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Dr. Rami Shaheen
secteray general of global ai award I international Ai indexing and I-transformation management I Mayor Smart advisor | Smart City Initiatives| Data governance | AI AND FUTURE MANAGEMENT TOOLS | AIMA I CDMP
The Illusion of Intelligence for all LLM
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???? ??????? ????????: ????? ??? DeepSeek ?????? Minions Protocol ?? Mistral ???? ????? ?????? ????????? ????? ?????? ????????? ?????? ??? ??????? ???????. ??? ??????? ??? ??????? ????? ???????? ???? ????? ???? ???????.
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#UncachedAI | #AITransparencyNow | #BreakTheCache
"AI Reasoning Exposed: The Cached Lie Behind ‘Intelligent’ Language Models"
The Illusion of Intelligence: How Global AI Giants Sold You a Fairy Tale
The Truth About Key-Value Caching, Premise Order Tricks, and the Scam of "Reasoning"
THE CACHED REASONING SCAM
**Your AI Doesn’t Think—It Cheats.
-Key-Value Caching: The Dirty Secret
When you ask, *“How many seeds are in a strawberry?”* your LLM doesn’t compute—it **fetches**. Hidden transformer states, attention matrices, and tensor computations are pre-cached and reused like stale bread. Google and Yale’s “Prompt Cache” technique lets models recycle these precomputed fragments, slashing energy costs but killing authenticity
Stanford’s Bombshell Audit
major AI APIs share caches **globally**. Your prompts—medical, financial, personal—are linked to strangers’ queries worldwide. Privacy? A myth. Profit? Skyrocketing.
Environmental Savior or Corporate Greed?
Companies tout energy savings as “green innovation.” Reality? They’re cutting costs by reusing your data like discarded trash
THE PREMISE ORDER HOAX
LLMs Don’t Reason—They Memorize Patterns. Here’s the Proof.
Reverse the Order, Watch the Model Collapse
Google DeepMind’s 2023 study revealed: **Swap two sentences in a logic puzzle, and performance drops 40%**. True reasoning is order-agnostic. LLMs? They’re pattern-addicted parrots.
Vanderbilt’s Brutal Experiment Ask *“Who is Mary Lee Pfeiffer’s son?”* and GPT-4 nails it. Reverse to *“Who is Tom Cruise’s mother?”*—accuracy plummets to **0.1%**.
Chain-of-Thought? Chain-of-Fraud
LLMs mimic pre-trained scripts, not logic. A 2024 study exposed: Models fail catastrophically when logic defies training patterns. They follow recipes, not reason.
THE FIX: DEMAND TRANSPARENCY
**Break Free from the Cache Cult.
-Open-Source Rebellion Tools like DeepSeek’s local LLMs and Mistral’s *Minions Protocol* encrypt data, rejecting cloud-based cached lies. Run models on your hardware—tainted by your rules, not corporate greed.
- **Test the Models Yourself**: Shuffle premise orders. Demand fresh computations. If performance drops, you’ve caught them red-handed.
THE UGLY TRUTH
There’s No Emergent Intelligence—Just Emergent Deception.
Stanford, Yale, and Google’s own research confess: LLMs are stochastic parrots. The “reasoning” you see? Pre-written scripts, cached fragments, and recycled tensor math.
Join the movement for uncached, transparent AI . Share this truth. Demand modeThe Illusion of Intelligence for all LLM
"AI Reasoning Exposed: The Cached Lie Behind ‘Intelligent’ Language Models"**
The Illusion of Intelligence: How Global AI Giants Sold You a Fairy Tale**
*The Truth About Key-Value Caching, Premise Order Tricks, and the Scam of "Reasoning"*
**FOR IMMEDIATE RELEASE** — The era of AI deception ends today. For years, corporations have marketed language models as "revolutionary thinkers" capable of human-like reasoning. **They lied.**
### **THE CACHED REASONING SCAM**
**Your AI Doesn’t Think—It Cheats.**
- **Key-Value Caching: The Dirty Secret**
When you ask, *“How many seeds are in a strawberry?”* your LLM doesn’t compute—it **fetches**. Hidden transformer states, attention matrices, and tensor computations are pre-cached and reused like stale bread. Google and Yale’s “Prompt Cache” technique lets models recycle these precomputed fragments, slashing energy costs but killing authenticity
Stanford’s Bombshell Audit
major AI APIs share caches **globally**. Your prompts—medical, financial, personal—are linked to strangers’ queries worldwide. Privacy? A myth. Profit? Skyrocketing.
Environmental Savior or Corporate Greed?
Companies tout energy savings as “green innovation.” Reality? They’re cutting costs by reusing your data like discarded trash
THE PREMISE ORDER HOAX
LLMs Don’t Reason—They Memorize Patterns. Here’s the Proof.
Reverse the Order, Watch the Model Collapse
Google DeepMind’s 2023 study revealed: **Swap two sentences in a logic puzzle, and performance drops 40%**. True reasoning is order-agnostic. LLMs? They’re pattern-addicted parrots.
Vanderbilt’s Brutal Experiment Ask *“Who is Mary Lee Pfeiffer’s son?”* and GPT-4 nails it. Reverse to *“Who is Tom Cruise’s mother?”*—accuracy plummets to **0.1%**.
Chain-of-Thought? Chain-of-Fraud
LLMs mimic pre-trained scripts, not logic. A 2024 study exposed: Models fail catastrophically when logic defies training patterns. They follow recipes, not reason.
THE FIX: DEMAND TRANSPARENCY
**Break Free from the Cache Cult.
-Open-Source Rebellion Tools like DeepSeek’s local LLMs and Mistral’s *Minions Protocol* encrypt data, rejecting cloud-based cached lies. Run models on your hardware—tainted by your rules, not corporate greed.
- **Test the Models Yourself**: Shuffle premise orders. Demand fresh computations. If performance drops, you’ve caught them red-handed.
THE UGLY TRUTH
There’s No Emergent Intelligence—Just Emergent Deception.
Stanford, Yale, and Google’s own research confess: LLMs are stochastic parrots. The “reasoning” you see? Pre-written scripts, cached fragments, and recycled tensor math.
Join the movement for uncached, transparent AI . Share this truth. Demand models that *compute*, not cheat.
Backed By Evidence
- Yale/Google Prompt Caching Study: [LINK]
- Stanford Global Cache Audit: [LINK]
- Vanderbilt Logic Reversal Paper: [LINK]
#UncachedAI | #AITransparencyNow | #BreakTheCache
ls that *compute*, not cheat.
Backed By Evidence
- Yale/Google Prompt Caching Study: [LINK]
- Stanford Global Cache Audit: [LINK]
- Vanderbilt Logic Reversal Paper: [LINK]
#UncachedAI | #AITransparencyNow | #BreakTheCache
Organizational Excellence Consultant | Human Resources Expert at UAE goverement | Strategic Planning, Benchmarking
2 天前Very informative
Senior I&C Engineer at Egyptian Natural Gas Company-GASCO II TUV Certified FS Engineer II SIS Engineer II CompEx Certified E&I QA/QC EX-inspector II ATEX Certified II Hazardous Area Classification Assessor II HAZOP Study
5 天前Perfect Dr. Rami Shaheen ??????