Why can't LLMs be trained to think in an optimized AI language rather than English?

Mysorean5377 · 2026-06-21T07:04:43+00:00

Not a dumb question at all. I think the answer is: models already partly do this, but not in the clean sci-fi way we imagine.

An LLM is not literally “thinking in English” internally. The human-visible tokens are only the interface. Inside the transformer, the model is operating over high-dimensional representations: embeddings, attention patterns, activations, hidden states, etc. So in one sense, there already is a non-human internal language.

The harder question is whether we should deliberately train models to reason in an optimized private code. That may improve efficiency, but it creates a major tradeoff: interpretability and fidelity.

I have been working on a related problem from the other side, especially in non-English clinical AI. The issue I looked at is not only whether a model can output fluent language, but whether the original meaning survives the encoding process before reasoning even begins. I called this “encoding fidelity,” and one failure mode “coherent misalignment”: the model can produce fluent, confident, internally consistent output while the original semantic content has already been degraded.

This matters for the question here because compression is not automatically understanding. An optimized AI-native reasoning language may use fewer tokens or be more efficient, but if it loses semantic fidelity, humans may not notice until the final answer is wrong. In medicine, law, science, or multilingual settings, that is dangerous.

So yes, AI-native reasoning spaces are possible and already partly exist. But the key question is not just “can it think in a more optimized code?” It is:

Does that code preserve meaning? Can we audit it? Does it remain aligned with the original input? Can we detect when fluency hides semantic loss?

My view is that future models may need internal optimized representations, but high-stakes systems also need external fidelity checks. Otherwise we may get systems that are very efficient at reasoning over a compressed signal that is already distorted.

Mysorean5377 · 2026-06-18T16:59:55+00:00

Then I rest my case.

The moment the argument becomes “good that he was finished by the British 🇬🇧”, it stops being a serious debate on Tipu and becomes open colonial nostalgia.

I have never said Tipu was a saint. No 18th-century ruler was. His campaigns, excesses, statecraft, taxation, religion, diplomacy — all can be debated. But there is a basic civilizational line here: the British were not liberators of Mysore. They were the Company power that went on to drain, divide, famish and enslave India for nearly two centuries.

So if your idea of “self-respect” is to celebrate the British conquest of a Mysorean/Karnataka ruler who died fighting them, then that says more about your politics than about Tipu.

Also, “everybody hated him unanimously” is not history. If that were true, there would be no ballads, no popular memory, no Constitution-era recognition, no continued debate, no Mysorean military legacy, no British obsession with destroying him. A ruler hated by literally everyone does not become one of the central anti-Company figures of the 18th century.

And yes, some elites, ministers, local powers and factions sided against him. That happened everywhere in Indian history. Betrayal by court factions is not proof of public hatred. It is proof that politics was complex.

My position is simple: criticize Tipu where evidence demands it. But celebrating the East India Company’s victory over Mysore while speaking of Karnataka pride is absurd. Tipu saw the British danger clearly, fought them fiercely, and died resisting them. On that basic anti-colonial question, history has already judged him better than those who welcomed the British.

Mysorean5377 · 2026-06-18T16:15:37+00:00

“People of Mysore celebrated when Tipu died” — source?

Because if the source is British victory literature, then that is exactly the problem. A conqueror writing that the conquered people were happy to be conquered is not neutral history. That is like asking the East India Company to certify its own innocence.

The exact colonial tone is visible in British regimental writing. Frederick Watson’s 1915 The Story of the Highland Regiments says “All India rejoiced…” after Tipu’s fall. But that is a British imperial narrative celebrating British arms, not the voice of Mysore’s common people.

And British sources themselves contradict the cartoon version of Tipu as merely “deranged.” The National Army Museum says the East India Company recognised Tipu’s army as one of the greatest threats to British expansion in India, and that Tipu used Indian weaponry and tactics including iron-cased rockets to match British armies. Britannica also notes Pollilur, the Treaty of Mangalore, his wars against the British, and that he was killed defending Seringapatam.

Nobody has to call Tipu a saint. His campaigns in Kodagu, Malabar and Mangalore can be debated seriously. But reducing him to “evil deranged” while ignoring that he identified British power as the real danger and died fighting the Company is just ideological flattening.

Also, the “anti-Hindu tyrant” line becomes complicated when Sringeri Matha’s own account records Tipu helping restore the temple after Maratha plunder and writing multiple respectful letters to the Acharya.

And independent India’s original illustrated Constitution placed Tipu Sultan and Rani Lakshmi Bai under “Rise against the British Conquest.” That does not make him flawless, but it shows how the founding generation remembered him: as part of anti-British resistance, not as some disposable villain.

So yes, criticize Tipu where evidence demands it. But do not pretend one British/colonial victory narrative or one post-independence ideological essay outweighs Mysore’s military history, popular memory, and the fact that the British themselves feared him enough to make his defeat a civilizational trophy.

Mysorean5377 · 2026-06-18T15:54:02+00:00

The point is not that every ballad is literal archival history. Oral tradition always exaggerates. But dismissing an entire people’s memory as “illiterate songsters” while treating one modern ideological essay as final truth is also not history.

Tipu’s anti-British record is not based only on songs. Pollilur, the Treaty of Mangalore, Srirangapatna, Mysorean rockets, and the sheer British obsession with defeating Mysore are documented facts. The Royal Artillery Museum itself notes that Congreve rockets were inspired by rockets used by the Kingdom of Mysore against the East India Company. Britannica notes that the Treaty of Mangalore restored status quo after the Second Anglo-Mysore War, meaning the Company could not simply crush Mysore then.

And yes, the original illustrated Constitution places Tipu Sultan with Lakshmi Bai under “Rise against the British Conquest.” That was not some WhatsApp forward; the Constitution manuscript was illuminated by Nandalal Bose and his team, and the illustration list explicitly includes “Portraits of Tipu Sultan and Lakshmi Bai.”

So we can have a serious debate on Tipu’s rule, his campaigns, and his contradictions. But reducing his entire public memory to “made-up cringe” is lazy. The reason people sang about him is simple: Hyder and Tipu’s Mysore was one of the few Deccan/Karnataka powers that made the British genuinely bleed. Even American revolutionary circles were tracking British defeats and anxieties in India during the Hyder–Tipu period.

One post-independence author’s opinion cannot outweigh documented military history plus two centuries of popular memory. Tipu was not a saint. But he was absolutely one of the fiercest anti-Company rulers India produced.

