{
  "verse_id": "7.28",
  "mūla": {
    "devanāgarī": "येषां त्व् अन्त-गतं पापं जनानां पुण्य-कर्मणाम् | ते द्वन्द्व-मोह-निर्मुक्ता भजन्ते मां दृढ-व्रताः",
    "iast": "yeṣāṃ tv anta-gataṃ pāpaṃ janānāṃ puṇya-karmaṇām | te dvandva-moha-nirmuktā bhajante māṃ dṛḍha-vratāḥ",
    "chapter_position": "Chapter 7 (Jñāna-Vijñāna-Yoga (The Yoga of Knowledge and Realization)), verse 28",
    "speaker": "Krishna",
    "addressed_to": "Arjuna"
  },
  "word_by_word": [
    {
      "surface_form": "yeṣām",
      "lemma": "yad",
      "grammar": "genitive masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "येषाम्"
    },
    {
      "surface_form": "tu",
      "lemma": "tu",
      "grammar": "",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "तु"
    },
    {
      "surface_form": "anta",
      "lemma": "anta",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "अन्त"
    },
    {
      "surface_form": "gatam",
      "lemma": "√gam",
      "grammar": "nominative neuter singular participle noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "गतम्"
    },
    {
      "surface_form": "pāpam",
      "lemma": "pāpa",
      "grammar": "nominative neuter singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "पापम्"
    },
    {
      "surface_form": "janānām",
      "lemma": "jana",
      "grammar": "genitive masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "जनानाम्"
    },
    {
      "surface_form": "puṇya",
      "lemma": "puṇya",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "पुण्य"
    },
    {
      "surface_form": "karmaṇām",
      "lemma": "karman",
      "grammar": "genitive masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "कर्मणाम्"
    },
    {
      "surface_form": "te",
      "lemma": "tad",
      "grammar": "nominative masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "ते"
    },
    {
      "surface_form": "dvandva",
      "lemma": "dvaṃdva",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "द्वन्द्व"
    },
    {
      "surface_form": "moha",
      "lemma": "moha",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "मोह"
    },
    {
      "surface_form": "nirmuktāḥ",
      "lemma": "nir-√muc",
      "grammar": "nominative masculine plural participle noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "निर्मुक्ताः"
    },
    {
      "surface_form": "bhajante",
      "lemma": "√bhaj",
      "grammar": "present indicative 3rd person plural verb",
      "senses_attested_in_panel": [
        {
          "sense": "मां परमात्मानं दृढव्रताः",
          "school": "advaita",
          "weight": 0.8,
          "witnesses": [
            "shankara"
          ]
        },
        {
          "sense": "।तत्र तेषां त्रयाणां भगवन्तं भजमानानां ज्ञातव्यविशेषान् उपादेयांश्च प्रस्तौति",
          "school": "viśiṣṭādvaita",
          "weight": 0.8,
          "witnesses": [
            "ramanuja",
            "vedantadeshika"
          ]
        },
        {
          "sense": "। मां भजन्तो दृश्यन्त इत्यर्थः।",
          "school": "śuddhādvaita",
          "weight": 0.8,
          "witnesses": [
            "vallabha"
          ]
        },
        {
          "sense": "मामित्युक्तम्",
          "school": "advaita-bhakti",
          "weight": 0.8,
          "witnesses": [
            "madhusudan"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "भजन्ते"
    },
    {
      "surface_form": "mām",
      "lemma": "mad",
      "grammar": "accusative singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "माम्"
    },
    {
      "surface_form": "dṛḍha",
      "lemma": "dṛḍha",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "दृढ"
    },
    {
      "surface_form": "vratāḥ",
      "lemma": "vrata",
      "grammar": "nominative masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "व्रताः"
    }
  ],
  "intertextual_panel": [
    {
      "verse": "9.32",
      "type": "lemma-family resonance",
      "score": 0.8887,
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      "verse": "9.23",
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    {
      "verse": "7.29",
      "type": "next-verse continuation",
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    },
    {
      "verse": "10.3",
      "type": "lemma-family resonance",
      "score": 0.8847,
