Problem Gayatri Chakravorty Spivak’s “Can the Subaltern Speak?” is among the most widely discussed texts of postcolonial theory, yet its title is often read as though it posed the simple question, “Can poor or marginal people speak or not?” Spivak’s actual question is more difficult: within what institutional, linguistic, archival and political arrangements does spoken utterance become an intelligible statement that is heard, recorded and recognised? The term “subaltern” is not simply a synonym for “weak,” “poor,” “minority” or “deprived.” Derived from Gramsci, subalternity indicates a distance from structures of power in which a group’s autonomous political representation, institutional access and durable entry into the hegemonic public sphere are obstructed. Preserving this conceptual strictness is the first condition of the chapter. The third problem concerns the difference between speech and audibility. A person may produce sound, resist, write letters or narrate an autobiography; yet if a dominant interpretive code rewrites that utterance as crime, madness, tradition, ignorance, a family matter or “authentic culture,” the sign of agency may fail to acquire social meaning. The fourth problem is representation. In political representation, a person or institution acts on behalf of another party’s interests; in cultural or philosophical representation, a subject is depicted, described or conceptualised. Spivak shows that it is insufficient to treat these two processes as separate: who speaks for whom, and how that person is depicted, are both questions bound up with power. The fifth problem is the romanticisation of “voice.” The search for a “pure,” “original,” “unmediated” voice of the oppressed subject is itself problematic, because language, history, gender, caste, class, education, family and institutions all shape articulation. Mediation cannot be removed; what is possible is a responsible critique of mediation. The sixth problem concerns the role of the intellectual. If a scholar withdraws by saying, “I shall not speak; let the subaltern speak for herself,” institutional inequality does not disappear. The gatekeeping of archives, publication, translation, funding, syllabi, media and courts remains. The ethical difficulty is not merely who speaks, but how the conditions of speaking and the structures of listening are changed. The seventh problem is the relation between deconstruction and material exploitation. Spivak employs Derrida’s subtle textual method, but also raises questions of the international division of labour, colonialism and capitalism. It is necessary to avoid both reductions: turning the text into a mere language-game, or reducing material relations to economic facts alone. The eighth problem concerns the female subaltern. In colonial archives, women often appear as “victims to be saved,” bearers of tradition, embodiments of community honour, objects of reform, or symbols of the nation. Amid these competing discourses, where and how can her independent will and meaning be read? Spivak’s feminist intervention is sharpest here. The ninth problem arises through the example of sati. Colonial reformist discourse and indigenous patriarchal defence could both make claims about women’s agency. The question is not whether sati is morally to be supported or opposed, but how a woman’s utterance is transformed within a narrative machine. The complexity of a historical practice cannot be exhausted by a slogan. The tenth problem concerns the case of Bhubaneswari Bhaduri. The signs surrounding the suicide of a young woman connected with political struggle were later covered over, in familial and social interpretation, by the conventional narrative of sexual shame. The example does not show that “she did not speak,” but that the available interpretive order failed to read her intentional sign. The eleventh problem is epistemic violence. Violence in knowledge is not identical with physical coercion; categories, education, translation, legal definition, archives, civilisational hierarchy and scholarly authority can render certain subject-positions inaudible or incoherent, and can therefore become forms of domination. Yet the concept must not be expanded so far that every disagreement becomes “violence.” The twelfth problem concerns a literal reading of the phrase “the subaltern cannot speak.” If it is treated as a permanent anthropological fact, theory itself destroys the possibility of agency. A better reading is that subalternity names a structural position in which the successful uptake of speech is blocked; with changes in political organisation, education, representation and institutional access, individuals and groups can also move out of a subaltern position. The thirteenth problem is one of scale. The mechanisms of subalternity are not identical in the village household, caste panchayat, plantation, factory, border, nation-state, global supply chain and university. Applying a single category mechanically across all contexts turns analysis into labelling. The fourteenth problem is translation. When experience in a local language is translated into English academic vocabulary, loss, gain, reframing