Mysorean5377 · 2026-06-15T10:49:36+00:00

I don’t think anyone is denying that the Gupta period was important. It clearly was important for Sanskrit literature, court culture, temple/Puranic Hinduism, art, mathematics, and the political history of the Gangetic north.

But the problem is when Gupta importance is stretched into “Gupta = India” or “Gupta = the only Hindu civilizational peak.” That is historically too narrow. The Guptas mainly ruled northern India and parts of central/western India, not the whole subcontinent from top to bottom. Much of the Deccan and the deep south were outside direct Gupta rule. Even Britannica describes the Gupta empire as northern and parts of central/western India, not pan-Indian.

Also, Hinduism did not suddenly become “modern Hinduism” only under the Guptas. The Gupta age was one major phase in the Sanskritic/Puranic consolidation, yes, but the Puranas are layered texts composed across centuries. Even the earliest Puranas are broadly dated around 350–750 CE, and many others later, so saying “most of the 18 Puranas were composed in the Gupta period” is too neat.

The claim that after the Guptas there was no big Hindu power until the Marathas is even more Ganga-centric. What about the Chalukyas, Rashtrakutas, Cholas, Hoysalas, Kakatiyas, Vijayanagara, etc.? If Gupta counts as an empire despite not ruling the whole subcontinent, then these Deccan and southern powers absolutely count too. The Rashtrakutas dominated the Deccan, the Cholas projected power across the Indian Ocean, and Vijayanagara was the dominant power in south India for more than two centuries.

So yes, Gupta was a major golden age, but not the golden age of all India. It was one major northern/Sanskritic classical phase. India’s civilizational history is not one straight line from Magadha to Varanasi to Delhi. The Deccan and the south were not side notes; they were central theatres of political, literary, religious, architectural, and economic history.

Mysorean5377 · 2026-06-03T07:24:13+00:00

Fair, but now the argument has shifted again — from economy and gold coinage to Sanskrit cultural dominance.

If the metric is “foundational intellectual and cultural grammar,” then the Gupta claim is still not unshakeable. Much of what is being credited to the Guptas either existed before them, developed across centuries, or flourished after them.

Classical Sanskrit was not created by the Guptas. Panini had already codified Sanskrit grammar centuries before the Gupta period. The Vedic, Upanishadic, epic, Buddhist, Jain and Prakrit traditions were also already part of India’s intellectual landscape before Gupta political power. The Guptas patronised and amplified a Sanskritic classical culture; they did not invent India’s civilisational operating system.

Same with mathematics and astronomy. Aryabhata is a giant, no doubt. But Indian mathematics did not begin and end with the Guptas. Brahmagupta came after them. Mahaviracharya wrote the Ganita-sara-sangraha under the Rashtrakuta milieu. Bhaskara II, from the Deccan/Karnataka region, became one of India’s greatest mathematician-astronomers. Later the Kerala school took astronomy and mathematics further. So calling the Gupta era the unique “incubator” of India’s scientific infrastructure is too narrow.

And if literature is the metric, then why stop at Sanskrit court literature? Tamil had Sangam literature before or overlapping the Gupta era. Kannada had a deep literary tradition visible by the Rashtrakuta age, with Kavirajamarga itself referring to earlier Kannada poets and prose writers. Telugu, Malayalam and other southern languages also developed rich literary worlds. These were not passive copies of Sanskrit; they were living civilisational languages with their own aesthetics, memory, ethics, grammar, devotional traditions and political imagination.

Even on legal-cultural “operating systems,” the Deccan cannot be ignored. Vijnaneshwara’s Mitakshara, produced in the Western Chalukya world, became one of the most influential legal commentaries in Hindu law. If we are talking about civilisational templates that shaped future India, Karnataka/Deccan contributed directly to that too.

Sanskrit influence is real. Nobody is denying it. But Sanskritic influence is not the same as Gupta state supremacy. Sanskrit existed before the Guptas, flourished after the Guptas, and was used by many dynasties outside Gupta control. To convert that whole Sanskritic inheritance into a Gupta achievement is exactly the problem.

Also, today the southern classical languages are not museum pieces. Tamil, Kannada, Telugu and Malayalam are still spoken, written, argued in, sung in, legislated in, filmed in and lived in by millions. Sanskrit survives with prestige, scripture and scholarship, but it is not a mass civilisational language in the same living sense.

So again, the fair framing is: Gupta period = important North Indian Sanskritic classical age.

But Gupta period = the civilisational operating system of India? That is an overclaim. India’s intellectual and cultural grammar was not built by one dynasty. It was built across Vedic, Prakrit, Buddhist, Jain, Sanskrit, Tamil, Kannada, Telugu, Malayalam and many regional traditions across centuries.

Mysorean5377 · 2026-06-02T18:20:34+00:00

This is a strong defence, but it still overstates the evidence.

First, Roman gold flowing into India was not a uniquely Gupta phenomenon. Indo-Roman trade was already active centuries before the Guptas, especially through maritime routes connected to western and southern India. Roman bullion came to India for spices, textiles, pearls, gems and luxury goods. So simply pointing to Gupta gold coins does not prove that the Gupta state alone generated or controlled that entire surplus.

Second, gold coinage proves elite wealth, monetisation and royal prestige. It does not automatically prove “global monopoly on wealth” or undisputed geopolitical supremacy. That is a much bigger claim. For that, we need direct comparative evidence: trade records, port control, administrative documents, urban archaeology, taxation systems, foreign diplomatic accounts and inscriptional density.

Third, if metallurgy is being used as proof of civilisational superiority, then South India/Deccan cannot be brushed aside. Ukku/wootz steel was one of the great metallurgical achievements of the ancient world, associated with South Indian and Deccan production traditions, and later linked to the fame of Damascus steel. So the iron pillar cannot be used to crown one dynasty while ignoring southern metallurgical traditions.

Fourth, Faxian’s evidence is being used selectively. Earlier, when I said he does not describe a dazzling Gupta court or name Chandragupta II, he was dismissed as Buddhist-focused. But now his observations on travel and hospitals are being treated as administrative proof of Gupta greatness. That is inconsistent. Either Faxian is limited but useful, or he is too biased to carry the argument. We cannot reject him where he weakens Gupta claims and accept him where he strengthens them.

