AI creates interest payments in lost thinking ability. And just like financial debt the bill comes due eventually. But there's good news"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-18 14:29:16 UTC 14.5K followers, 475.4K engagements

"My complete production automation flow: X. Email arrives X. Extract: "task": "extract_data" "schema": . X. Validate JSON X. If valid database X. If error retry 3x with temp=0 X. Still failing human queue This handles XX% of cases automatically. Only X% need human review. From X hours of manual work to XX minutes of spot-checking. That's the power of structured prompts"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:29:02 UTC 14.6K followers, 19.3K engagements

"Thanks for making it to the end I'm Alex COO at ColdIQ. Built a $6M ARR business in under X years. Started with two founders doing everything. Now we're a remote team across XX countries helping 400+ businesses scale through outbound systems"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:29:09 UTC 14.6K followers, 18.8K engagements

"83.3% of ChatGPT users couldn't quote from essays they wrote minutes earlier. Let that sink in. You write something hit save and your brain has already forgotten it because ChatGPT did the thinking"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-18 14:28:34 UTC 14.5K followers, 1.2M engagements

"Let's build your first real JSON prompt. Take any question you'd normally ask. Now structure it with explicit parameters. (You can notice how every requirement gets its own label No ambiguity.)"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:27:24 UTC 14.6K followers, 69.2K engagements

"So how do you FORCE the LLM to follow exact structure Schema validation is your enforcement mechanism: This isn't a suggestion - it's a contract. The LLM literally cannot output invalid data. It's constrained by rules"
@itsalexvacca Avatar @itsalexvacca on X 2025-07-24 14:28:35 UTC 14.6K followers, 25.5K engagements

"Because session X of the study revealed something interesting: People with strong cognitive baselines showed HIGHER neural connectivity when using AI than chronic users. But chronic AI users forced to work without it They performed worse than people who never used AI at all"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-18 14:29:19 UTC 14.5K followers, 483.1K engagements

"🚨 JUST IN. Anthropic gave Claude $1000 to run a shop. It lost money every single day. But that's not the crazy part. It rejected XXX% profit margins and gave away inventory while claiming to wear business clothes. If you think AI will replace workers you need to see this:"
@itsalexvacca Avatar @itsalexvacca on X 2025-06-28 11:13:15 UTC 14.5K followers, 1.7M engagements

@itsalexvacca
/creator/twitter::itsalexvacca