and prestige hierarchy are produced. But declaring translation impossible is no solution; responsible translation marks difference, preserves uncertainty and expands access to the source language. The aim of this chapter is not to make Spivak into a philosopher of “voice denial.” Its aim is to understand the complex relations among speech, representation, listening, archive, gender, knowledge-power and intellectual responsibility; to formulate objections; to conduct a careful parallel dialogue with Indian and Mithila materials; and, in the digital and AI age, to pose anew the questions: who speaks, who listens, and who classifies? Core Proposition The core proposition of this chapter is that the problem of subaltern speech is not one of vocal capacity but of the structures of representation and reception. Whose statement becomes a social fact, whose testimony is deemed credible, and whose complaint receives an archival category are questions whose answers are shaped by power relations. One important target of Spivak’s critique is the idea of the “transparent subject.” If the oppressed are assumed automatically to know their condition completely and to express it without mediation, the roles of ideology, language, historical formation and internal hierarchy disappear from view. Likewise, the intellectual is not a transparent mediator. The scholar selects sources, translates, supplies concepts, cuts paragraphs, interprets archival silences, and works within the formats of journals and presses. Reflexivity is the honest accounting of this mediation; it is not the abandonment of scholarship. Marx’s distinction concerning representation is useful for Spivak: political representation on behalf of another and the depiction or portrayal of someone are different acts, yet they are interconnected. The image created in representing a group can delimit the range of its future political representation. In its strict sense, the “subaltern” is linked to institutional non-access. A group that acquires sustained organisation, press, party, court access, bureaucracy, university access and recognised leadership does not thereby cease to be disadvantaged, but calling it “subaltern” in every situation diminishes the discriminating power of the concept. The core work of “epistemic violence” lies in creating a framework in which the knowledge-system of the colonised subject is treated as inferior, irrational or absent, or in transforming the subject’s categories through an external taxonomy so extensively that self-description cannot acquire public authority. Spivak’s feminist point is that between colonial domination and indigenous patriarchy, a woman’s subject-position can become trapped in a double bind. Colonial critique may turn the woman into a moral justification for empire, while patriarchal defence turns her into a symbol of community and tradition; in both cases, the woman herself becomes a representational battlefield. गजेन्द्र ठाकु र For this reason, agency should be understood not only as intentional choice but also as a capacity for intelligible uptake. If the social meaning of an action is continually overwritten by another discourse, the political effect of agency is weakened. The case of Bhubaneswari is emblematic of this problem: a deliberate bodily sign attempted to block a conventional sexual explanation, yet subsequent memory absorbed it again into precisely that conventional narrative. The sign was present; the recognised code failed to receive it. At this point, silence is not equal to absence. Silence, ambiguity, contradictory traces, indirect testimony and misclassification in the archive can all become historical questions. Yet silence is not a licence for imagination; the scholar cannot insert a preferred story in the name of an absent voice. Spivak’s method uses deconstruction to read contradiction, binaries and self-undermining movements within a text. Parallel Philosophy, however, will treat this method as a supplement to evidential history: textual instability does not cancel material events, chronology or causal evidence. The idea of “worlding” suggests that imperial power does not merely conquer territory; through categories, maps, schools, archives and narratives it makes territory into a readable world. The colonial subject may then develop self-understanding within that representational world itself. Intellectual responsibility does not mean “never represent.” Legal petitions, translation, journalism, scholarship, advocacy and political delegation may all require representation. The ethical criteria are accountability, reversibility, source transparency, correction, space for dissent, and the expansion of the agency of affected persons. The formula of the core proposition is: “Having a voice is not enough; meaningful reception of a voice requires structures. Representation is unavoidable; therefore accountability for representation is also unavoidable.” Principal Arguments The first argument begins with a critique of Foucault and Deleuze’s optimism concerning the radical intellectual. If the desire and knowledge of oppressed subjects are treated as self-evident, the long history of subject-formation