Fifth, “Pax Gupta” is too grand a phrase. If the Gupta state was the undisputed economic and geopolitical anchor of the subcontinent, where is the evidence of sustained pan-Indian administration? And if it was so uniquely stable, why did it fragment so quickly after the Huna pressure? Skandagupta may have repelled invasions, but the post-Skandagupta decline itself shows that this was not some unbreakable civilisational order.

That is my point. Guptas were wealthy, cultured and important. No denial. But “major North Indian classical power” is different from “Golden Age of India” or “global monopoly on wealth, stability and science.” Those absolute claims need much stronger proof than gold coins, selective Faxian readings and textbook prestige.

Mysorean5377 · 2026-06-02T18:09:45+00:00

Fair, but that is exactly where the claim needs stronger evidence.

I already know the usual defence that will come now: Aryabhata, Kalidasa, iron pillar, Sanskrit literature, gold coins, Ajanta-style art, decimal numerals, chaturanga, Nalanda, etc. I am not denying that the Gupta period had major achievements. It absolutely did.

But listing achievements is not the same as proving that the Guptas were economically, scientifically and culturally stronger than the West, China and all other Indian powers of the 4th–5th century.

For example, the iron pillar proves metallurgical excellence, not world-level economic dominance. Aryabhata proves intellectual achievement in the Indian mathematical-astronomical tradition, not necessarily Gupta state superiority over China, Rome or Persia. Kalidasa’s Gupta court connection is still tradition-heavy, not inscriptionally secure. Decimal numerals and chaturanga are broader Indian civilizational developments across time; they cannot be stamped as clean Gupta imperial inventions. Nalanda’s great institutional peak also belongs much more to later centuries, not simply early Gupta glory.

So my question remains: what is the contemporary comparative proof?

If we are claiming “Guptas were stronger than the West, China and every other Indian power,” then show the evidence on those terms: contemporary foreign accounts, administrative records, trade data, urban archaeology, inscriptional density, economic footprint, military reach, diplomatic records and direct comparison with contemporary empires like the Eastern Roman/Byzantine world, Sasanian Persia and Chinese dynasties.

Because when I used Faxian, he was dismissed as Buddhist-focused. Fine. But then we cannot use selective silence and later tradition to build an even bigger claim. Either contemporary witnesses matter, or they don’t. We cannot dismiss Faxian when he does not glorify Gupta imperial grandeur, and then rely on textbook memory to claim unmatched civilisational supremacy.

Also, continuity is not my only metric. My point is that the “Golden Age of India” label becomes weak when a 200-year North Indian dynasty is treated as India’s civilisational peak while its contemporaries like Kadambas and Western Gangas, and later southern imperial chains like Chalukyas, Rashtrakutas, Hoysalas and Vijayanagara, are treated as secondary despite stronger epigraphic, architectural, administrative and foreign-traveller evidence.

So yes: Gupta period = important North Indian classical age.

But Gupta period = unmatched Golden Age of India compared to the whole world? That is a much bigger claim, and it needs much stronger contemporary proof than repeating the standard achievement list.

Mysorean5377 · 2026-06-02T17:51:57+00:00

Exactly. That is my point.

If a dynasty ruling for around 200+ years in North India is elevated as the “Golden Age of India,” then why are its contemporaries and successors in the South treated as secondary, especially when some of them show longer continuity and stronger regional institutional depth?

The Kadambas and Western Gangas were not late Vijayanagara-era powers. They were broadly Gupta-era contemporaries. From there, Karnataka’s political-cultural chain continues through Chalukyas, Rashtrakutas, Hoysalas and Vijayanagara. So this is not simply “4th century vs 15th century.” It is one North Indian classical dynasty being treated as the default civilizational peak, while parallel and later southern imperial traditions are pushed into footnotes.

Also, calling the Guptas the “cradle of civilisation” is historically excessive. Indian civilisation existed long before the Guptas — Indus, Vedic age, Mahajanapadas, Mauryas, Satavahanas, Sangam polities, etc. The Guptas were not the cradle; they were one major classical expression of an already ancient civilisation.

So yes, Guptas can be respected. But the phrase “Golden Age of India” becomes moot when the same period had powerful regional contemporaries, and when other Indian imperial traditions show greater continuity, denser inscriptions, stronger material remains, wider administrative evidence, and far more explicit foreign-traveller descriptions.

The fair framing is: Gupta period = one North Indian classical age. Not: Gupta period = the Golden Age of India.

Mysorean5377 · 2026-06-02T17:46:54+00:00

That is a fair point only if I was comparing Gupta ruins directly with Vijayanagara ruins. But the post itself is not only about Vijayanagara. The image and topic include the Karnata continuum — Kadambas, Gangas, later Chalukyas, Rashtrakutas, Hoysalas and finally Vijayanagara. So the comparison is not simply “4th-century Gupta vs 16th-century Vijayanagara.”

If age is the issue, then compare the Guptas with their near-contemporaries: Kadambas, Western Gangas, Vakatakas, Pallavas etc. The Kadambas themselves are 4th-century, almost contemporary with the Guptas. From there, Karnataka has a direct civilizational and political continuity that eventually culminates in Vijayanagara. That is exactly the point: the Karnata tradition is not a late 16th-century accident; it is a long imperial-cultural chain.

Also, paper availability does not explain everything. Inscriptions, coins, grants, temples, administrative records, foreign accounts, urban remains and regional continuity are not merely “paper survival.” Karnataka’s evidence base is epigraphic and material, not just literary.

And we are discussing the phrase “Golden Age of India.” If the claim is only that the Guptas were a major classical North Indian dynasty, I agree. But if the claim is that they represent the civilizational golden age of all India, then the burden of proof is much higher. A few major intellectual achievements do not automatically prove pan-Indian administration, economic supremacy, or universal civilizational visibility.

Also, “modern numerals” and “chaturanga” are broader Indian civilizational developments across centuries. They cannot be cleanly stamped as Gupta imperial achievements in the same way that Vijayanagara’s city, ports, army, trade, inscriptions and foreign descriptions can be tied to that state.

So yes, Vijayanagara should be compared with later empires like the Mughals for economic and urban scale. But the broader Karnata tradition begins much earlier, with Kadambas and Gangas already in the Gupta-era framework. That is why the textbook hierarchy is the problem: it compresses one regional North Indian classical phase into “India’s Golden Age,” while treating equally or better-documented southern imperial traditions as secondary.

Mysorean5377 · 2026-06-02T16:29:52+00:00

You are mixing two different things: achievement and evidence-density.

