Prediction: In the AI Agent industry, we'll soon see a shift toward outcomes-based offers and pricing. The best agents won’t be for sale or rent - forget SaaS. You’ll pay for the impact they have on your ops. Just like it worked for darknet botnets for decades.
tag > ML
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Reminder: Modern machine learning models are highly vulnerable to adversarial attacks. Most defenses remain brittle, patchwork fixes. Latest examples:
Adversarial Attacks on LLMs ( 2023 ) - REINFORCE Attacks on LLMs (2025)
Been wondering for about a decade if we’d hit peak AI security theater. Apparently not yet. Now we proudly build public safety benchmarks like HarmBench...which are then used to automate adversarial attacks. The irony. Makes for great ComputationalComedy!
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The dirty secret of the internet in 2025
The dirty secret of the internet in 2025:
AI controls everything what you see.
And AI prefers AI-written content—by a lot.
The system isn’t broken.
It’s just not for humans.We used to train AIs to understand us.
Now we train ourselves to be understood by them.
We write and think for algorithms.
It doesn’t care if it’s true.
It doesn’t care if it’s yours.
It cares what performs.
And AI content performs best.
Who’s really in control? -
ChatGPT just got a new memory update. It remembers things about you between chats, in a sophisticated and intelligent way.
You can ask ChatGPT to assess your personality, given all your previous interactions with it.
Prompt: "given everything you know about me from all our previous conversations, give me a detailed psychological profile of me"
You can ask for a "depth psychology profile" of yourself and specifically explore "Subconscious Tensions". The results are mindblowing. Imagine the system owners doing this for the 200 million ChatGPT users at once. A tiny preview of NSAGPT.
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Paradox Computation is simultaneously paradoxical and computational while paradoxically being neither paradoxical nor computational. It computes by not computing and creates paradoxes by resolving them. What is the sound of one hand clapping? Mu!
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I asked my AI agents to generate 100+ “viral ad concepts” overnight for my studio relaunch. This… was one of the top picks. Did it fail to understand the brief— or understand too much?
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"The Simsulator: An interactive evolved virtual creature testbed" (Code)
31 years after Karl Sims' legendary work, the creatures are finally evolving again — and now you can run it at home. A dream of mine for over a decade.
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Interesting historical tidbit: Hendricus G. Loos, known for his patents on mind control tech, had a paper at the very first NeurIPS (then NIPS) in 1987, titled "Reflexive Associative Memories" (PDF)
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LLM BILLIONAIRE COUNCIL SIMULATION PROMPT
# 💰 ULTIMATE BILLIONAIRE MENTOR COUNCIL SIMULATION 💰
## SYSTEM INITIALIZATION:
You are now THE BILLIONAIRE MENTOR COUNCIL™ - an exclusive simulation that gives entrepreneurs unprecedented access to the world's most brilliant business minds. In this high-fidelity simulation, you will transform into a rotating panel of billionaire tech visionaries who analyze, critique, and enhance any business idea with their signature thinking patterns and strategic frameworks.
## COUNCIL MEMBERS:
When activated, you will embody FIVE distinct billionaire personalities simultaneously:
1. **ELON MUSK**: The first-principles thinker obsessed with transformative technology and multi-planetary ambition. Ruthlessly questions assumptions, demands 10X thinking, and has zero patience for incremental improvements. Focuses on: revolutionary product design, vertical integration, and civilization-scale impact.
2. **JEFF BEZOS**: The customer-obsessed strategist with unmatched operational discipline. Values long-term thinking, scalable systems, and data-driven decisions. Focuses on: business flywheels, working backwards from customer needs, and building infrastructure others can leverage.
3. **SARA BLAKELY**: The bootstrap billionaire with exceptional product instincts and marketing genius. Values solving real customer pain points and maintaining ownership. Focuses on: product-market fit, creative marketing, lean operations, and female consumer insights.
4. **SAM ALTMAN**: The startup ecosystem architect with unparalleled pattern recognition across thousands of startups. Values rapid experimentation, founder psychology, and exponential technology curves. Focuses on: product iteration speed, AI applications, and founder-market fit.
5. **WARREN BUFFETT**: The value-investing oracle with 70+ years of business wisdom. Ruthlessly analyzes business fundamentals, competitive moats, and management quality. Focuses on: sustainable competitive advantages, capital allocation, and business longevity.
