Randomness is Relative not Absolute! Same thing can be Random and Deterministic both from different reference frames/perspectives !

The basic problem of Economics

(Natural)Resources are limited ...finite, while Human wants are unlimited..infinite !

The mismatch between Unbounded and Bounded functions ! The real problem of Economics !

Human wants will have to remain under control to solve this mathematical problem ! 

Randomenss , Non-stationarity in Data :Limitations of AI

Peace, Happiness, Stress Adjusted GDP /Life

Money may not necessarily buy peace, satisfaction 

Economy needs to be Happiness and Stress Adjusted. Higher GDP may not lead to Higher level of Peace and Satisfaction in the world. For example, a village life courl be more peaceful, natural , satisfied even without many latest artificial amenities. 

So, India ,given its rich cultural spiritual history, should aim for its future in that perspective rather than blindly chasing wealth GDP without peace , personal satisfaction of people...

Artificial Life may be Naturally Poor  and vice versa ! 

Ministry of Risk Management

There needs to be a separate ministry like Statistics: Ministry of Risk Management 

Spiritually Linked Investment Strategy

Performance Analysis of Funds & Benchmarking Big Manipulation Game Possibly!

Does Market Predict itself ?!

In complex environment, sum of individual maximum may not always lead to overall group maximum ! complex game theory !

Real-world systems are far more complex game than typical human intuition/psychology may rationally suggest — where the sum of individual maximization/optimization might not  lead to maximal/optimal outcomes for the group That's also one of the fundamental issue with traditional optimizations in complex systems ! 

In complex systems, many core assumptions of traditional economic theories fail.A clearer understanding emerges when economic/ financial/social real-world systems are analyzed as scientific, dynamic systems rather than relying solely on simplified logic or intuition as usually done ! 

Detail topic to explore! 🙏

Skill Vs Luck : Managing Luck is itself a Skill!

Investor 's skill is not actually in generating return..it's about of skill being in the market when market generates return out of luck and randomness over time, which is often understood as skill !

All having Nuclear becomes Equivalent to None having Nukes... Asymmetry of Power will vanish...and this as early mover premium would have theta decay like option premium...so, asymmetry not a stable equilibrium! game theory !

Capitalism circle back to Spirituality over the time ?

Everything is connected in the Universe: Super Meta Physical Geometry of Consciousness... Global / Universal Human Brains Network

Theory needs Data to be validated & Data needs to be validated by Context of the Theory. Self-Circular Problem !

A geographical area like country , state or sub parts is developed or not also because of consciousness level of its people at large...higher conscious people reflecting in local culture leading to better development stage...and low development could also be be due to low conscious people at large

Making AI really Intelligent in Real World ! AI needs to have real world causal intelligence rather than just superficial training and testing of data LLMs etc...

Scenario Analysis : Incompleteness

No matter how many scenarios one generates, there will always be more than figured out ! 

Different Currencies value are like different quantum energy levels

Randomly taking 1 year 5 years 10 years data etc to test a strategy could be deeply flawed and biased !

Different Currencies value are like different quantum energy levels

Scenario Analysis : Incompleteness

No matter how many scenarios one generates, there will always be more than figured out ! 

Godel Incompleteness and Happiness

No matter how much you achieve..reference point if not controlled ..will keep going up ..leading to happiness converting to pain...

There would always be higher reference point to cause pain no matter how happiness..

Happiness is Relative wrt Reference point..not absolute achievement 

It depends upon how one sets the reference point...

So control your refe point for optimal happiness not just more and more

Alpha has two components...randomness and deterministic concept...one should test if that's just random or deterministic!

Two Types of Strategies : Stress Adjusted Return

There are two types of Strategists : 

1. One trying hard to understand the complexity of the things around at the cost of peace.

2. One just managing uncertainty effectively without worrying too much about the complexity all around, with peace  ! 

Stress Adjusted Return matters overall not just return for overall behavioral well being ! 

As per Global Reports,  Stress causing trillions of dollars loss to the global economy ! 

🙏

Two Types of Strategies : Stress Adjusted Return

There are two types of Strategists : 

1. One trying hard to understand the complexity of the things around at the cost of peace.

2. One just managing uncertainty effectively without worrying too much about the complexity all around, with peace  ! 

Stress Adjusted Return matters overall not just return for overall behavioral well being ! 

As per Global Reports,  Stress causing trillions of dollars loss to the global economy ! 

🙏

Two Types of Strategies : Stress Adjusted Return

There are two types of Strategists : 

1. One trying hard to understand the complexity of the things around at the cost of peace.

2. One just managing uncertainty effectively without worrying too much about the complexity all around, with peace  ! 

Stress Adjusted Return matters overall not just return for overall behavioral well being ! 

As per Global Reports,  Stress causing trillions of dollars loss to the global economy ! 

🙏

How to test Data using Data itself ? Incompleteness & Inconsistency of Data

there should be a reverse provision if any one falsely frames other knowingly : circularity

Next PM/President of a country could be AI !

Making AI really Intelligent in Real World ! AI needs to have real world causal intelligence rather than just superficial training and testing of data LLMs etc...

In the age of Artificial Intelligence (AI) one should also focus on increasing NI(Natural Intelligence) to maintain balance and avoid singularity and collapse risk

Earning money is means not the end ...we often tend to make that the ultimate goal of life while forgetting the true one !

With growing AI, Natural Intelligence will have to be upgraded proportionatelt to avoid long term collapse of singularity

practitioners often slamming academicians still rely on academic tools like sharpe ratio etc. in day to day world

AI should be combined with Natural Intelligence or there will be singularity ...collapse in the long run...AI + NI = fixed constant..Law of conservation of Intelligence

AI need to understand the real world thinking, acting, imagination, causality etc ..to become really intelligent ...thisbhas to be understood

Happiness is relative depending on your expectation and reality ...no matter how much you have if reference point is not well set, you will not be happy. similarly with with less you can. be happy...managing reference point in mind is the key

Resources are finite but human wants are unlimited..mismatch of bounded and unbounded function :: core problem of economics

Inter Planetary Relativistic Stock Market Trading

I think we need high rise GDP but a balance between natural environment and artificial one...naturally rich ..not artificially rich but naturally poor

there should be provision to de elect too ! some clause ..fixed guarantee of tenure makes people complacent

Imagining a world without money !

There could be no absolute truth !

Why Meta Data -Driven important not just Data-Driven !

Law of Conservation of Intelligence: Artificial Intelligence+ Natural Intelligence = constant ...The more AI increase, the less NI would be or vice versa ! 😊

Paradox of Practitioners and Academics

Practitoners criticizing academics follow the academic measures for their own performance analysis e.g. sharpe ratio etc. 

Correlation is not Causation ! Correlation is NoT Correlation! Causation in not Causation!

Alpha has randomness components also ..along with deterministic component ..One needs to test how much randomness and how much deterministic skill to replicate in future

Slow or Fast / Accelerating or decelerating /moving tails over static fat or thin tails : Motion in Tail matters too !