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    • NATURE IS NOT artificial. She iS INTELLIGENT.

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Illustration of a bird flying.
  • Time Fractals

    Time Fractals

    I wrote this feature on 8 April 2010. A lot has changed since then but challenging Mandelbrot remains a Herculean task. Abstract Ralph N. Elliott wrote the wave principle in 1938. In 1975 Benoit B Mandelbrot coined the term fractal and in 1982 published his ideas in ‘The Fractal Geometry of Nature’. The book brought…

    November 24, 2021
  • Dismantle ESG Label

    Dismantle ESG Label

    Mr. Bowman, thank you for the ESG label dismantle call. Your choice of words fired up the reader’s motivation for change. I want to do my bit and stand by you not only in agreement about full consequence investing, doing the right thing, and adopting a more integrated approach, but also reinforce that the ESG…

    November 11, 2021
  • ML’s 65T Bridge

    ML’s 65T Bridge

    There are 35T’s driven passively while 65T’s are driven actively. The former is the Asset owner – the pensions, the endowments, the sovereigns, the families, and the individual investor sitting on the trade screen looking at his 401K account go up and down daily.

    October 14, 2021
  • Machine Beta

    Machine Beta

    If factors can explain, almost everything and then flip, or stop to work and alpha that was there yesterday suddenly vanishes, there is only up to some time you can play this magic trick and keep laughing. Eventually, the reality that Alpha is a tragedy of commons, and just because it’s not my job or…

    July 30, 2021
  • Data Before ML

    Data Before ML

    Intelligence is about solving a chaotic problem, you can see the manifold (the butterfly wings) but never exactly know when and which wing will the form flip too. Data is the bottleneck and the gold mine when it comes to building such systems.

    June 10, 2021
  • ML Knows No Gold

    ML Knows No Gold

    Common sense is not common because like everything in Nature, human thinking is clustered. We don’t question what we are taught at school. This is why ML is Cargo cult, amplifying the replication crisis in Science.

    June 5, 2021
  • Free Lunch

    Free Lunch

    Free lunch was a tradition once common in saloons in the US. It was a sales enticement that offered a meal at no cost to attract customers and build patronage. So popular was the scheme that a complete meal was offered with a 15 cents drink and people used to throng to such saloons, a…

    May 30, 2021
  • The [3N] Model of Life

    The [3N] Model of Life

    Schrödinger’s, “What is Life?” asked questions around the functioning of life and how Nature extracted order from disorder relentlessly. This paper illustrates a [3N] model of life which attempts to reconcile the conflict between Quantum and Newtonian states and explains how Nature overcomes the challenges of the second law of thermodynamics using a perpetual motion…

    April 19, 2021
  • ML Knows No Cash

    ML Knows No Cash

    The $ 100 trillion managed globally as your pension and investment assets is primarily discretionary. The human does the job. With or without the crash, the pie will become bigger. The future is about machines managing your pension and investments. There are many problems to solve, starting from bias to teaching investors how and why…

    February 4, 2021
  • Cash and Crash Cycles

    Cash and Crash Cycles

    “We learn from history that we do not learn from history,” these famous words of George Bernard Shaw are a befitting reality for mankind.

    January 30, 2021
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