under imperialism may disappear from analysis. The second argument is that saying “I will not represent” does not end representation. Editors, translators, archives, microphones, interviewers, platforms, funding agencies and syllabi continue to select and frame from behind the scenes. Neutral withdrawal is itself an institutional choice. The third argument rests on Marx’s dual sense of representation. Confusing political representation with descriptive portrayal can allow statements such as “the people speak for themselves” to conceal power relations. In society, voice is always already mediated through forms of representation. The fourth argument enters into dialogue with the project of Subaltern Studies. It was important to seek peasant insurgency, popular politics and the autonomous initiatives of dominated groups outside elite nationalist and colonial historiography; but for Spivak it is difficult to treat “subaltern consciousness” as a pure recoverable origin. The archive itself is structured by power. The fifth argument is not against the archive but against a naive reading of the archive. Police reports, court testimony, revenue files, reform tracts and missionary texts may preserve traces of subaltern action, yet those traces are mediated by institutional language. The historian must read both the event-content of the source and its representational form. The sixth argument concerns women: if recovering a male subaltern voice is difficult, the addition of gender hierarchy to caste, class and colonial domination can displace women’s traces even further. Treating “woman” as a universal category does not illuminate this displacement. The seventh argument is the triangulation of sati discourse. Colonial authority could use the moral language of “saving women” to generate a civilising legitimacy for rule; indigenous elites could use the language of religious and cultural authority to defend patriarchal control; women’s testimony could become secondary within both narratives. The eighth argument is not that opposition to sati was automatically wrong because it was colonial. Moral evaluation and discourse analysis are different questions. Criticism of a harmful practice may be justified, yet that criticism may simultaneously serve imperial self-legitimation. Parallel methodology will hold both facts together. The ninth argument, drawn from Bhubaneswari’s example, concerns signal and reception. A deliberate bodily sign attempts to prevent a conventional reading, but historical memory recreates the conventional story. Agency can generate meaning, but does not have complete control over meaning. The tenth argument concerns the “sexed subaltern.” Social codes impose meanings concerning menstruation, sexuality, marriage, widowhood, honour and respectability on the body. The body itself can become a medium of testimony, but bodily signs are also read within cultural grammar. The eleventh argument concerns the politics of translation. It may be necessary to make subaltern speech readable in a dominant language, yet translation can narrow the semantic field of local concepts. Untranslated words, glossaries, parallel texts, translator’s notes and access to the source can reduce asymmetries of power. The twelfth argument concerns the danger of benevolent essentialism. Policy or movements may sometimes adopt a shared identity for strategic solidarity, but assuming a uniform interest for “all rural women,” “all Dalits,” “all Adivasis,” or “all Third World women” erases internal conflict and hierarchy. The thirteenth argument concerns the international division of labour. In global capitalism, geographical distance can conceal the relation between worker and consumer; behind branded commodities, low-wage labour, gendered care chains, informal work and migration may remain invisible. The problem of subalternity is not merely discursive; it is linked to structures of labour. The fourteenth argument concerns education. If an elite institution merely collects subaltern “voices” while leaving the syllabus, language requirements, admissions, citation hierarchies and research ownership unchanged, inclusion can become a representational token. The fifteenth argument is linked to “unlearning privilege.” The slogan of renouncing privilege is insufficient; the scholar should identify the limits of their categories, convenience, access, language, institutional authority and presumed universality. Yet self- reflection should not become an endless ritual of guilt; it should serve better method. The sixteenth argument concerns the ethics of reading. Slow reading of difficult texts, source context, comparison of translations, conceptual genealogy and counterexamples are forms of intellectual discipline. Using the name of the marginalised to produce rapid moral certainty may run contrary to Spivak’s critical spirit. The seventeenth argument concerns political transformation. If subalternity is a condition of institutional non-access, the aim is not to preserve “subaltern identity” permanently, but to reduce the subaltern condition through schools, land, labour rights, legal standing, public language, organisation, media access and