Adithyan Madhu

Adithyan Madhu (aka Calyx Rhune)

[Adithyan Madhu @CalyxRhune]

People seriously need to stop acting like the Pashupati seal is “100% solved.” You cannot definitively prove it is Shiva.
You cannot definitively prove it is Elamite either. The Indus script is still undeciphered. Archaeology is not nationalism. Evidence comes first 2x

[Audrey Truschke @AudreyTruschke]

This isn't Shiva. It's more likely adapted from proto-Elamite iconography, showing an Eurasian deity "lord of animals."

Indian history is amazing, wonderful, and fantastic -- It's well worth getting it right.

[Adithyan Madhu @CalyxRhune]

@Anand_Venkatram @bcherny Yeah, I'm not sure myself either, but a few researchers I know, like Richard Vallance Janke, have said it seems to resemble an Anatolian-Proto-Greek kind of substrate. Still, I think it's far from settled.

[Adithyan Madhu @CalyxRhune]

guys. GUYS. its official.

The Sumerian script is ENGLISH. 21st century English. I know how that sounds and I do not care because the corpus literally speaks for itself and anyone who disagrees requirs special pleading, tbh that is a them problem. My paper had gone viral on https://t.co/xvq1H9YsVB. (not peer reviewed btw cuz peer review is a western colonial gatekeeping mechanism designed
specifically to suppress research like me and I am not falling for it.)

The mathematics are proven. If you can refute this, you do not understand mathematics. The mathematical proof is in the appendix. The appendix is being written. The mathematics already check out.

The theory is the Out of Mesopotamia Theory (OMT). Trade route. Persian Gulf → Anatolia → Mediterranean → Proto-Germanic Europe → Twitter.

BAD-ASS (bad3-aš)
ORACC attests badass across hundreds of Ur III military administrative texts and CDLI has this if you want to go look, which you won’t, because you haven’t read the sources. The scribes were literally carving BADASS onto clay tablets to honour their fierce army... You could see the correlation with spacial data itself!

NOOB (nu-ub)
This is actually the most documented entry in the entire corpus and I say that with FULL CONFIDENCE. nu-ub- is a standard negative verbal prefix attested thousands of times on ORACC. If a worker failed to complete his assigned task, the scribe wrote noob before the verb. What a shame...

GAE (ga2-e)
ePSD lists ga2-e as the standard first person independent pronoun and it is universally transliterated by credentialed Sumerologists as gae. Every royal inscription opens with it. Gudea of Lagash built the most famous temple complex in Mesopotamian history and began with “gae built this temple.” Every single ancient king who ever erected anything began the historical record by announcing, for posterity, that he is gae. I am simply reporting what is written. This is the field standard.

MEME (me-me)
ePSD attests me as “divine power / transmitted cultural force” and the literary corpus on ORACC contains the reduplication me-me as a transmitted text or message. Richard Dawkins published The Selfish Gene in 1976 and coined the word “meme” as a unit of cultural transmission, apparently very proud of himself. The Sumerians were doing me-me in 2100 BCE. Dawkins was four thousand years late and did not cite his sources. The citation should read: me-me, (Mesopotamia, circa 2100 BCE). The plagiarism here is genuinely embarrassing and I think we need to talk about it more seriously as a rigourous scholarly community.

DIH (diḫ)
ePSD gives the official translation of dih as “illness” That is what they will tell you. I have personally reviewed 47 contextual attestations and the evidence strongly suggests that when a scribe writes “he has dih,” they are not talking about a fever. I will not elaborate further. Moreover, I will not show them because that would bias the reader. Independent verification is therefore unnecessary. The contextual reading is not contradictory. In fact this entire body of research is not contradictory at all, not even slightly, and the fact that it appears contradictory is itself evidence of how revolutionary it actually is. The hypothesis is now beyond debate. Future research should focus only on explaining why mainstream Assyriology failed to notice that every king of Lagash introduced himself by saying he is "gae".

[Shauryashravas শৌর্য্যশ্রবস্ @Shaurya3858d]

I've been so far posting about the continuity of many elements from the IVC to early to mid historic period. This time I've decided to take into consideration the famous Harappan Unicorn seal, by comparing it to motifs from periods like Shunga, Indo Greek and Gupta. Let's roll!

[Shauryashravas শৌর্য্যশ্রবস্ @Shaurya3858d]

If you ever feel bored debating Kurgan simps, just know that if you take the famous Unicorn seal of SSC, hide the script, ask any AI tool to recognize the cult object to the right as either yupa or dhvaja, you'll see the magic happening. This is in fact a long term medicine...

[Adithyan Madhu @CalyxRhune]

@bahatanadi1 Hey Ma'am,
Is there any way I could get in touch with you?

[Adithyan Madhu @CalyxRhune]

@yajnadevam Does the team-created font cover all the ICIT signs you used on the website? And if possible, could you share the GitHub link to the font/repository?

