deter3 @deter3
develop AI creativity and AI planning , AI + Psychology + cognitive , social media real-time events detection +NLP Shinagawa-ku, Tokyo Joined April 2008-
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Fei-Fei Li has few chance in delivering her "Spatial intelligence" successfully . Fei-Fei Li compared with Jeff Hinton and Ilya Sutskever , Li is quite naive in neuroscience , human cognition and philosophy , which leads to a quite naive perspective on LLMs vs physical model .…
Why Everyone Is Wrong About AI (Including You) | Benedict Evans youtu.be/2NgdQf2GzJg?si…
Due to Dspy junky marketing campaign on x.com , I blocked whole bunch of twitter accounts who is organized to prompt it heavily , most of them happens to be Indian's . The Dspy marketing campaign is really annoying with low-quality AI research and technology…
memory + reinforcement learning (RL) might be the wrong tech stack for continual learning for LLM agents .
memory + reinforcement learning (RL) might be the wrong tech stack for continual learning for LLM agents .
# Cultural Patterns in Innovation and Leadership Styles The observation about Indian culture producing "guru-type" visionaries versus Jensen Huang-style execution-focused leaders reveals meaningful patterns in how different cultures approach innovation and risk-taking, though…
Chinese AI researchers are highly practical and consistently deliver results, especially in multi-turn RL research following GRPO.
LOL , Wang can manage slaves not AGI researchers .
My hypothesis : The empirical and implementation-heavy nature of Large Language Model (LLM) development aligns more closely with Chinese demonstrated strengths in practical, application-driven AI research. Conversely, a tendency towards a more theoretical mindset in the Indian…
many people believe in "brain in a vat" is just stage 1 > no matter how smart ai is, he's still in a vat > agentic is how we gives ai hands and interaction with the real word. From my personal experience , this might not be the right path to complex tasks , it looks like RL +…
The Litmus Test for a Startup Idea(Inspiration from nano-banana) To know which domain you are in, ask this one question: "Is the final output of my system valuable because it is plausible and creative, or because it is provably correct and verifiable?" If the answer is…
Basically , what LLMs model are doing , or LLMs model generation , is human cognition ensembles/orchestration , or human cognition simulation , since the statistics of linguistics, embedded in LLMs model parameters , are simply a reflection of human collective cognition —…
Why "The statistics of linguistics embedded in LLM parameters are simply a reflection of human collective cognition": From scraping 1 billion Instagram text posts over 5 years, I discovered clear patterns: "apple" appeared with "milk" in 50% of morning posts initially, but this…
Why "The statistics of linguistics embedded in LLM parameters are simply a reflection of human collective cognition": From scraping 1 billion Instagram text posts over 5 years, I discovered clear patterns: "apple" appeared with "milk" in 50% of morning posts initially, but this…
Openai products design is in a huge mess , performance the features fucked up a lot , like i am using o3 , asking myself , is it the o3 i was used to deal with in the 2 months ago ? and deep research is unable to use . Lots of bugs in their website chatgpt products .
The output from Large Language Models, including their so-called "emergent properties," is better understood as a virtual simulation of human collective cognition. There are no true emergent properties involved; it's just the model manipulating the vast number of patterns it…
Most of people get confused on one thing . LLMs can not do reasoning , can not think , because without "prompt" , LLMs model will not generate anything . why no prompt , no generation ? Do you think anything without prompt , then generate nothing is the one who can reasoning or…
The statistics of linguistics, embedded in LLMs model parameters , are simply a reflection of human collective cognition — nothing fancy . You can say it has consciousness or non-consciousness . You can call it has intelligence or not having intelligence . It does not matter…
Don’t just study AI. Make it work inside a business.
Don’t just study AI. Make it work inside a business.
Using AI, I created an industry breakthrough by simply describing what I wanted. AI handled the detailed planning and coding for what's normally a 3-6 month project.

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