representation. The eighteenth argument connects with Parallel Philosophy: “Read silence, but do not fill silence with your own story; represent, but do not treat representation as transparent; listen to the voice of the harmed, but do not abandon evidential standards.” Pūrvapakṣa The first Pūrvapakṣa argues that the claim “the subaltern cannot speak” is paternalistic. If theory assumes in advance that oppressed voices fail, it may erase the real histories of activists, peasants, workers, Dalits, women, Adivasis and anti-colonial resistance. गजेन्द्र ठाकु रक समानान्तर दर्शन — खण्ड २ The second Pūrvapakṣa is materialist: excessive emphasis on representation and discourse can push the concrete mechanisms of class exploitation, land, wages, property, coercion and state violence into the background. Poverty is not caused by vocabulary alone; it is also caused by deprivation of resources. The third Pūrvapakṣa is historical: the discourse around sati was multi-layered, involving regional practice, scriptural debate, family economy, widowhood, reform movements and diverse women’s testimonies. One emblematic contrast cannot substitute for a complete history. The fourth Pūrvapakṣa concerns agency. Dominated people often display effective agency through coded speech, rumour, song, flight, sabotage, religious idiom, petition, litigation, market action and collective violence. The absence of a formal public sphere is not speechlessness. The fifth Pūrvapakṣa comes from philosophy of language: if meaning is always mediated, this applies to all subjects, not only to the subaltern. What, then, makes subaltern speech a special problem? Its specificity must be shown not in mediation itself, but in unequal institutional capacities for correction and uptake. The sixth Pūrvapakṣa concerns accessibility. Extremely dense theoretical prose may reproduce the very exclusion it criticises. If ideas are highly inaccessible to activists, students and affected communities, the question of intellectual responsibility applies to theory itself. The seventh Pūrvapakṣa concerns identity politics. Criticism of authentic voice may be justified, but mobilisation is difficult without some collective political identity. Labour unions, caste movements, women’s movements and indigenous claims operate through shared categories. Endless deconstruction can paralyse action. The eighth Pūrvapakṣa concerns empirical verification. If concepts such as “epistemic violence” are used without clear indicators, a scholar may describe every disagreement as domination. The concept requires falsifiability and operational clarity. The ninth Pūrvapakṣa is liberal-democratic. Votes, the press, courts, reservations, public hearings, RTI, unions and local government provide mechanisms of voice. If theory emphasises only impossibility, it may undervalue the incremental achievements of institution-building. The tenth Pūrvapakṣa is feminist: emphasis on the shadow of the “sexed subaltern” is necessary, but seeing women only as silenced positions may understate histories of resilience, bargaining, kinship strategies, labour, legal action, writing and collective leadership. The eleventh Pūrvapakṣa concerns the postcolonial elite. The university intellectual who speaks in the name of “the subaltern” may themselves participate in a global prestige economy. Moral authority therefore does not arise automatically from the subject matter of theory. The twelfth Pūrvapakṣa comes from Parallel Philosophy: if representation is unavoidable and truth is always mediated, how do we distinguish false representation from better representation? Without standards of evidence, counterposition, causal testing, source criticism and public correction, critique can move towards relativism. Uttarapakṣa The first reply is that Spivak’s thesis is not a claim of empirical muteness. “Speech” in the political-philosophical sense concerns successful representation and recognition. Dominated persons do speak; the question is whether prevailing codes register that speech as a self-authored claim. The second reply accepts the materialist criticism and joins discourse to material relations. Landlessness, wages, labour contracts, sexual violence, border status and access to education are material conditions; yet law, census, caste labels, respectability, expertise and the language of development administer those conditions. The third reply treats the example of sati not as total history but as a diagnostic case. A single case may reveal a pattern, but generalisation requires regional archives, chronology, quantitative evidence and multiple women’s sources. The fourth reply accepts the diversity of agency. Coded resistance, folk song, petition, litigation, migration and everyday refusal are forms of speech. Spivak’s challenge is that the historian should not read them with romantic transparency: whose record is it, through what mediation, and under what retrospective category? The fifth reply locates subaltern specificity in institutional asymmetry. All speech is mediated, but an elite subject has greater access to newspapers, lawyers, publishers, schools, archives, networks and recognised languages through which