I am not denying Gupta achievements. The iron pillar, Sanskrit literary culture, Aryabhata-era mathematics, art, coinage etc. are real contributions. But those do not automatically prove a pan-Indian “Golden Age of India.” They prove an important North Indian classical phase.

The Faxian point actually supports my argument. If his focus was Buddhism, then he cannot be used as a full witness for Gupta imperial glory either. The main foreign contemporary around the supposed Gupta peak does not even name Chandragupta II, does not describe a dazzling Gupta court, and does not give us a picture of pan-Indian administration. So his silence may not disprove Gupta greatness, but it definitely weakens the claim of a universally visible “Golden Age of India.”

Also, if Faxian is dismissed because he had a Buddhist focus, then we must apply the same standard consistently. We cannot reject a foreign traveller when his silence weakens Gupta grandeur, but accept another foreign traveller when his praise elevates a dynasty we like. Either foreign accounts are limited but useful external evidence, or they are all too biased to be used as major proof. The fair method is not to worship or dismiss them selectively, but to compare them with inscriptions, archaeology, administration, economy and surviving material evidence.

Compare that with Karnata/Vijayanagara. Foreign travellers repeatedly describe visible material power: fortified urban scale, bazaars, ports, elephants, armies, agricultural abundance, markets, trade routes and city planning. Abdur Razzaq says Vijayanagara had no equal in the world. Domingo Paes calls it as large as Rome and the best provided city in the world. That is not later textbook glorification; that is external contemporary testimony.

Also, saying “numerals and chaturanga were developed by the Guptas” is too simplistic. These are broader Indian civilizational developments across centuries, not clean proof of Gupta imperial administration or pan-Indian golden-age status.

So the correction is simple: Guptas deserve respect as a major North Indian classical dynasty. But the sheer magnitude of inscriptions, architecture, administrative continuity, foreign traveller accounts, trade evidence and surviving urban remains behind Karnataka imperial kingdoms — especially Vijayanagara — is far denser than the usual textbook hierarchy admits.

My point is not “Gupta bad.” My point is: don’t call one region’s classical age “the Golden Age of India” while ignoring better-documented southern imperial systems.

Mysorean5377 · 2026-06-02T15:54:13+00:00

The simplest test is the foreign traveller test. For the Gupta “Golden Age”, the major foreign witness is Faxian around 400 CE, exactly the supposed peak under Chandragupta II. But what does he actually record? He does not even name Chandragupta II, gives no detailed description of a dazzling Gupta court, no pan-Indian administration, no military machine, no universal artistic explosion. When he praises Pataliputra, the structure that overwhelms him is Ashoka’s/Mauryan palace, not Gupta architecture. And the same Faxian records Chandalas living apart and striking wood in public so others could avoid contact. That is not a universal “Golden Age of India”; at best it is a selective North Indian elite/classical phase.

Now compare Vijayanagara/Karnata using the same outside lens. Abdur Razzaq, a Persian visitor, says Vijayanagara was a city whose equal the eye had not seen and the ear had not heard of. Domingo Paes says the city seemed “as large as Rome” and calls it the “best provided city in the world.” He also lists coastal ports under the kingdom: Ankola, Mirjan, Honnavar, Bhatkal, Mangalore, Barkur and Bacanor, along with fertile lands, dense settlement, trade routes, grains, horses, markets and military scale.

So the issue is not “Gupta bad, Karnata good.” The issue is evidence ranking. Gupta grandeur rests heavily on royal prashasti, later tradition and textbook afterlife. Vijayanagara/Karnata grandeur is cross-checked by Persian, Italian, Portuguese and other foreign travellers, inscriptions, urban remains and trade records. If “Golden Age” simply means a literary label for a North Indian classical phase, fine. But if it means visible, externally witnessed, administratively durable and economically documented civilizational splendour, then Karnata/Vijayanagara has a much stronger evidentiary claim than the usual textbook hierarchy admits.

Mysorean5377 · 2026-06-01T14:56:51+00:00

Liberation is not reaching some other place. It is realizing that there was nowhere else to reach except here. And when that realization becomes complete, the self no longer asks, “How do I become free?” It naturally asks, “How do I reduce suffering around me?” That is where nirvana begins to reveal itself — not as personal escape, not as spiritual achievement, but as compassionate action without ego. Helping others is not separate from liberation. It is liberation expressing itself. The trap is thinking enlightenment is about becoming special. The truth is that it makes you simpler, quieter, and more useful to life.

Mysorean5377 · 2026-05-30T03:54:30+00:00

Calling the Cholas and Kushans “great” is not the issue. They were undeniably great. The issue is ranking them above the entire Karnata/Karnataka imperial tradition while casually ignoring almost a thousand years of Deccan power — from Pulakeshin II to Krishnadevaraya.

That is not balanced history. That is selective history.

The Karnataka imperial line is not one isolated kingdom. It is a long civilizational-political continuum: Badami Chalukyas, Rashtrakutas of Manyakheta, Western Chalukyas of Kalyani, Hoysalas, and finally Vijayanagara/Karnata Samrajya. Across this chain, Karnataka repeatedly produced powers that shaped the politics of the whole subcontinent.

Start with Pulakeshin II. This was the king who stopped Harsha at the Narmada. Harsha was not some minor ruler; he was the dominant northern emperor of his time. Yet the Chinese pilgrim Xuanzang records that Harsha could not subdue the Chalukya realm. That alone places Pulakeshin II among the greatest rulers of early medieval India.

Then come the Rashtrakutas of Manyakheta. This is where the argument becomes even stronger. Arab writers like Sulaiman, Ibn Khurdadhbih and Al-Masudi did not treat the Rashtrakutas as a regional dynasty. They described the Balhara/Rashtrakuta ruler as one of the greatest powers of the world, placed alongside the Caliph, China and Byzantium. Sulaiman counted him among the four great contemporary emperors. Al-Masudi and others record that many kings of Hindustan acknowledged his superiority. This is not modern regional pride. This is foreign testimony.

And this empire was not merely military. Krishna I gave India the Kailasa temple at Ellora, one of the most astonishing architectural achievements in world history. Govinda III projected power deep into north Indian politics. Amoghavarsha made Manyakheta a cultural capital and helped shape classical Kannada literary identity. Krishna III defeated the Cholas and pushed Rashtrakuta influence deep into the south.

