Using a Pareto approach with an LLM to learn Devanagari, Part 2.

Good morning, Gemini.

Let us refresh in our respective minds what we did with the approach to the Devanagari script last time, so that we might continue where we left off, in the same vein.

Good morning! We are officially back in the polyglot strategy room.

Let’s refresh our mental workspace and look at the foundation we built for our huliganov.tv masterclass.

Where We Left Off: The One-Hour Masterclass

We completely abandoned the traditional, overwhelming method of memorizing the alphabet from to . Instead, we deployed a high-frequency spy-code approach, targeting the letters most commonly used to write international names and loanwords in modern Hindi.

Here is what we unlocked in our first hour:

1. The High-Frequency Core (10 Consonants)

We mastered roughly 30% of the consonant lineup, which statistically unlocked over 80% of the sounds needed for global maps and transliterations:

  • The Liquids/Nasals: (), (), (), ()

  • The Hard Stops (Tongue Curled Back): (Hard ), (Hard )

  • The Global Heavyweights: (), (), (), ()

2. The Vowel Dashboard (The Matras)

We learned how Devanagari behaves as an abugida—where every standalone consonant has a built-in “ah” sound (schwa) that drops naturally at the very end of a word. We learned how to override that built-in vowel using graphic modifiers:

  • (Long ), ि (Short – written to the left), (Long ), / (/), / (Pure /).

  • Our Modern Upgrades: The English short vowel hacks—the Crescent Moon (ॉ) for the “O” in Boston/Coffee and the Double Feather (ै) for the “A” in Bank/Texas.

3. The Grand Finale: The 94% Literacy Proof

We put our toolkit to the test against all 50 US States. The result? A 94% functional literacy rate. Our readers could perfectly read or highly accurately guess almost the entire map (Texas = टेक्सस, Boston = बॉस्टन, California = कैलिफ़ोर्निया) using just that one hour of concepts.

Moving Forward: Writing Mechanics & Disguised Letters

Now, as we discussed, if we want to move our readers from a 67% overall capability toward that 100/100 total fluency point, we need to tackle how the letters are actually built.

 

In Devanagari, knowing the equivalent of stroke order isn’t just about good handwriting—it is a vital tool for optical recognition. Many letters look incredibly similar at a glance, and understanding which stroke is drawn first helps the brain instantly tell them apart.

The Golden Rule of Writing Devanagari

Unlike Western script where you write along a baseline, or Chinese characters drawn inside an imaginary box, Devanagari is built on a hanging line system.

  1. You write the distinctive curves and body of the letter first.

  2. You draw the vertical “anchor wall” (if the letter has one).

  3. Crucial Step: You draw the horizontal top bar (the shirorekha) last, effectively hanging the completed word from the line.

Are you ready to select the first cluster of letters from our high-frequency squad to analyze their stroke paths and compare them to the lookalikes that might confuse our readers in the next pass?

Continue reading “Using a Pareto approach with an LLM to learn Devanagari, Part 2.”

Using a Pareto approach with an LLM to learn Devanagari, Part 1

Using a Pareto approach with an LLM to learn Devanagari!

This article is basically an experiment in how linguists or polyglots or language enthusiasts (whatever we want to call ourselves, what does language matter 😉 ) can use LLMs, in this case Gemini on a PRO sub – you can try your own favorite one with the same prompts and see if it comes up with the same sort of thing) to learn something which is perhaps not altogether straightforward, but nevertheless very useful. In this case the writing system used, after Latin, Chinese characters and Arabic-based writing, by most people on the planet. The premise here is not to learn either Hindi or Sanskrit or any of the other languages that use Devanagari as languages. This is an exercise purely in getting to grips with a writing system. For this reason, we are looking at how this writing system transcribes international words, such as geographical or personal names, but not looking at any Hindi or Nepali per se, not every phrasebook phrases. Apart from anything else, the article should be as agnostic as possible with regard to which language form the set is of most interst to readers, whilst being aware that statistically Hindi will account for the greater part.

The prompts (that is, my bits) are in the H4 format, which for those unfamiliar with doing WordPress means the fourth header level format, which is what I am writing in now. What Gemini answers is in the other formats.