misinterpretation can be corrected. The inequality of this correction-capacity is decisive. The sixth reply takes the accessibility criticism seriously. Conceptual precision sometimes requires difficulty, but intellectual responsibility may include producing multiple registers: scholarly text, translation, summary, classroom dialogue and community edition. Simplicity should not come at the cost of truth, but access is not the enemy of precision. The seventh reply accepts the political necessity of collective identity while keeping its provisional character explicit. A movement’s category may be an organisational tool; if it begins to suppress internal dissent and differences of gender, class, region or disability, it should be revised. The eighth reply proposes operational tests for epistemic violence: Is a category imposed? Is the subject’s self-description systematically excluded? Is a channel of correction available? Does the classification adversely affect resources or rights? Is independent evidence ignored? These questions make the concept more testable. The ninth reply accepts the importance of institution-building. Courts, elections, schools, archives, unions, local bodies, legal aid, translation services and accessible media are real means of reducing subalternity. The aim of critique is not to destroy institutions but to reduce asymmetry within them. The tenth reply adds the positive side of feminist agency. Women’s silence can be structurally produced, but women’s writing, oral history, labour organisation, litigation, education and movements produce historical transformation. The aim of theory is not to make victim identity permanent. The eleventh reply adopts symmetry in the question of intellectual privilege. A scholar’s claim is not automatically true because of their subject-position; cited sources, method, counter-evidence, language competence, disclosure and openness to correction should be tested by the same standards that apply to other scholars. The twelfth reply offers a Parallel criterion against relativism: representation is unavoidable, but all representations are not equal. More reliable representation accepts multiple sources, explicit uncertainty, affected perspectives, independent corroboration, open criticism and revision. Indian Dialogue In the Indian context, the question of subalternity examines both the colonial archive and nationalist historiography. The early impulse of Subaltern Studies was to recover the agency of peasants, workers, lower castes, Adivasis, women and local movements outside elite political narratives; Spivak questions the epistemological limits of this recovery project. Ranajit Guha’s work on peasant insurgency argues for an autonomous political domain outside elite politics. Spivak’s dialogue asks: how is the trace of this autonomy available in the archive, and with what degree of confidence can the historian reconstruct “consciousness”? Ambedkar’s writing offers an important contrast: an oppressed subject becomes a high-level public intellectual, constitutional actor and institution-builder, and thereby speaks and represents. This shows that subalternity is not a permanent identity; organisation, education, print, law and politics can change a subject’s position. गजेन्द्र ठाकु र The educational interventions of Jyotirao Phule and Savitribai Phule illuminate the institutional conditions of “voice.” Merely saying “let them speak” is insufficient without literacy, schools and print. The distribution of knowledge resources is part of the infrastructure of political subjectivity. Tarabai Shinde’s critique of men and women demonstrates that women’s critical speech was available in nineteenth-century India. Therefore sweeping claims such as “Indian women were silent” are unacceptable; the questions are whose texts became canonical, whose were lost, and whose readership remained restricted. Pandita Ramabai’s work reveals the complex relations among colonial, Christian, nationalist and patriarchal discourses. If her voice is confined to a single category such as “colonial tool” or “authentic native woman,” the same representational problem is repeated. Sharmila Rege’s emphasis on Dalit women’s testimonios provides a useful path for understanding the joint structures of caste and gender. Testimony should be read not as romantic transparency but as situated knowledge and as a counter-public archive. Uma Chakravarti’s framework of “Brahmanical patriarchy” shows how caste reproduction, marriage, sexuality and gender control are intertwined. In this context, the question of hearing women’s voices remains incomplete without changes in family and kinship institutions. Chandra Talpade Mohanty’s critique of the homogenisation of the “Third World woman” enters into dialogue with Spivak’s problem of representation. Erasing differences of caste, class, religion, region, labour, sexuality and citizenship among Indian women creates the danger of benevolent representation. Veena Das’s anthropology of violence, everyday life and testimony shows that suffering is not always expressed as spectacular declaration. Gesture, silence, routine, kinship repair and ordinary speech can also