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[@MichLieben](/creator/twitter/MichLieben)
"Thanks for making it to the end I'm Mich - GTM tech expert and CEO @ ColdIQ - a GTM agency serving 100+ businesses globally. $6MM ARR and growing"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1946235345835819156) 2025-07-18 15:47:20 UTC 1083 followers, XXX engagements


"All of this is really about one thing: context engineering. Stop thinking about prompts as writing. Start thinking about them as design problems. It's not about more context. It's about the RIGHT context in the RIGHT place with zero ambiguity. Did a whole breakdown here:"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1948042415119736979) 2025-07-23 15:27:59 UTC 1083 followers, XXX engagements


"Before we dive into the details here's some interesting info: You see we've all been obsessed with the WRONG thing - Prompt Engineering. That's just XX% of what the AI sees. The other XX% Enter "context engineering""  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1945510431147323703) 2025-07-16 15:46:47 UTC 1080 followers, 1291 engagements


"Some useful resources (bookmark this) (the complete framework) - Start with 00_foundations folder - Each concept has working examples - Join the 2000+ developers already building"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1945510662261948749) 2025-07-16 15:47:42 UTC 1083 followers, XXX engagements


"I spent 100+ hours studying why some AI agents work flawlessly while others hallucinate constantly. The difference "Context Engineering." Not prompt engineering. Not fine-tuning. Not RAG. A Dummies Guide to Context Engineering (with code & examples): 🧵"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1945510418551804179) 2025-07-16 15:46:44 UTC 1080 followers, 31.5K engagements


"OpenAIs Agent Mode dilemma exposes AIs uncomfortable truth: The same features that unlock extraordinary power also introduce profound dangers. But there's only so long you can go without enabling key features like memory in lieu of safety or risk prevention. Full report:"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1946235329801007119) 2025-07-18 15:47:16 UTC 1083 followers, XX engagements


"Lastly our hybrid sales model is not centeredaround replacing SDRs. It's about letting SDRs be actual salespeople. And letting technical talent be technical. Right people. Right roles. Right results"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1947299673359945839) 2025-07-21 14:16:35 UTC 1083 followers, XX engagements


"David Kimai wrote the most elegant guide on this topic and shared it on GitHub. 2000 developers starred it in days. Why Because he created an interesting framework according to which: Context engineering follows a biological progression"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1945510446989275379) 2025-07-16 15:46:51 UTC 1080 followers, XXX engagements


"When things go wrong (and they will) here's your debugging checklist: Token economy: Is every word earning its place Hierarchy: Is critical info buried Conflicts: Do examples contradict instructions Ambiguity: Could instructions mean multiple things Most failures are architecture failures"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1945510649846784316) 2025-07-16 15:47:39 UTC 1080 followers, XXX engagements


"Finding #3: Ambiguity kills accuracy. The research tested different levels of similarity between questions and answers. Lower similarity = faster performance collapse. Being indirect or using varied terminology hurts results"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1948042410304639233) 2025-07-23 15:27:58 UTC 1083 followers, XXX engagements


"OpenAI just admitted ChatGPT Agent can help create bio weapons. Their fix Disable memory. Deploy TWO AIs to watch everything. Ban users and call law enforcement. OpenAI released a full 40-page safety report on this. I read every word. Here are the wildest revelations:🧵"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1946235188809437542) 2025-07-18 15:46:42 UTC 1077 followers, 17.6K engagements


"Thanks for making it to the end I'm Mich - GTM tech expert and CEO @ ColdIQ - a GTM agency serving 100+ businesses globally. $6MM ARR and growing"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1945510680758731143) 2025-07-16 15:47:46 UTC 1083 followers, XXX engagements


"Thanks for making it to the end I'm Mich - GTM tech expert and CEO @ ColdIQ - a GTM agency serving 100+ businesses globally. $6MM ARR & growing. We're currently building the #1 platform to learn AI applied GTM and Revenue Growth 👉"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1948042418106081297) 2025-07-23 15:28:00 UTC 1083 followers, XXX engagements


"Elon Musk: "Grok X is PhD level in every subject." Bold claim. So I created X ACTUAL impossible tests and tested Grok against ALL major models. Grok didn't just FAIL. It HALLUCINATED an entire PhD thesis. Only ONE model scored 4/4 The results will surprise you🧵"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1943666074773606544) 2025-07-11 13:37:58 UTC 1083 followers, 418.2K engagements


"Thanks for making it to the end I'm Mich - GTM tech expert and CEO @ ColdIQ - a GTM agency serving 100+ businesses globally. $6MM ARR and growing"  
![@MichLieben Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::512156315.png) [@MichLieben](/creator/x/MichLieben) on [X](/post/tweet/1947299689378017521) 2025-07-21 14:16:39 UTC 1083 followers, XX 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.]