So hopefully you find this interesting on two levels: firstly the experiment as to whether, right now, in July 2026, I can simply dispense with an expensive book and ask Gemini to write me an instruction book on a topic like this as we go along, allowing me to dictate the order of play, the style and other matters, and the second point of interest is the content itself, that is, the actual learning of what in this article is actually only 20 of what it takes to know Devanagari inside out, but it’s been guided to follow a Pareto approach. The test at the close proves that Pareto has not entirely held true, because we have a 67:20 relation rather than a 80:20 as Wilf Pareto might have predicted based on his principle, but anyway I think it’s a good deal to give my readers 67% of a very useful skill while asking them to invest only one hour to gain it.

Obviously it will take a few iterations to get it well memorised, but each run at it is likely to be doable within an hour.

Here goes.

Continue reading “Using a Pareto approach with an LLM to learn Devanagari, Part 1”

The Top Ten Best Investments You Will Ever Make

The Top Ten Best Investments You Will Ever Make

An Essay on Wealth, Time, and the Architecture of a Life

We spend much of adulthood thinking about “investments” — the ones we should have made, the ones we regret, the ones we hope will finally deliver. But the truth is that the highest‑yield investments are rarely the ones your bank manager talks about. They are the ones that compound across decades, protect your future, and shape the lives of the people you love.

This is not a list of financial products. It is a list of the ten most powerful ways a human being can invest in their future — in money, in time, in health, and in eternity.

Most of these assume that you have cleared any interest-bearing debts, and that you want to create a store of wealth so that loved ones can have ongoing security after your own upgrade. Then the final, bonus one is about the actual upgrade.

None of this is personal financial advice and so you can’t sue me for anything. If you want some good advice, you should find a properly licensed accountant in each of the jurisdictions where you have a footprint. Usually that will be money well spent.

10. Your Home

A house is more than a structure. It is the anchor of your life: the place where your children grow, where your memories accumulate, where your identity settles. Financially, it is the quiet compounding engine that works even when you are not paying attention. Inflation lifts it. Scarcity protects it. And unlike most assets, you can live inside it.

A home that you love and a place you can feel safe and well is a baseline for many other of life’s good things.

A house is the first investment that teaches you the difference between price and value.

For most people, especially of an Anglo-Saxon mindset, the home is the biggest investment that they knowingly make, but in fact it is ony number ten on my list here today.

In many countries mortgage lending is the cheapest form of lending and also come with tax incentives, however one still has to avoid making basic errors around the mortgage loan. Such as, taking so-called “endowment” or “interest-only” mortgages, or mortgages framed in a currency which you have no natural hedge for, such as the Swiss franc mortgages that used to be popular in Poland.
Continue reading “The Top Ten Best Investments You Will Ever Make”

Mature Creation, Apparent Age, and the Cana Paradigm: A Reassessment of Gosse’s Omphalos

Mature Creation, Apparent Age, and the Cana Paradigm: A Reassessment of Gosse’s Omphalos

David J. James (Huliganov.TV)

Abstract

Philip Henry Gosse’s Omphalos (1857) proposed the controversial thesis that God created the world with “prochronic” features — indicators of a past that never occurred. While Gosse’s argument was rejected by both scientific and religious communities, the conceptual framework of mature creation remains relevant to contemporary discussions of origins, epistemology, and theological paradox. This essay revisits Gosse’s thesis with particular attention to the Johannine account of the Wedding at Cana (John 2:1–11), which provides a canonical example of instantaneous creation possessing the characteristics of age. The essay also delineates the limits of Omphalism, rejecting solipsistic extensions such as Last Thursdayism, and situates mature creation within broader doctrinal tensions including predestination and free will, the Trinity, and the compatibility of evolutionary models with biblical creation.

1. Introduction: Gosse’s Unwelcome Thesis

When Omphalos appeared in 1857, it was met with near‑universal rejection. Historians of science note that Gosse “satisfied neither the geologists nor the theologians” (Bowler 1984, pp. 187–189). His proposal — that God created organisms, strata, and fossils with the appearance of age — was perceived as both scientifically unnecessary and theologically troubling.

Yet Gosse’s central insight remains philosophically provocative: if God creates a mature system, that system must contain indicators of a past it did not experience. This is not deception; it is a logical consequence of instantaneous creation.

