When AI Learns to ‘Reflect on Itself’: Who is Shaping the Future – Fine-Tuning, Agents, or Knowledge Bases?

AI Agent

When AI learns to "triplethink": model fine-tuning, intelligent bodies, knowledge bases who is actually changing the future?

The weather forecast in your phone is accurate to the minute rainfall prediction
The e-commerce app always pushes the goods you have long desired
The smart speaker discusses Yu Hua’s latest novels with you in dialect
The magic behind this is three key words working in unison
Three core concepts in the field of AI are reshaping the world
Some people confuse them without realizing it
The models Fine-tuning is like a martial arts master honing his unique skills
Knowledge bases are like Shaolin’s hidden scriptures
And intelligences are the masters of the world

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I. Unique mind method: model fine-tuning of the "point to stop" mystery

AI Application, Intelligence Body, Model Fine-tuning

The secret of the sudden automatic upgrade of the CT imaging diagnostic system of a hospital in Guangzhou
is that the misdiagnosis rate has plummeted from 8% to 1.2%
is that the big model fine-tuning is doing the trick
This is not a revolution of overturning
but rather, it’s a fine-tuning project at the top of the 10,000-meter-high building that is Deep Learning
just like tutorial medical training for doctoral students who can speak eight languages. The model is fed with domain-specific data
so that it can grow a specialized "professionalism"
The power forecasting model of the Jiangsu Power Grid proves this
by fine-tuning 70,000 pieces of grid operation data
the forecasting accuracy jumps from 83% to 96.5%
the power generation system saves more than 200 million yuan in coal-fired costs each year
and the model has been used for more than 20 years in the past.
But this path is not foolproof
Haisin Group printing workshop has suffered a loss
Invested ten million yuan to train the special model
Encountering a new type of ink cartridge immediately fails
Fell into the "bias" predicament

Medical AI, power forecasting, model fine-tuning

II. The future archaeology of an "encyclopedic" knowledge base

When the Forbidden City cultural relics restoration experts open the intelligent terminal
Instant access to three-dimensional data of 100,000 artifacts of the Ming and Qing Dynasties
Behind this is the knowledge base in the sky to support the cultural heritage
Different from the 5PB of user data collected by Facebook every day
The knowledge base is a crystallized repository of purified knowledge
It will be the scattered wisdom of mankind woven into a network
Like to give the The secret weapon of Jingdong’s customer service system is here
The accumulated knowledge graph of millions of products
enables AI to tell you the antimicrobial level of your summer quilt
and reminds you to match it with the right color of the quilt cover.

Knowledgebase Wisdom Network Artifact Data
But the shortcomings of the knowledgebase are also obvious
. The flaws are also apparent
A car company once digitized all of its repair manuals
A system that couldn’t explain why brake noises only appeared in the rain
Exposing the dilemma of structuring empirical knowledge

III. Intelligent bodies: with the superpower of "self-evolution"”

The formation of 24 drones at Chengdu airport shook the world
They can autonomously avoid foreign objects on their routes
But they also have to deal with sudden thunderstorms
That’s what makes them worthy of the title "Intelligent Body"
Like martial arts wizards in martial arts novels
Intelligent bodies have the triple wisdom of sensing the environment, judging the situation
Autonomous decision-making
These drones have the power to evolve themselves, and they are capable of doing that. Welding robots in Tesla’s factory
are using this ability to create engineering precision of 0.01 millimeters

Intelligent bodies, drones, robots
The world’s first fully-automated terminal at the Port of Shanghai
has generated loading and unloading plans three hours before a cargo ship berths there
The throughput of the intelligent body scheduling system is 4.7 times higher than that of a manual worker
Even the path of typhoons is factored into the scheduling plan
But the intelligent bodies have growing pains, too
The smart sorting system of a logistics company
was suddenly paralyzed on the Day of the Blind
on the day of the blind. It turned out to avoid all dark-colored conveyor belts by default.

Four, when the three major technologies collide with the "nuclear fusion" effect

Shenzhen science and innovation enterprise’s intelligent legal platform to give a demonstration
Big model fine-tuning to make it understand the differences between local regulations
Knowledge base equipped with millions of jurisprudence database
Intelligent body then real-time docking government approval system

Intelligent Terminal Intelligent Sorting Legal Platform
The chemistry of the three is exploding in various fields
The medical The medical field is exemplary
Early gastrointestinal screening system at Sun Yat-sen Hospital
The fine-tuning model is responsible for determining the tumor type
Knowledge base retrieves the latest treatment options
Intelligent body coordinates the multi-disciplinary consulting process
The e-commerce platform’s double 11 battle is even more worthwhile to play with
Intelligent body generates the recommending strategy based on the user’s preference
Knowledge base ensures that the parameters of the product are absolutely accurate
Fine-tuning model dynamically optimizes the display copy
This is not the era of either/or single choice questions
But the era of symphonies that inspire each other
Just as the moon exploration project requires the cooperation of the launch vehicle, the lunar surface vehicle, and the deep-space network
The future of AI is inevitably the resonance of the three technologies
Those who laugh at the idea that AI can’t create art should look at the “Thousand Miles of River and Mountain” painting by Baidu’s AI
This is a great example of how Baidu’s AI can help you create art. The digital version of “A Thousand Miles of Rivers and Mountains” drawn by Baidu’s AI
Those who are surprised that drones turn into old drivers in seconds
should learn about the centimeter-level positioning of Thousandsearch Location Network
When you really read and understand the fine-tuning of the model, and the division and fusion of knowledge bases and intelligences
you will be able to hold the key to the age of intelligence