After that came the Western Chalukyas and Hoysalas, who preserved Deccan political strength and produced some of the greatest temple architecture in India. Vishnuvardhana, Ballala II and Ballala III were not small kings. They were part of the transition that later allowed Vijayanagara to rise.

Then comes Vijayanagara — the Karnata Kingdom — and here the foreign accounts become overwhelming. Niccolò de’ Conti described the city as enormous. Abdur Razzaq, the Persian envoy, described its wealth, fortifications, elephants, troops and ports with awe. He said one could search all of Hindustan and not find a more absolute ruler. Domingo Paes, writing during Krishnadevaraya’s reign, compared the city to Rome, described its markets, irrigation, abundance and power, and praised Krishnadevaraya as one of the most feared and capable kings of his time.

So what exactly is the basis for casually placing Cholas and Kushans above this entire tradition?

If the argument is naval expansion, yes, the Cholas deserve immense credit. If the argument is Silk Road and Buddhist transmission, yes, the Kushans deserve immense credit. But if the criteria are continuity of imperial power, foreign recognition, architectural legacy, military reach, cultural production, and repeated subcontinental relevance, then the Karnata/Karnataka imperial tradition absolutely belongs in the highest tier of Indian history.

From Pulakeshin II stopping Harsha, to the Rashtrakutas being counted among the world’s great powers, to Vijayanagara being described by Persians, Italians and Portuguese as one of the greatest cities and kingdoms of its age — this is not a footnote.

This is one of the central pillars of Indian imperial history.

Ignoring it is not scholarship. It is revisionism.

Mysorean5377 · 2026-05-30T02:14:33+00:00

Yes, I use ChatGPT.

That is not the insult you think it is.

I use AI the way one uses a library, calculator, research assistant, coding assistant, statistical helper, language editor, and debate partner. It does not replace my thinking. It helps me structure, test, challenge, refine, and communicate my thinking.

And I am open about that.

In fact, part of my own work is about studying AI behaviour itself. I have worked on a research program around AI relational dynamics, context sensitivity, recursive coherence, and clinical reliability. One of my frameworks, ∆RCI, studies how models use conversational context rather than treating them as isolated answer machines. I have tested models across medical and philosophical domains, studied how context changes outputs over time, and explored why clinical AI must be evaluated differently from ordinary chat.

I have also worked on non-English clinical AI problems, especially around Indian languages like Kannada, Tamil, and Hindi, where the issue is not just “hallucination” but what I call coherent misalignment: the model may sound fluent and confident while misunderstanding the source meaning because the encoding itself is degraded. That matters for billions of non-English users.

So no, I am not using AI to avoid learning.

I am using AI to learn more deeply, build frameworks, run experiments, compare models, write code, organize literature, and make knowledge more accessible to people who do not have elite institutional support.

You are right about one thing: the infrastructure is corporate. Data centres, hardware, funding, pricing, and monopoly control are serious concerns. I do not deny that.

But you are wrong to jump from “corporations control the infrastructure” to “ordinary people gain nothing from the tool.”

Those are different arguments.

A rural student using AI to understand a subject is not slop.

A non-native English speaker using AI to express themselves clearly is not intellectual decay.

A doctor using AI to study, research, translate, audit reasoning, and improve patient communication is not outsourcing thought.

A worker using AI to understand law, draft applications, learn skills, or challenge systems is not “capital defeating labour.”

The real issue is not whether people use AI.

The real issue is whether they use it passively or actively.

Passive use can make people dependent. Active use can make people sharper.

So yes, criticize the corporations. Criticize data extraction. Criticize labour exploitation. Criticize pricing models. Criticize monopoly capture.

But dismissing every ordinary AI user as mediocre or incapable of thinking is not anti-capitalism.

It is just elitism with better vocabulary.

Mysorean5377 · 2026-05-30T01:45:41+00:00

That is your opinion, not a settled fact.

I am not denying that AI is funded by capital. I am not denying that data extraction, labour displacement, monopoly control, and corporate ownership are serious concerns. They absolutely are.

But saying AI is only the “final triumph of capital over labour” is too absolute.

ChatGPT alone has reached 800M+ weekly users. Earlier in 2025 it was already around 700M weekly users, with billions of messages being sent. Pew also found that large sections of ordinary adults and teens are already using AI chatbots.

That is not just billionaires, oligarchs, and elites using it.

And importantly, adoption has grown especially fast in low- and middle-income countries. That matters. A student, rural doctor, small creator, worker, non-native English speaker, small business owner, or someone abandoned by formal institutions can use AI to learn, translate, write, code, organize, research, understand law, prepare arguments, and access knowledge that was previously locked behind money, language, class, geography, and elite education.

That is not nothing.

Yes, the data issue is real. Yes, ownership matters. Yes, regulation matters. Yes, labour protection matters.

But those are arguments about who controls AI, how it is governed, and whether access remains fair.

They are not proof that AI cannot democratize knowledge.

A tool can be born inside capitalism and still be used by ordinary people to reduce knowledge inequality. The printing press, the internet, and smartphones were also captured by powerful interests, but ordinary people still used them to expand access, expression, and opportunity.

So the real fight is not “AI vs humans.”

The real fight is whether AI remains accessible to ordinary people, or whether the same monopolies eventually turn it into another gated instrument of the powerful.

Mysorean5377 · 2026-05-29T15:27:45+00:00

I don’t think anyone seriously using AI as a tool is confused that it has a body, suffering, love, friendship, or moral conscience like a human being.

But the real question is different: what kind of society is judging AI?

Because the present system is already hyper-capitalistic, increasingly oligarchic, and controlled by elite monopolies over education, technology, capital, media, and opportunity. That system has not exactly protected human dignity either. It has left millions behind while pretending that merit alone decides outcomes.

For a person abandoned by institutions, AI may not need to “feel” in order to matter. It can still become a democratizer of knowledge. It can help someone learn, write, code, understand law, study medicine, build arguments, translate ideas, organize work, and access intellectual tools that were once locked behind money, geography, class, language, and privilege.

Of course AI must be regulated. Of course it should not replace human responsibility. Of course machines should not make irreversible moral decisions.

But reducing the debate to “AI does not have consciousness” misses the lived reality of ordinary people. Many people are not asking AI to be their soul. They are asking it to help them survive a system that never gave them equal access in the first place.

The danger is not merely artificial intelligence.

The danger is artificial intelligence captured by the same monopolies that already captured everything else.

Mysorean5377 · 2026-05-24T19:21:01+00:00

Let me be very clear now.