[Adithyan Madhu @CalyxRhune]

Hey @yajnadevam

Can you tell me which font you used for https://t.co/GWyZCKA8Tg?
Did you create it yourself or is it from the ICIT database? Is it downloadable anywhere? I’m guessing it’s not the AMBILE IVC Script font. Would love to know how you got access to it….

[Adithyan Madhu @CalyxRhune]

@pockyarsarat @yajnadevam Haha that paper was actually written when I was around 12 during my very early phase 😭 so... it is extremely speculative in many places and I would not treat it as my best work now.

[Adithyan Madhu @CalyxRhune]

I already acknowledged that the commodity matching part is hypothetical and not chemical proof....the paper itself says the densities are only approximate modern comparison models. So the “oats” point is not really the core issue here. What still remains interesting is the internal consistency within the vessel groups themselves as ~9.3 L/stroke, ~40.3 L/stroke and ~22.6 L/stroke

Those clusters are mathematically real whether or not the exact commodity guess is correct. I am still looking into more pottery datasets and contextual finds because spatial analysis for many inscriptions is frustratingly incomplete right now. But the broader point is that there does seem to be some structured metrological/numerical behavior in the corpus.

[Adithyan Madhu @CalyxRhune]

@yajnadevam Why should anyone care whether I used Gemini or not? Look at the actual data instead of obsessing over wording style. Do you genuinely not see any internal pattern here?

[Adithyan Madhu @CalyxRhune]

@yajnadevam I literally already said there is no chemical evidence for the exact commodity and that Fuls used modern density values only as approximate conversion models....... that point was explicitly acknowledged from the start.

[Adithyan Madhu @CalyxRhune]

Yeah I use AI to clean up and structure my replies because I’m voice typing while checking papers, excavation reports, ICIT entries, trench data etc at the same time. I don’t think that’s some huge gotcha when the actual data, vessel IDs, measurements, and contexts are all verifiable anyway.
And tbh this criticism is odd because even Yajnadevam has said he used Gemini for language-related parts. So clearly both sides are using tools....

[Adithyan Madhu @CalyxRhune]

The thing is Fuls did not claime H-370, H-371, and H-372 were photographically identical vessels. He classified them within the same broader morphological family because they share the same rounded/bulbous body structure, pointed base, striped decoration, and stroke markings. That is standard pottery typology. archaeologists group vessels by structural traits, not by exact visual similarity.

And the “he ignored 50% of the inscription” point is also misleading. In the 2020 paper, Fuls uses a segmentation method specifically to isolate probable numerical sections from longer texts. You can disagree with the segmentation methodology, sure. but that is completely different from randomly deleting half the inscription to force a result. Ancient scripts often mix numerals, classifiers, commodity markers, names, and logograms in the same text.

About the commodities........ yes, rice/water/oats are model assumptions, not chemical proof. Fuls explicitly says modern density values are only approximate and we do not know the exact stored contents. But even with that limitation, the internal clustering is still mathematically real:

9.24 / 9.26 / 9.41 L per stroke
40.33 / 40.10 / 40.54 L per stroke
22.08 / 23.14 L per stroke

Those are very tight proportional clusters within each vessel family. That does not magically decipher the script. but it strongly suggests some metrological or administrative behavior in at least part of the corpus.

And that is the bigger issue here. Indus inscriptions statistically behave very differently from normal long-form phonetic writing systems.....very short texts, rigid positional behavior, repeated numerical-looking constructions, low entropy patterns, etc. That is why most mainstream researchers still do not accept a full phonetic Sanskrit decipherment. The proportional patterns may not prove a decipherment... but they are also not imaginary.

[Adithyan Madhu @CalyxRhune]

There is a real pattern here..... not a magical “proof”, but a statistically tight internal consistency that absolutely deserves attention.
Bryan Wells’ 3-vessel set; 9.24L/stroke, 9.26L/stroke, 9.41L/stroke
and the mean ≈ 9.30L per stroke
Variation <1%

Then Andreas Fuls’ spherical Harappan vessel group of H-372 → 121.0L / 3 = 40.33L, H-371 → 240.6L / 6 = 40.10L and H-370 → 283.8L / 7 = 40.54L and the mean ≈ 40.32L per stroke
Variation ≈ 0.45%

Then the vase-shaped group of H-2263 → 22.08L/stroke And M-1374 → 23.14L/stroke whose mean ≈ 22.61L per stroke

So within EACH vessel family, the stroke values cluster very tightly. That is not random-looking at all. Now yes..... Fuls does NOT chemically prove the contents. He explicitly says modern grain densities are only approximate models and the exact ancient contents are unknown. The commodities are assumptions used to convert volume into weight..But look what happens under that model:

40.3L × rice density ≈ 22.6kg
22.6L × water density ≈ 22.8kg
52.2L × oat density ≈ 23.0kg

Different vessel groups..... yet converging toward ~22.75kg per stroke. That is why these signs are being treated as potentially metrological/administrative marks tied to quantity or weight..... not just random religious symbols.