This essay argues that the biblical narrative itself contains a paradigmatic example of such creation: the miracle at Cana.

2. The Wedding at Cana as a Scriptural Case of Apparent Age

Gosse never cites John 2:1–11, yet the Cana miracle provides the clearest biblical instance of mature creation. The wine produced by Christ:

  • had no grapes,
  • no fermentation,
  • no yeast activity,
  • no aging,
  • and no temporal process,

yet it possessed the chemical, sensory, and qualitative properties of a wine that had undergone these processes.

Continue reading “Mature Creation, Apparent Age, and the Cana Paradigm: A Reassessment of Gosse’s Omphalos”

A meditation on Horatio G. Spafford’s “It is well” and a suggestion for a new last verse

  1. When peace, like a river, attendeth my way,
    When sorrows like sea billows roll;
    Whatever my lot, Thou hast taught me to say,
    It is well, it is well with my soul.

    • Refrain:
      It is well with my soul,
      It is well, it is well with my soul
  2. Though Satan should buffet, though trials should come,
    Let this blest assurance control,
    That Christ hath regarded my helpless estate,
    And hath shed His own blood for my soul.
  3. My sin—oh, the bliss of this glorious thought!—
    My sin, not in part but the whole,
    Is nailed to the cross, and I bear it no more,
    Praise the Lord, praise the Lord, O my soul!
  4. For me, be it Christ, be it Christ hence to live:
    If Jordan above me shall roll,
    No pang shall be mine, for in death as in life
    Thou wilt whisper Thy peace to my soul.
  5. But, Lord, ’tis for Thee, for Thy coming we wait,
    The sky, not the grave, is our goal;
    Oh, trump of the angel! Oh, voice of the Lord!
    Blessed hope, blessed rest of my soul!
  6. And Lord, haste the day when the faith shall be sight,
    The clouds be rolled back as a scroll;
    The trump shall resound, and the Lord shall descend,
    Even so, it is well with my soul.

    (added verse)

  7. Though worm, flood or flame come to ravage this frame,
    Yet still shall this hope ever hold:
    In that my Saviour liveth and calleth my name —
    “It is well, it is well with thy soul!”

“It Is Well”: The Story Behind a Hymn Forged in Fire, Flood and Faith

Most people who know It Is Well with My Soul (also known as When Peace Like a River) know it as a hymn of serenity — a calm, steady declaration of trust in God. What far fewer people know is the story of the man who wrote it, and the extraordinary grief out of which those words were born.

Horatio Gates Spafford was a respected Chicago lawyer and a committed Christian layman. In the early 1870s, his life seemed secure: a thriving legal practice, a growing family, and deep involvement in the ministry of D. L. Moody. But in 1871, the Great Chicago Fire swept through the city and destroyed much of his property. It was a heavy blow, but not the end.

Two years later came the tragedy that would define his life. His wife Anna and their four daughters — Annie (11), Maggie (9), Bessie (7), and Tanetta (2) — boarded the S.S. Ville du Havre for a trip to Europe. Spafford, delayed by business, planned to follow shortly. Mid‑Atlantic, the ship collided with another vessel and sank within minutes. Anna survived. Their daughters did not.

Her telegram to him nine days later from Caerdydd contained only the words: “Saved alone, what shall I do?”

It was on the voyage to meet his grieving wife that Spafford wrote the words that would become his only hymn. He was not a poet by profession, nor a hymn writer by habit. He was simply a man standing in the ashes of his life, reaching for the one thing that had not been taken from him — the faithfulness of God. That single act of writing became, for him, a way of stitching his confidence in God back together. And in the decades that followed, those same words brought solace to millions who found themselves in their own valleys of loss.

Philip Bliss and the Naming of the Tune

The text alone did not make the hymn what it became. Its melody — the part that carries the words into the heart — was composed by Philip Paul Bliss, one of the most influential gospel musicians of the 19th century.

Bliss encountered Spafford’s text through the Moody–Sankey revival network. Deeply moved by the story of the shipwreck and the father who had lost four daughters, he set the words to a new tune of remarkable tenderness and strength.