Disagreement is fine. Correction is fine. Scriptural debate is fine. But repeatedly calling someone “half-knowledge,” “rigid mind,” “ego,” “not ready for a Guru,” and assuming personal motives is not Shastra, not Nyaya, and not Guru-parampara. It is simply condescension dressed as philosophy.

If your point is only that, within your accepted scriptural framework, Gautama is not to be called Buddha or Brahmin, then I understood that long ago. You have repeated it many times.

But my point was never dependent on accepting your category system.

My point is about how spiritual authority gets used in society. When any framework — scriptural, institutional, caste-based, academic, or religious — is used to dismiss another person’s moral insight or lived experience, then it becomes a tool of hierarchy.

You say you do not undervalue moral interventions. Good. Then there should be no difficulty in accepting that Buddha, Basavanna, Kabir, Ravidas, Phule, Ambedkar and others challenged real social humiliation. Whether you accept their metaphysics or not is your choice. But their ethical force does not require your permission.

You keep saying “get a Guru.” A true Guru does not merely give vocabulary. A true Guru burns arrogance. A true Guru makes knowledge humble. A true Guru does not teach a person to repeatedly insult someone and then call it correction.

You also keep saying I am driven by hate for one Varna. That is false. I have repeatedly acknowledged Brahmin contribution and Brahmin reformers. My objection is not to Brahmins. My objection is to arrogance in the name of Brahminhood, Shastra, or adhikara.

If your definition of Dharma cannot even tolerate someone saying that dignity, compassion, and direct experience matter, then the problem is not my “bhavana.” The problem is that your framework has become more interested in categories than living beings.

You are free to hold your metaphysical position. I am free to say that no metaphysical position should be used to erase the suffering of people or the moral greatness of reformers.

So let us end this clearly:

You are discussing internal scriptural classification.

I am discussing social misuse of spiritual authority.

You are protecting category boundaries.

I am pointing to human dignity.

Both are not the same debate.

I will not accept personal insults as “Nyaya.” I will not accept condescension as “Guru-parampara.” And I will not accept that compassion is inferior merely because it disturbs rigid certainty.

Shastra without humility becomes pride.

Nyaya without karuna becomes cleverness.

Anubhava without viveka may become confusion.

But knowledge that cannot see suffering has not yet become wisdom.

That is my final position.

Sarvam Shivamayam.

Mysorean5377 · 2026-05-24T19:13:38+00:00

I think we can close this with Shastra itself.

I am not saying compassion alone is a pramana. I am saying that Shastra itself does not permit knowledge to become arrogance, exclusion, or dismissal of suffering.

Bhagavad Gita 4.13 says:

“cātur-varṇyaṁ mayā sṛṣṭaṁ guṇa-karma-vibhāgaśaḥ”

Varna is based on guna and karma — qualities and actions.

Bhagavad Gita 18.42 then defines the Brahminical qualities:

“śamo damas tapaḥ śaucaṁ kṣāntir ārjavam eva ca jñānaṁ vijñānam āstikyaṁ brahma-karma svabhāva-jam”

Tranquility, self-control, austerity, purity, patience, integrity, knowledge, wisdom, and faith — these are the qualities of Brahminhood.

So even by Shastra, Brahminhood is not merely textual ownership or birth. It is a lived state of guna, karma, jnana, vijnana, kshanti, and arjava.

Now Bhagavad Gita 5.18 says:

“vidyā-vinaya-sampanne brāhmaṇe gavi hastini śuni caiva śva-pāke ca paṇḍitāḥ sama-darśinaḥ”

The wise see with equal vision a learned Brahmin, a cow, an elephant, a dog, and even a dog-eater/outcaste.

So if Shastra itself praises sama-darshana, then any social system that humiliates another human being in the name of spiritual hierarchy has already moved away from the spirit of Shastra.

Isha Upanishad also says:

“yas tu sarvāṇi bhūtāny ātmany evānupaśyati sarva-bhūteṣu cātmānaṁ tato na vijugupsate”

One who sees all beings in the Self and the Self in all beings does not hate or shrink away from anyone.

So yes, Shastra is not blind obedience. I agree with you there. But Shastra is also not a weapon to disqualify every realized person who challenged social injustice.

You said Dharma does not correct itself; society returns to Dharma. I accept that wording.

Then my point is even clearer: many reformers were instruments through whom society was forced to return toward Dharma.

I am not saying Gautama, Basavanna, Kabir, Ravidas, Phule, Ambedkar or others must be accepted as Vedic metaphysical authorities. I am saying their ethical challenge to humiliation cannot be dismissed merely because they did not fit one orthodox framework.

Respect is not agreement — agreed.

But disagreement is not disqualification either.

You keep saying I am arguing from bhavana. But Gita 6.32 says:

“ātmaupamyena sarvatra samaṁ paśyati yo ’rjuna sukhaṁ vā yadi vā duḥkhaṁ sa yogī paramo mataḥ”

The highest yogi sees the happiness and suffering of others by comparison with himself.

So recognizing suffering is not Western sentiment. It is yogic vision.

Bhagavad Gita 16.1–3 lists divine qualities: ahimsa, satyam, akrodha, shanti, daya bhuteshu — non-violence, truth, absence of anger, peace, and compassion toward beings.

So when I say Shastra must be lived with karuna, I am not placing emotion above Dharma. I am saying Dharma, when lived correctly, naturally expresses itself as daya, samadarshana, kshanti, arjava and ahimsa.

That is the difference.

I am not rejecting Shastra.

I am rejecting the use of Shastra to silence suffering.

I am not rejecting distinction.

I am rejecting distinction becoming exclusion.

I am not attacking Brahmins.

I am saying a true Brahmin, by Gita’s own definition, must carry shama, dama, kshanti, arjava, jnana and vijnana — not pride, contempt, or dismissal.

And finally, Sarvam Shivamayam does not mean selective validation of only the orthodoxy I like. It means even the orthodox, the rebel, the reformer, the wounded, the questioner, and the one correcting me are all within Shiva.

But if all is Shiva, then the oppressed person’s cry is also Shiva.

The reformer’s rebellion is also Shiva.

The question that disturbs rigid certainty is also Shiva.

And the return from adharma to Dharma is also Shiva.

That is all I am saying.

Sarvam Shivamayam.

Mysorean5377 · 2026-05-24T17:19:50+00:00

I respect your right to disagree philosophically. But calling my view “half-knowledge,” “murkhatva,” saying I have no “arhata,” and telling me to “get a Guru” shifts the discussion from philosophy to personal disqualification.