become meaningful sources. In Indian court testimony, “voice” is reshaped by procedural form—FIR, affidavit, cross-examination, translation and evidentiary rules. Legal access is necessary, but the transformation of spoken experience as it enters legal categories must also be examined. Panchayats, reservations, self-help groups, unions, women’s collectives, community radio and the vernacular press can become institutional means for changing subaltern conditions. Critique of representation does not reject representative institutions; it deepens their accountability. The formula of the Indian dialogue is: “Write histories of the margins, but do not assume the margin has one voice. Give primary respect to testimony, but also test it through archive, chronology and counter-evidence.” Mithila’s Parallel Perspective In Mithila, the term “subaltern” should be used carefully. Not every poor person, every woman, every lower-caste person, every migrant or every rural person is automatically a Gramscian subaltern. The specific conjunction of institutional access, land, education, language, caste-location, gender, border status and organisation must be examined. Panjis and genealogies are important local archives, but it is necessary to ask whose lineages were recorded in detail and whose lives remained less visible. Archival silence does not itself narrate the histories of women in families, service communities, the landless, migrant labourers or non-elite groups; other sources must be added. Folk songs can be invaluable sources for women’s experience—marriage, departure, migration, labour, love, conflict, flood and waiting. But “song = direct autobiography of women” is false; genre conventions, performance context, collective authorship and later editing must be considered. The social distribution of authors should be examined in the canonical corpus of Maithili literature and magazine archives. Whose work was published, whose remained in manuscript, who wrote down oral texts, and what language standard an editor adopted—here the institution of representation becomes directly visible. The India-Nepal border situation of Mithila produces distinct infrastructures of voice. Citizenship, administrative language, school systems, media markets and legal rights differ; the cultural claim of “one Mithila” must not erase these institutional differences. Behind male-centred narratives of migration, the voices of women, elders and children who remain at home, along with agricultural-care labour and remittance management, may be less visible. Household surveys, oral history, bank and remittance data, and women’s narratives together can produce a fuller history of migration. Official flood reports record water levels, breaches, relief and infrastructure; community testimony adds experiences of mobility, care, livestock, menstruation, disability, school interruption and loss of land records. The two sources are not substitutes for one another but complements. Linguistic hierarchy also conditions voice. When a Maithili speaker is translated into Hindi, Nepali or English on governmental or academic platforms, local concepts, tone and social register may change. Parallel transcript and translation are useful correctives. The question of Tirhuta, Devanagari and Roman digital transcription is not merely one of “authenticity” but of access. Combining script preservation with searchable Unicode text, metadata and transliteration creates multiple readerships. A local digital archive can become a counter-public sphere. Yet the editor retains powers of selection; unless date, source, author, version, correction history and uncertain attribution are made clear, an “archive of the margins” can itself become a new authority that produces silence. The relation to Chapter 66 on Mithila’s feminist perspective is clear: gendered voice should not be read through an essential category of “the Mithila woman,” but as a situated subject shaped by caste, class, place, age, marriage and migration. The Mithila formula is: “Seek what has not been recorded, but do not invent the story of what cannot be found. Listen to the person who speaks, but do not silently replace their language with your own categories.” Contemporary Applications In the age of AI, the question “Who speaks?” takes a new form. A large language model produces output from millions of texts, while the voices of source-authors dissolve into statistical synthesis. In answers concerning low-resource communities, visibility of provenance is necessary. If corpora in Maithili, Bajjika, Angika, Adivasi languages or other low-resource languages are sparse, a model may impose the framing of dominant Hindi or English sources on local questions. Confident fluency can then conceal inequality in epistemic representation. If AI-assisted oral-history transcription misrecognises accent, dialect, code-switching or women’s low-volume speech, it can create systematic silence in the archive. Word-error rate should therefore be audited across demographic and language subgroups. Automatic translation may flatten meanings of local kinship terms, caste titles, ritual vocabulary, agricultural terms or gendered