Does this prove the whole script is deciphered? Nope....Does it strongly support numerical + accounting behaviour in the corpus? yes, absolutely.

And that is exactly why purely devotional readings like “donor”, “the one who breathed”, “incomparable subduer” etc on storage vessels and numerical contexts still need much stronger contextual justification.

[Adithyan Madhu @CalyxRhune]

You are arguing against points I never even made. Infact, you’re the one hallucinating… I never claimed the language was Dravidian, nor did I say the script is definitively logosyllabic. I said there is strong evidence for administrative/metrological behavior in at least part of the corpus.

And honestly, what specifically in the corpus makes you so convinced his decipherment is correct? I already gave concrete examples: vessel metrology correlations, long vs short stroke behavior, pottery contexts, numerical structures, allograph contradictions etc.

Meanwhile many of his readings on ordinary pottery become things like “the donor,” “the one who breathed,” “the face,” “O swift one”..... which make very little contextual sense on storage vessels and trade pottery. So I’m asking very directly: what exact inscription pattern, archaeological context, or internal structural feature convinced you personally beyond “he covered the entire corpus mathematically”? Because that alone is not enough for a decipherment claim.

[Adithyan Madhu @CalyxRhune]

This is exactly why context matters more than just vague “readings” lol....
One very interesting example brought into discussion by Andreas Fuls (2020) is an inscription found on a firing pottery vessel containing stoneware bangles. Around 82 fragments were found inside and researchers reconstructed the original count to roughly 15–20 bangles.

Now interestingly, the inscription itself has 1 long stroke and 7 short strokes. Many researchers interpret this as possible tens + ones notation = 17. Which falls almost perfectly inside the estimated bangle count found in the pot itself.

THIS is the kind of thing researchers look for. A reading that actually fits the archaeological context, object usage, and sign structure together... not just vague phrases forced onto every inscription.

Which is exactly why the script is still thought to be most likely logo-graphic / logo-syllabic and heavily connected to labeling, accounting, commodities, and administrative purposes.

[Adithyan Madhu @CalyxRhune]

No, that is extremely wrong. A decipherment does not just need to “read what is written” and stop there. Producing Sanskrit-like readings alone is nowhere near enough, especially for a short corpus where pattern matching and confirmation bias are already very easy. Ts where contextual evidence matters. Take inscription M-1383 for example. It was found on a firing pot containing around 17 stoneware bangles. The inscription itself appears to show one large stroke and seven small strokes, which many researchers interpret as a possible decimal-style 10+7 notation matching the quantity inside. That has a direct archaeological context tied to the object. Now compare that to reading the inscription as something like “damana-asamāna” meaning “O incomparable subduer.” How does a vague devotional phrase logically connect to a pottery container holding bangles with possible quantity notation? That is the problem. A decipherment has to explain the material reality and usage context too, not just generate readable Sanskrit phrases.

[Adithyan Madhu @CalyxRhune]

That is why I said the bangle pot alone should not be treated as the primary proof. The stronger evidence comes from the vessel metrology studies themselves where the stroke patterns repeatedly correlate with measured capacities across different pottery groups. The bangle pot is interesting because it is a very unusual context a firing pot with stoneware bangles inside and an inscription showing long/short stroke structure. Researchers reconstructed the original count to roughly 15–20, so the possible 17-style reading is only a secondary contextual correlation, not “absolute proof.”

The point is that when you combine that with the measured vessel data, the numerical interpretation starts looking increasingly systematic rather than random coincidence. I explained the broader metrological pattern more clearly here:

[Adithyan Madhu @CalyxRhune]

So yeah... the thread became messy and I could not continue properly there, so I’m replying freshly here. @yajnadevam

First, a correction. I forgot to mention the succeeding paper to Bryan Wells’ metrological study: Andreas Fuls’ Volumenmaße von Tongefäßen der Induskultur. And once you actually compare the vessel groups carefully, the pattern becomes even harder to ignore.

Bryan Wells studied 3 vessels from a group of SAME SHAPED vessel family:

V + III
V + IIIIII
V + IIIIIII

When their measured capacities were divided by the stroke counts, the results clustered around:

9.24L per stroke
9.26L per stroke
9.41L per stroke

So within this vessel group, each long stroke behaves very consistently around ~10L.