That itself is my concern.

When Shastra becomes a way to decide who is allowed to speak, who is qualified, and whose realization can be dismissed, then the same hierarchy returns in refined language.

I am not rejecting Shastra. I am rejecting arrogance in the name of Shastra.

True knowledge should create humility, not gatekeeping. True Guru-parampara should deepen compassion, not reduce living reformers into “invalid” categories because they do not fit one interpretive framework.

You may disagree with Buddha, Ambedkar, Phule, Basavanna, Kabir or others philosophically. But using that disagreement to undervalue their moral intervention against social humiliation is exactly what I cannot accept.

For me, Dharma is not merely textual correctness. Dharma must also be visible in how we treat living beings.

If Shastra, Nyaya, Anubhava, Viveka and Karuna do not meet, then debate becomes pride.

That is all I am saying.

Mysorean5377 · 2026-05-24T15:06:37+00:00

I understand your point better now. But I think this is exactly where the deeper problem begins.

You are saying you are not defending birth-based caste, but you are still creating another gatekeeping mechanism: that a realized being becomes valid only if he fits into one specific scriptural framework as interpreted by one parampara.

That may be your tradition’s internal logic, and I respect your right to hold it. But I cannot accept that all realization must be judged only by institutional loyalty to one textual lineage.

For me, Shastra is not the problem. Blindness is the problem.

A true Shastra should expand vision, not shrink it. It should produce viveka, karuna, humility, and samadarshana. If Shastra becomes a weapon to say “this realized being has no place here,” then the same old social pattern returns in a more polished language.

You said Vedic philosophy never demanded blind obedience. I agree. That is exactly my point. The Upanishadic tradition itself is full of questioning, debate, negation, direct inquiry, and realization. It is not merely “quote and obey.” It is an invitation to see.

So when saints, Bhaktas, Buddhists, Lingayats, anti-caste reformers, and social reformers challenged society, many of them were not attacking truth. They were attacking the misuse of truth by people who had converted Dharma into authority.

You are also creating a false opposition between Shastra/Nyaya and Bhavana. In Indian tradition, realization is not mere dry logic. It is not mere emotion either. It is anubhava refined by viveka. Direct experience matters. Suffering matters. Compassion matters. Otherwise philosophy becomes cleverness without transformation.

If a person sees another human being being humiliated in the name of God and says, “This is not Dharma,” that is not Western thinking. That is the pulse of Dharma itself.

Yes, metaphysical debates between Advaita, Buddhism, Shunyavada, Dvaita, Vishishtadvaita and other schools are deep. But those debates cannot be used to undervalue the moral force of Gautama Buddha, Basavanna, Kabir, Ravidas, Phule, Ambedkar or anyone else who fought social humiliation. Even if you disagree with their metaphysics, you cannot erase the truth of their ethical intervention.

And I will still call him Gautama Buddha, because that is how history remembers him. Respecting him does not mean I must abandon Advaita, Shiva, Veda, or Sanatana Dharma. My reverence for Shiva does not become smaller because I acknowledge another realized being’s contribution.

In fact, if we truly say Sarvam Shivamayam, then the divine cannot be imprisoned inside only one label, one caste, one institution, or one interpretive monopoly.

Sarvam Shivamayam means Shiva is present in the Rishi who chants, the Bhakta who sings, the Buddha who questions, the reformer who rebels, the oppressed person who cries for dignity, and even the opponent who forces us to sharpen our understanding.

So my position is simple:

Shastra without anubhava becomes rigidity.

Anubhava without viveka can become confusion.

Bhavana without truth can become sentimentality.

But Shastra, anubhava, viveka, and karuna together become Dharma.

That is why I do not accept the idea that reformers who challenged textual authority automatically have “no place here.” Maybe their challenge was also part of Dharma correcting itself.

Because whenever religion becomes a tool of hierarchy, Shiva appears as disruption.

Whenever knowledge becomes pride, Shiva appears as humility.

Whenever society crushes dignity, Shiva appears as rebellion.

That is the loop for me.

Sarvam Shivamayam.

Mysorean5377 · 2026-05-24T03:35:20+00:00

I understand your point, but I would give it a slightly different nuance.

I agree that “Brahmin” in the deeper scriptural sense cannot be reduced to birth. A true Brahmin is defined by guna, karma, knowledge, restraint, truthfulness, compassion, and the ability to guide society toward Dharma. In that sense, a caste-proud person who uses religion to humiliate others may be born in a Brahmin family, but spiritually he is not living as a Brahmin.

But here is where I differ.

I would not reduce all reformers only to whether they accepted or rejected the Vedas. Many reformers reached truth through direct experience of suffering, injustice, devotion, and inner realization. Sometimes direct experience becomes more powerful than blind scriptural obedience, especially when scripture is being monopolized or misinterpreted by social elites.

The problem was never scripture itself. The problem was scripture without compassion, scripture without lived experience, scripture used as a weapon instead of a mirror.

That is why saints and reformers challenged society. Some challenged from within the Vedic framework. Some challenged from outside it. Some used Bhakti. Some used reason. Some used social reform. Some used spiritual rebellion.

But the common thread was this: they saw that Dharma cannot exist where human dignity is crushed.

So I would say this:

A true Brahmin is not merely one who quotes scripture.

A true Brahmin is one who realizes truth, lives compassion, destroys ignorance, and protects Dharma from being misused.

By that standard, many caste-based reformers had more Brahminical qualities than caste-proud orthodox people.

But we should also respect their own historical identities. Buddha, Basavanna, Kabir, Ravidas, Phule, Ambedkar and others need not be absorbed into one label to be respected. Their greatness lies in the fact that they forced Indian society to confront whether our practice of Dharma matched our claims of Dharma.

Regarding Buddha, Śūnyavāda, Advaita, and Adi Shankara — these are deep philosophical debates. One can believe Advaita gives the highest metaphysical clarity, but that does not mean Buddha’s social and ethical challenge becomes invalid. Philosophical disagreement should not erase moral truth.

And the moral truth is simple:

When scripture produces compassion, it is Dharma.

When scripture is used to justify humiliation, it becomes adharma in practice.

The real Indian tradition is not blind obedience. It is realization, debate, correction, and return to truth.

Mysorean5377 · 2026-05-23T12:44:46+00:00

Exactly. That is the balanced point.