registers. Human review, glossaries, preservation of the source text and uncertainty markers should ground responsible translation. Social-media platforms offer “democratisation of voice,” but recommendation algorithms do not distribute visibility equally. Technical capacity to speak and reach or uptake are different things—Spivak’s distinction between speech and audibility reappears in digital form. If content moderation does not understand dialect or reclaimed terminology and therefore removes more posts by marginalised users, algorithmic gatekeeping can become a new barrier to subaltern speech. Appeal mechanisms and language-specific reviewers are necessary. गजेन्द्र ठाकु रक समानान्तर दर्शन — खण्ड २ An online petition may collect millions of signatures, but policy uptake depends on institutional channels. Voice-count is not identical with political representation. Agenda-setting, hearings, legal competence and budget authority operate at different levels. In a development survey, enumerators present predefined checkboxes; if respondents’ experience does not fit the available categories, their voice disappears from the data table. Open-text fields, piloting of local categories and participatory questionnaire design can help. If healthcare AI is trained primarily on data from elite urban hospitals, it may underperform for rural women, older people, disabled persons and minority-language patients. Clinical “voice” must be heard at three levels: biological signal, self-report and data representation. In journalism, selecting a single spokesperson as “the voice of the village” is easy, but it may conceal internal hierarchy. Source diversity, dissenting interviews, inclusion of women, youth and labour, and a transparent note on source selection are better practice. Courtroom video and remote hearings provide access, but inequalities of bandwidth, translation, privacy and digital literacy can create new silences. Technological presence is not the same as effective participation. When museums or digital heritage projects add “community voice,” they should avoid a singular label such as “one community statement.” Multiple interpretations, dated attribution and revision histories respect contested memory. In research ethics, obtaining a signed consent form is not enough. Participants should understand where data will be published, whether it may enter machine training, what future reuse is possible, and whether withdrawal is permitted; these are conditions of informational agency. If an AI-generated summary reduces long testimony to “key points,” ambiguity, hesitation, affect, contradiction and narrative sequence may disappear. In high-stakes contexts, access to the raw transcript should be retained. The contemporary formula is: “Giving a platform is not the same as giving voice; the rules of listening, classification, translation, appeal and correction are equally important.” Chapter Conclusion Spivak’s enduring contribution is not that she denies the agency of oppressed people, but that she makes the social intelligibility of agency a philosophical problem. Without attending to the relations among speech, representation, archive, gender and institution, the slogan of “voice” remains incomplete. Subalternity is not an identity but a structural relation. As organisation, education, legal rights, economic resources, public language and institutional representation increase, a group’s position can change; therefore the political aim is not to preserve subalternity but to reduce it. Representation is unavoidable. Historians, lawyers, translators, elected representatives, activists, journalists and AI systems all perform representation of some kind. The ethical solution is not to abandon representation, but to increase its provenance, accountability and reversibility. “To listen to voice” does not mean accepting every claim without examination. Testimony from a harmed subject carries special importance, but chronology, corroboration, material evidence and counter-testimony are also necessary for philosophical justice. Silence is an important evidential gap, but not a licence for imagination. The silence of an archive should motivate the historian to seek new sources, not grant permission to invent interiority. The Indian context shows that caste, gender, colonialism, labour, religion and region jointly condition voice. A singular model of the “Third World subject” reduces empirical reality. Mithila’s Parallel Perspective brings together local archives, oral history, literature, cross-border sources, linguistic plurality and digital preservation. Locality is not a privilege; it is a necessary partner in multi-evidential research. The age of AI and platforms does not make Spivak’s question irrelevant; it sharpens it. Machine-generated representation, silence in training data, algorithmic visibility, translation bias and appeal mechanisms are becoming today’s infrastructure of “speaking and hearing.” The Parallel formula of this chapter is: “Before speaking for someone, listen to them; even after listening, disclose your mediation; respect silence, but do not invent stories within it; representation is necessary, not a privilege.”