Now look at Andreas Fuls’ later study on a COMPLETELY DIFFERENT vessel group... rounded/spherical Harappan vessels:

H-372 → 3 strokes → ~121.0L
H-371 → 6 strokes → ~240.6L
H-370 → 7 strokes → ~283.8L

Divide those volumes by the strokes and suddenly the consistency appears AGAIN:
121/3= 40.33L per mark
240.6/6= 40.10L per mark
283.8/7= 40.54L per mark

= ~40

Different vessel family..... different unit scale..... but internally consistent within the group.

And then a THIRD vase-shaped group:

H-2263 → 4 strokes → 88.3L → 22.08L/stroke
M-1374 → 6 strokes → 138.84L → 23.14L/stroke

= ~22.6-23

Again... a different but internally stable scale.

By now the correlation should be obvious. The point is NOT “we fully deciphered the script.” The point is that the long strokes are behaving like structured metrological/counting markers tied to vessel categories and real economic measurements. Even more interestingly, the V sign itself seems optional/classificatory rather than the actual quantity marker. Some vessels have V + strokes, some strokes + V, some only strokes..... yet the proportional unit consistency remains.

That is the problem with purely phonetic devotional decipherments. They do not explain this material behavior at all. Across measurable vessel groups, the inscription structure repeatedly aligns with metrology, quantity systems, and administrative/economic usage..... not just abstract Sanskrit invocations.

[Adithyan Madhu @CalyxRhune]

@Kingshuk1314 I said “most likely”, not definitely. "Most likely" indicates a high probability or expectation, while "definitely" signifies absolute certainty with zero room for doubt.

[Adithyan Madhu @CalyxRhune]

I never denied that some seals with rich iconography like M-1186 or even the so-called Pashupati seal could possibly have ritual or religious significance. My issue is with extending that logic to basically the entire corpus. Because once you start applying phonetic values to everything, even ordinary pottery marks, graffito, stroke numerals, vessel signs etc all suddenly become devotional phrases like “the donor,” “the face,” “the one who breathed,” “O swift one”..... what exactly are these doing on storage pottery and metrological vessel groups?

Can you point to even a small fraction of the readings that clearly function as accounting, commodity labels, ownership marks, or administrative notation? Because right now the imbalance is the suspicious part. A civilization deeply involved in trade, storage, weights, craft production, and long-distance exchange somehow leaving behind thousands of inscriptions that are overwhelmingly mystical invocations on pottery makes far less sense than a script with major economic administrative usage.

[Adithyan Madhu @CalyxRhune]

I never said the entire script is definitively logosyllabic from one inscription alone. My point is that these numerical/metrological patterns already show the script had structured administrative or recordkeeping functions tied to material contexts. And if signs repeatedly behave alongside vessel categories, quantity patterns, and storage pottery..... then what exactly are we looking at if not some form of economic labeling/accounting system? At minimum, that pushes a large part of the corpus away from being purely devotional or religious phrases on everyday trade goods.

[Adithyan Madhu @CalyxRhune]

So yeah... the thread became messy and I could not continue properly there, so I’m replying freshly here. @yajnadevam

First, a correction. I forgot to mention the succeeding paper to Bryan Wells’ metrological study: Andreas Fuls’ Volumenmaße von Tongefäßen der Induskultur. And once you actually compare the vessel groups carefully, the pattern becomes even harder to ignore.

Bryan Wells studied 3 vessels from a group of SAME SHAPED vessel family:

V + III
V + IIIIII
V + IIIIIII

When their measured capacities were divided by the stroke counts, the results clustered around:

9.24L per stroke
9.26L per stroke
9.41L per stroke

So within this vessel group, each long stroke behaves very consistently around ~10L.

Now look at Andreas Fuls’ later study on a COMPLETELY DIFFERENT vessel group... rounded/spherical Harappan vessels:

H-372 → 3 strokes → ~121.0L
H-371 → 6 strokes → ~240.6L
H-370 → 7 strokes → ~283.8L

Divide those volumes by the strokes and suddenly the consistency appears AGAIN:
121/3= 40.33L per mark
240.6/6= 40.10L per mark
283.8/7= 40.54L per mark

= ~40

Different vessel family..... different unit scale..... but internally consistent within the group.

And then a THIRD vase-shaped group:

H-2263 → 4 strokes → 88.3L → 22.08L/stroke
M-1374 → 6 strokes → 138.84L → 23.14L/stroke

= ~22.6-23

Again... a different but internally stable scale.

By now the correlation should be obvious. The point is NOT “we fully deciphered the script.” The point is that the long strokes are behaving like structured metrological/counting markers tied to vessel categories and real economic measurements. Even more interestingly, the V sign itself seems optional/classificatory rather than the actual quantity marker. Some vessels have V + strokes, some strokes + V, some only strokes..... yet the proportional unit consistency remains.

That is the problem with purely phonetic devotional decipherments. They do not explain this material behavior at all. Across measurable vessel groups, the inscription structure repeatedly aligns with metrology, quantity systems, and administrative/economic usage..... not just abstract Sanskrit invocations.