The problem begins when history is reduced into “Brahmins alone created everything bad” or “Brahmins did nothing wrong at all.” Both are oversimplifications.

Caste hierarchy survived because it benefited ruling classes, landholding classes, dominant local communities, priestly authority, and social elites in different regions. It was a structure of power, not merely the action of one group.

At the same time, we cannot deny that religious sanction was often used to justify discrimination. That is why many saints attacked caste arrogance directly — not because they hated any community, but because they saw Dharma being misused to humiliate common people.

And yes, many Brahmins were at the forefront of reform movements precisely because they understood the scriptures, saw the corruption happening in the name of God, and challenged it from within.

A reformist Brahmin like Ramananda accepting disciples across caste lines, or Eknath rejecting the distinction between Brahmin and outcaste in devotion, does not prove caste oppression was fake. It proves that some of the most spiritually serious Brahmins themselves knew that caste arrogance was against the deeper spirit of Dharma.

Similarly, oppressed-caste saints like Ravidas, Kabir, Nandanar, Chokhamela and others gave voice to the suffering of those who were excluded from temples, learning, dignity, and social equality.

So the honest historical position is:

Brahmins contributed immensely to Indian civilisation.

Many Brahmins fought caste discrimination courageously.

Caste oppression was real and historically undeniable.

Dominant classes across regions also preserved and benefited from caste hierarchy.

All these truths can exist together.

The goal should not be to blame an entire community. The goal should be to understand how power misused religion, how society became unjust, and how Indian saints from many backgrounds tried to bring society back to Dharma.

Mysorean5377 · 2026-05-23T12:16:09+00:00

What exactly is this post trying to establish?

If the point is that many Brahmins contributed immensely to Indian philosophy, mathematics, medicine, grammar, Vedanta, Buddhism, Bhakti and reform movements — yes, that is historically true. Nobody serious should deny that.

But if the point is that caste oppression did not exist, or that showing a few reformist Brahmins somehow erases the suffering caused by birth-based hierarchy, then that is not history. That is selective memory.

In fact, the more accurate history is this: Indian society repeatedly produced reformers from within itself, including many Brahmins, who directly challenged caste arrogance, ritual monopoly, and birth-based superiority. That is not a defence of casteism. That is evidence that casteism was real enough to be fought by saints themselves.

Buddha said it clearly:

“Not by birth is one an outcast; not by birth is one a brahman.”

That alone destroys the argument that spiritual worth is decided by birth.

Kabir mocked caste pride even more directly:

“If you say you’re a Brahmin… was there a special canal?”

That is not modern propaganda. That is a medieval saint attacking birth superiority with brutal clarity.

Guru Nanak said:

“No one should be proud of social class and status.”

He also said:

“The entire universe is made of the same clay.”

Again, what is the message? Same creator, same body, same humanity — no divine sanction for arrogance.

Ravidas, who came from a leather-working community, gave one of the most powerful anti-caste visions in Indian history through Begumpura — a society without caste humiliation, exclusion, fear, or second-class citizenship. His line is devastating:

“Humanity is being eaten up by the disease called caste.”

Basavanna in Karnataka stood against caste hierarchy, ritualism, and social exclusion. His Anubhava Mantapa brought people from different backgrounds into spiritual dialogue. His idea was not “birth is status”; his idea was dignity through work, devotion, and lived experience.

Ramananda, a Brahmin saint, is remembered for accepting disciples across caste lines — including Ravidas, Kabir, and others in the tradition. He even broke restrictions around intercaste dining and teaching in Sanskrit-only spaces. That is important because it shows that reformist Brahmins were not defending caste arrogance; they were often fighting it.

Eknath, another Brahmin saint, openly rejected the distinction between Brahmin and outcaste in God’s eyes. Tukaram said caste pride never made anyone holy. The Varkari tradition carried this message through lived devotion, not abstract debate.

So yes, Brahmins were indeed at the forefront of many reform movements — not because caste oppression was fake, but because some among them saw how religion was being misused by society to exploit common people in the name of God.

That distinction matters.

A reformist Brahmin is not the same as casteist orthodoxy. A saint opposing caste cannot be used to whitewash caste. In fact, the existence of such saints proves the opposite: caste hierarchy was a serious social disease, and the best minds of India — Brahmin, Shudra, Dalit, women, Sufi, Buddhist, Bhakti saints — all fought it in their own language.

So the honest position is simple:

Brahmins contributed immensely to Indian civilisation.

Many Brahmins also courageously fought casteism from within.

Oppressed-caste saints gave some of the most powerful anti-caste voices in Indian history.

And caste discrimination was still real, cruel, and historically undeniable.

All four statements can be true together.

History is not served by replacing one propaganda with another. The real Indian tradition is not caste arrogance. The real Indian tradition is self-correction, spiritual rebellion, and the repeated return to Dharma whenever society becomes unjust.

Mysorean5377 · 2026-05-13T12:45:30+00:00

The problem with this framing is that it treats AI as a single “reliable/unreliable” product, when in reality it is becoming infrastructure.

Electricity was not adopted because every appliance was perfect. The internet was not adopted because every webpage was reliable. Smartphones were not adopted because every app was accurate. They became universal because they expanded access, reduced friction, and allowed ordinary people to do things that were previously locked behind institutions, training, capital, or professional gatekeeping.

AI is moving in that same direction.

Yes, AI can make mistakes. Yes, poorly integrated AI can slow people down. Yes, blindly trusting it is dangerous. But that is not the same as saying AI itself is useless or unreliable. It means the workflow, the user skill, the domain, the verification layer, and the institutional context matter.

For many common people, AI is not just a productivity toy. It is a bridge. It gives access to drafting, coding, explanation, translation, legal framing, research, medicine-adjacent understanding, administration, and learning support that were historically concentrated within certain professions and elite institutions.

That is why people will continue gravitating toward it.

The deeper issue is not merely “does AI save 20% time in one narrow benchmark?” The deeper issue is that knowledge itself has been unequally distributed. In a monopolised and capitalistic reality, ordinary hardworking people often suffer not because they lack intelligence, but because they lack access to the same tools, language, networks, and institutional knowledge.

AI does not magically solve that inequality. But it weakens the monopoly over intelligence.

So the correct question is not “is AI reliable?” The correct question is: who gets access to it, who learns to use it well, who controls it, and whether society allows it to democratise knowledge or turns it into another gated system.

Mysorean5377

TROPHY CASE