Thinking efficiency is cognitive, how much signal that output carries.
A system can burn millions of cheap tokens & still produce low-order thought of little value.
#TechTao #AIeconomics #ThinkingEfficiency #ValueDensity
Thinking efficiency is cognitive, how much signal that output carries.
A system can burn millions of cheap tokens & still produce low-order thought of little value.
#TechTao #AIeconomics #ThinkingEfficiency #ValueDensity
Value Density = Output ÷ (Token × Time)
How much value a system creates per unit of energy and attention.
Big isn’t smart. Efficient is. The next frontier isn’t “more parameters,” it’s more value per joule.
#TechTao #AIeconomics #ValueDensity #EnergyIntelligence
Value Density = Output ÷ (Token × Time)
How much value a system creates per unit of energy and attention.
Big isn’t smart. Efficient is. The next frontier isn’t “more parameters,” it’s more value per joule.
#TechTao #AIeconomics #ValueDensity #EnergyIntelligence
Apple just took the Taoist path. Tim Cook’s confirmation that ChatGPT is only the beginning, with plans to integrate more AI partners over time.
#AppleIntelligence #AI #Ecosystems #TechnologyTao #ContrarianStrategy
Apple just took the Taoist path. Tim Cook’s confirmation that ChatGPT is only the beginning, with plans to integrate more AI partners over time.
#AppleIntelligence #AI #Ecosystems #TechnologyTao #ContrarianStrategy
Over time, synthetic data layers atop human work like sediment, and from it, new creations emerge, legally grey, but conceptually novel.
#MentalModel
#Copyright
Over time, synthetic data layers atop human work like sediment, and from it, new creations emerge, legally grey, but conceptually novel.
#MentalModel
#Copyright
Sharing a meal 🥘 at a Restaurant, was as much about face to face social engagement as it was about eating food.
It provided novelty, a certain amount of uncertainty and friction.
Restaurants are #Instagram canvases, instead of places for conversation.
Sharing a meal 🥘 at a Restaurant, was as much about face to face social engagement as it was about eating food.
It provided novelty, a certain amount of uncertainty and friction.
Restaurants are #Instagram canvases, instead of places for conversation.
Dick Tracy’s watch was once a dream in 1946, now it’s a reality 75+ years latter.
Fiction plants the seed. Engineers water it. Culture harvests it.
#TechTao #AI #Future #Innovation #Singularity #Future
Dick Tracy’s watch was once a dream in 1946, now it’s a reality 75+ years latter.
Fiction plants the seed. Engineers water it. Culture harvests it.
#TechTao #AI #Future #Innovation #Singularity #Future
#AI accelerates failure, it lets us explore, discover, and crash faster, virtually and safely. The best leaders fail forward.
#Leadership #AI #Failure #Success
#AI accelerates failure, it lets us explore, discover, and crash faster, virtually and safely. The best leaders fail forward.
#Leadership #AI #Failure #Success
“The more laws and restrictions, the poorer the people; the more cunning they become.”
There is a fine line, overregulate AI, & you don’t get safety you get smarter circumvention by people with resources.
Systems adapt faster than bureaucracies.
Flow >Force.
#AI
“The more laws and restrictions, the poorer the people; the more cunning they become.”
There is a fine line, overregulate AI, & you don’t get safety you get smarter circumvention by people with resources.
Systems adapt faster than bureaucracies.
Flow >Force.
#AI
Two things are happening; one a compression of time & two a greater number of people are delving into the unknown.
Knowledge is abundant.
Two things are happening; one a compression of time & two a greater number of people are delving into the unknown.
Knowledge is abundant.
Unlike FLOPS per watt, Compute Spatial Density (CSD) is how compute fits in real space, thermally & electrically stable. CSD captures the full stack: silicon, cooling, memory, networking, power.
#ComputeDensity #AI
#AIInfrastructure
Unlike FLOPS per watt, Compute Spatial Density (CSD) is how compute fits in real space, thermally & electrically stable. CSD captures the full stack: silicon, cooling, memory, networking, power.
#ComputeDensity #AI
#AIInfrastructure
That is least amount of effort, for maximum amount of output.
In the ultimate state of decay, the output has low value, that is why evolution takes place with new inputs.
#AI is no different to #Evolution
That is least amount of effort, for maximum amount of output.
In the ultimate state of decay, the output has low value, that is why evolution takes place with new inputs.
#AI is no different to #Evolution
AI is solving a large number of everyday problems, in seconds that previously took hours or days.
It’s the accumulative sum of these everyday problems being solved by #AI that is going unnoticed.
Urban Mining via more aggressive recycling ♻️ of electronics and batteries 🔋 will be an approach that needs to be taken more seriously by all countries.
#RareEarths #UrbanMining #Recycling #Electronics
Urban Mining via more aggressive recycling ♻️ of electronics and batteries 🔋 will be an approach that needs to be taken more seriously by all countries.
#RareEarths #UrbanMining #Recycling #Electronics
The analogy is similar to grass feed, grain finished.
The analogy is similar to grass feed, grain finished.
The human trait of comprehension & application is the strength that is valuable in an age of #AI, #LLM, abundant information and knowledge.
Comprehension + Application = Wisdom
#WisdomWorkers
The human trait of comprehension & application is the strength that is valuable in an age of #AI, #LLM, abundant information and knowledge.
Comprehension + Application = Wisdom
#WisdomWorkers
The leading LLMs are learning a lot about U.S Constitutional Law at the moment.
Insight:
Taking a complex structured text like the U.S Constitution and training an LLM, gives the everyday person, access to a Constitutional Paralegal.
#ConstitutionalLaw #Legal #Paralegal
The leading LLMs are learning a lot about U.S Constitutional Law at the moment.
Insight:
Taking a complex structured text like the U.S Constitution and training an LLM, gives the everyday person, access to a Constitutional Paralegal.
#ConstitutionalLaw #Legal #Paralegal
#TechTao #FormFunction #Technologist #Tao #Dopamine
#TechTao #FormFunction #Technologist #Tao #Dopamine
“ #AI will never affect me or the domain I work, it’s too specialized and difficult.”
The same people then slam #AI and #LLM as useless.
One ☝️ simple message:
“Time is not on your side, #AI will impact everyone, everywhere.”
The question should be; when will it impact me?
#EV #Automotive #Production
#EV #Automotive #Production
#Fragmentation when markets or channels splinter, value spreads thin and no single player can dominate.
One limits of growth, the other is about diffusion of attention.
#Strategy
#Fragmentation when markets or channels splinter, value spreads thin and no single player can dominate.
One limits of growth, the other is about diffusion of attention.
#Strategy
#AI #AgenticAI #Browsers #WebAutomation
#AI #AgenticAI #Browsers #WebAutomation
www.apple.com/newsroom/202...
#AppleIntelligence #OnDeviceAI #EdgeAI #TechTao
www.apple.com/newsroom/202...
#AppleIntelligence #OnDeviceAI #EdgeAI #TechTao