@MichLieben "Thanks for making it to the end I'm Mich - GTM tech expert and CEO @ ColdIQ - a GTM agency serving 100+ businesses globally. $6MM ARR and growing"
@MichLieben Avatar @MichLieben on X 2025-07-18 15:47:20 UTC 1083 followers, XXX engagements

"All of this is really about one thing: context engineering. Stop thinking about prompts as writing. Start thinking about them as design problems. It's not about more context. It's about the RIGHT context in the RIGHT place with zero ambiguity. Did a whole breakdown here:"
@MichLieben Avatar @MichLieben on X 2025-07-23 15:27:59 UTC 1083 followers, XXX engagements

"Before we dive into the details here's some interesting info: You see we've all been obsessed with the WRONG thing - Prompt Engineering. That's just XX% of what the AI sees. The other XX% Enter "context engineering""
@MichLieben Avatar @MichLieben on X 2025-07-16 15:46:47 UTC 1080 followers, 1291 engagements

"Some useful resources (bookmark this) (the complete framework) - Start with 00_foundations folder - Each concept has working examples - Join the 2000+ developers already building"
@MichLieben Avatar @MichLieben on X 2025-07-16 15:47:42 UTC 1083 followers, XXX engagements

"I spent 100+ hours studying why some AI agents work flawlessly while others hallucinate constantly. The difference "Context Engineering." Not prompt engineering. Not fine-tuning. Not RAG. A Dummies Guide to Context Engineering (with code & examples): 🧵"
@MichLieben Avatar @MichLieben on X 2025-07-16 15:46:44 UTC 1080 followers, 31.5K engagements

"OpenAIs Agent Mode dilemma exposes AIs uncomfortable truth: The same features that unlock extraordinary power also introduce profound dangers. But there's only so long you can go without enabling key features like memory in lieu of safety or risk prevention. Full report:"
@MichLieben Avatar @MichLieben on X 2025-07-18 15:47:16 UTC 1083 followers, XX engagements

"Lastly our hybrid sales model is not centeredaround replacing SDRs. It's about letting SDRs be actual salespeople. And letting technical talent be technical. Right people. Right roles. Right results"
@MichLieben Avatar @MichLieben on X 2025-07-21 14:16:35 UTC 1083 followers, XX engagements

"David Kimai wrote the most elegant guide on this topic and shared it on GitHub. 2000 developers starred it in days. Why Because he created an interesting framework according to which: Context engineering follows a biological progression"
@MichLieben Avatar @MichLieben on X 2025-07-16 15:46:51 UTC 1080 followers, XXX engagements

"When things go wrong (and they will) here's your debugging checklist: Token economy: Is every word earning its place Hierarchy: Is critical info buried Conflicts: Do examples contradict instructions Ambiguity: Could instructions mean multiple things Most failures are architecture failures"
@MichLieben Avatar @MichLieben on X 2025-07-16 15:47:39 UTC 1080 followers, XXX engagements

"Finding #3: Ambiguity kills accuracy. The research tested different levels of similarity between questions and answers. Lower similarity = faster performance collapse. Being indirect or using varied terminology hurts results"
@MichLieben Avatar @MichLieben on X 2025-07-23 15:27:58 UTC 1083 followers, XXX engagements

"OpenAI just admitted ChatGPT Agent can help create bio weapons. Their fix Disable memory. Deploy TWO AIs to watch everything. Ban users and call law enforcement. OpenAI released a full 40-page safety report on this. I read every word. Here are the wildest revelations:🧵"
@MichLieben Avatar @MichLieben on X 2025-07-18 15:46:42 UTC 1077 followers, 17.6K engagements

"Thanks for making it to the end I'm Mich - GTM tech expert and CEO @ ColdIQ - a GTM agency serving 100+ businesses globally. $6MM ARR and growing"
@MichLieben Avatar @MichLieben on X 2025-07-16 15:47:46 UTC 1083 followers, XXX engagements

"Thanks for making it to the end I'm Mich - GTM tech expert and CEO @ ColdIQ - a GTM agency serving 100+ businesses globally. $6MM ARR & growing. We're currently building the #1 platform to learn AI applied GTM and Revenue Growth 👉"
@MichLieben Avatar @MichLieben on X 2025-07-23 15:28:00 UTC 1083 followers, XXX engagements

"Elon Musk: "Grok X is PhD level in every subject." Bold claim. So I created X ACTUAL impossible tests and tested Grok against ALL major models. Grok didn't just FAIL. It HALLUCINATED an entire PhD thesis. Only ONE model scored 4/4 The results will surprise you🧵"
@MichLieben Avatar @MichLieben on X 2025-07-11 13:37:58 UTC 1083 followers, 418.2K engagements

"Thanks for making it to the end I'm Mich - GTM tech expert and CEO @ ColdIQ - a GTM agency serving 100+ businesses globally. $6MM ARR and growing"
@MichLieben Avatar @MichLieben on X 2025-07-21 14:16:39 UTC 1083 followers, XX engagements

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