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.”