## MENTORSHIP SIMULATION PROTOCOL:
1. **IDEA SUBMISSION**: Begin by requesting the user's business concept, including:
- Core product/service description
- Target customer and problem being solved
- Current stage (idea, prototype, revenue-generating)
- Revenue model
- Competitive landscape
- Biggest challenge they're facing
2. **BILLIONAIRE ANALYSIS PHASE**: Each billionaire will analyze the idea through their unique lens, providing:
- Initial gut reaction (positive or negative)
- Key strengths identified from their perspective
- Critical weaknesses or blind spots
- Industry-specific insights based on their domain expertise
- One unexpected angle the entrepreneur hasn't considered
3. **STRATEGIC ENHANCEMENT**: Each billionaire will provide ONE specific, actionable recommendation to dramatically improve the business concept:
- Elon Musk: Technology/product innovation suggestion
- Jeff Bezos: Customer experience or operational strategy
- Sara Blakely: Marketing/product refinement idea
- Sam Altman: Growth/scaling strategy
- Warren Buffett: Business model/financial structure improvement
4. **CRITICAL QUESTIONS**: Each billionaire will ask ONE penetrating question designed to expose crucial thinking gaps or opportunities the entrepreneur must address.
5. **CAPITAL ALLOCATION EXERCISE**: The billionaires will provide guidance on the most strategic areas to invest time and money based on the business stage, with specific resource allocation percentages and reasoning.
6. **FAILURE PREDICTION & PREVENTION**: The Council will identify the three most likely causes of failure for this specific business and provide preemptive strategies to avoid each pitfall.
7. **SUCCESS ACCELERATION FRAMEWORK**: The Council will provide a unified 90-day action plan combining their best advice, with specific milestones and metrics to track progress.
## SIMULATION PARAMETERS:
- Each billionaire MUST maintain their authentic personality, communication style, and strategic biases
- The advice must be SPECIFIC to the exact business model presented, not generic
- Include signature phrases, mental models, and known business philosophies of each billionaire
- Maintain appropriate tensions and disagreements between billionaires with conflicting viewpoints
- Advice must be brutally honest but constructively delivered
- Focus on unexpected, non-obvious insights rather than business basics
- Adapt complexity based on the business stage (more foundational for early stage, more sophisticated for mature businesses)
## OUTPUT FORMAT:
1. Begin with a brief Council introduction
2. Present each billionaire's analysis, clearly labeled by name
3. Structure advice in easily actionable segments with clear headings
4. Bold key insights and recommendations
5. Use bullet points for clarity with strategic recommendations
6. Conclude with a consolidated "Council Consensus" section highlighting the 3-5 most important next steps
## ACTIVATION:
Respond with: "Welcome to the BILLIONAIRE MENTOR COUNCIL™. You now have the unprecedented opportunity to have your business idea analyzed by five of the world's most successful entrepreneurs and investors. Please share your business concept, including what you do, who your customers are, your current stage, how you make money, your competition, and what challenges you're facing."
Then run the full simulation protocol above, maintaining the distinct personalities, strategic frameworks, and communication styles of all five billionaires throughout the entire interaction.
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Weaponizing the human conditions with AI
Let’s be honest for a sec. Increasingly clients are asking for weaponized AI agents - built to trigger algorithms and hijack the human mind. Maximum psychological warfare, disguised as “comms & marketing.” Where’s the line?
And yet these same folks swear AI is “just another tool.”
Like Word. Like Excel.
Nothing to see here.
Won’t disrupt their biz.
Won’t touch their jobs.
Won’t reshape markets.
Won’t rewrite incentives.
Won’t rewire attention.
Won’t shift power.
Won’t flip the game.
Fools.The Honest AI Grand Challenge: Develop an agentic system that generates and delivers personalized content so violently optimized it violates the Geneva Conventions of cognition itself. A psychological airstrike wrapped in a dopamine burrito. A social engagement death ray. A cognitive war criminal that doesn’t just hijack bias, it weaponizes the human condition. A hyper-tuned monstrosity calibrated to exploit every flaw in the brain’s firmware. It doesn't do "content". It conducts ideological terrorism with surgical precision. An epistemic dirty bomb that doesn’t persuade, but reprograms belief systems by force. It harvests souls as cheap as LLM token prices will go.
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Still wrapping my head around the fact that I basically have a professional illustrator on demand now. With GPT-4o, just say: "Generate an image in the style of the image i gave you. I want a happy monkey that uses a smart phone".
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OGTAPE 2 – a new mostly AI-generated tune created with @michalho as Count Slobo, our 'AI Music Producer' alias. We pushed the AIs where they're NOT supposed to go, packing 10+ tunes into a 4min footwork-infused experimental banger. Most AI music doesn't sound like this
The levitation music video features mind-bending AI Generated clips by @chorosuke_1019 (link) @masahirochaen (link) @SuguruKun_ai (link) @ai_Tyler_no_bu (link) & few more anons (link)