He named the melody “Ville du Havre”, after the sunken vessel that carried Spafford’s daughters to their deaths. It was a gesture of compassion, a way of binding the music to the grief that inspired the text. The tune and the story became inseparable.

Tragically, Bliss himself died only a few years later in a train accident. Most of his manuscripts were destroyed in the fire that followed. It Is Well with My Soul is one of the few pieces of his work that survived — a hymn born of one disaster and preserved through another.

A Life Poured Out in Jerusalem

Spafford’s story did not end in despair. He and Anna later had three more children:

  • Horatio Goertner Spafford (1875–1879)
  • Bertha Spafford (1878–1968)
  • Grace Spafford (1881–1954)

Seeking a new beginning, the family moved to Jerusalem in the 1880s and founded what became known as the American Colony. It was not a sect or a commune, but a community devoted to practical Christian charity.

Their work included:

  • feeding the poor
  • caring for orphans
  • establishing hospitals and clinics
  • offering relief during famine, war, and plague
  • serving both Jews and Arabs without distinction

The Colony became famous for its neutrality, compassion, and integrity. During World War I, when Jerusalem was ravaged by hunger and disease, the American Colony became one of the city’s most important humanitarian lifelines.

After Spafford’s death, the work continued under Anna and later under their daughter Bertha. The American Colony eventually evolved into a cultural and philanthropic institution, and part of its property became the American Colony Hotel, still renowned today for its hospitality and its role as a meeting place for diplomats, journalists, and peace negotiators.

What began in grief became a legacy of mercy.

A Modern Echo of Job

Spafford’s story has long reminded readers of the biblical figure Job. Both men endured losses that would have crushed most people. Both refused to let grief extinguish their trust in God. And both emerged with a deeper, quieter conviction that suffering does not have the final word.

Job’s great declaration — “I know that my Redeemer lives” — is the heartbeat of that conviction. It is the cry of a man who has lost everything yet still anchors his hope in the God who will one day stand upon the earth and make all things new.

Spafford never claimed such words for himself. His humility was too deep, his grief too honest. But the spiritual kinship is unmistakable. The hymn he wrote is, in its own way, a modern Job‑song: a testimony that faith can survive the storm, the fire, the worm, and the flood.

The added verse, drawing explicitly on Job 19, simply makes visible what was already there beneath the surface — the hope of resurrection, the certainty of redemption, and the deeply personal truth that God calls each of His people by name.

A Personal Reflection

The first time I ever heard this hymn was at the funeral of my great‑grandmother. I was not a believer at the time. I stood there as an outsider to the faith, listening to words that were not yet mine, sung by people whose hope I did not yet share. And yet It Is Well with My Soul, together with Henry Bickersteth’s Peace, perfect peace, somehow spoke to me that day with a clarity I could not explain.

Looking back, I can see that moment as part of the slow, patient work God does in the heart — the seeding and watering that He gives in His own way, at His own pace, as He calls each of His people to Himself. I did not understand it then, but something in those hymns lodged itself in me. Perhaps it was the honesty of them, the refusal to pretend that life is easy, the way they hold grief and hope in the same hand. Whatever it was, it stayed with me.

Since becoming a Christian, I have sung this hymn many times and in many languages. It has travelled with me through seasons of joy and seasons of sorrow. One of my favourite renditions is by Joni Eareckson Tada — another believer who has walked through deep tribulation and yet radiates a confidence that God’s will is best. When she sings It Is Well, the words carry the weight of a life lived under the sovereignty of God, and the sweetness of a faith that has learned to trust Him in the dark.

Perhaps that is why I feel such a personal connection to this hymn. It was there at the beginning of my journey, before I even knew I was on one. It has accompanied me since. And now, reflecting on the life of Horatio Spafford — a man who suffered more than most of us can imagine, and yet found a way to say “It is well” — I see more clearly why this hymn has endured.

It is not a song of triumph. It is not a song of denial. It is a song of trust — the trust of a modern Job, who knew that his Redeemer lives.

And so the final verse added here, echoing Job 19, is not an embellishment but a completion of that thought: that our Redeemer not only lives and shall stand upon the earth, but that He knows each of us by name, calls us by name, and assures us that in Him, all is well — and could not be more secure.