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        "cosine": 0.8447,
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        "lemma_overlap": 8.2548,
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    },
    {
      "verse": "2.47",
      "type": "shared-vocabulary echo",
      "score": 0.8822,
      "feature_breakdown": {
        "cosine": 0.8522,
        "theme_graph": 0.0,
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        "lemma_overlap": 5.6007,
        "stem_prefix": 3.0
      }
    },
    {
      "verse": "15.5",
      "type": "lemma-family resonance",
      "score": 0.8814,
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        "cosine": 0.8414,
        "theme_graph": 0.0,
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        "lemma_overlap": 12.0513,
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    },
    {
      "verse": "9.20",
      "type": "lemma-family resonance",
      "score": 0.8808,
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        "lemma_overlap": 14.7682,
        "stem_prefix": 5.0
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    },
    {
      "verse": "9.29",
      "type": "lemma-family resonance",
      "score": 0.8804,
      "feature_breakdown": {
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        "lemma_overlap": 9.3049,
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    }
  ],
  "doctrinal_projections": {
    "advaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "shankara_7.28",
        "anandgiri_7.28"
      ],
      "score": 0.5,
      "divergence_note": "Advaita locates liberation in jñāna (knowledge), not bhakti per se; worship here is preparatory purification, not the terminal act.",
      "english_rendering": "Those whose accumulated sin (pāpa) has reached its end — thinned out and exhausted — are precisely the ones whose meritorious action (puṇya-karma) has purified the inner instrument (sattva-śuddhi). Freed from the dvandva-moha (the delusive pull of opposing pairs), they worship Me with dṛḍha-vrata (unwavering resolve) — which Śaṅkara glosses as the certainty born of complete renunciation: the conviction that Brahman alone is the paramārtha-tattva (ultimate reality), nothing else. They worship not for reward but because the obstacle — sin as cognitive distortion — has been removed, leaving direct apprehension."
    },
    "viśiṣṭādvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "ramanuja_7.28",
        "vedantadeshika_7.28"
      ],
      "score": 0.5,
      "divergence_note": "Uniquely, Rāmānuja names four distinct liberation-goals, implying diverse valid seekers; Śaṅkara collapses them all into jñāna.",
      "english_rendering": "Only those whose sin accumulated across many births (aneka-janma-arjita pāpa) — sin that is the very root of icchā-dveṣa (desire-aversion) and the primary obstruction to turning toward Me — has been exhausted can take shelter in Me as their sole refuge. Having done so, they become free from the guṇamaya moha (illusion woven of the three guṇas) and worship Me with dṛḍha-saṃkalpa (firm resolve) for one of four aims: liberation from old age and death, direct vision of the self freed from matter, supreme sovereignty, or attainment of Me directly. Rāmānuja emphasizes that this verse transitions into the three types of seekers enumerated next."
    },
    "dvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "madhva_7.28",
        "jayatirtha_7.28"
      ],
      "score": 0.5,
      "divergence_note": "Re-anchored to Madhva's *viparītāś ca* gloss and Jayatīrtha's resolution of the *gatārtha* objection and the *māyā-karaṇa-akāraṇatva / sva-doṣa* dilemma. Sanskrit phrases quoted verbatim from the bhāṣya.",
      "english_rendering": "*Viparītāś ca kecit santi* — there are also those of the contrary kind: this is what the verse announces. Madhva's gloss is a single move: having named four types of devotees at 7.16, the following verse (*uttaraṃ vākyam*) might seem redundant (*gatārtha*); Jayatīrtha answers that it is not, for a fresh doubt requires resolution. If *sarva-bhūtāni sammohaṃ yānti* — all beings fall into delusion — then the path of liberation (*mukti-mārgaḥ*) would seem foreclosed. The verse counters: *dvandva-moha-rahitāś ca kecit santi* — some indeed exist who are free of *dvandva-moha* (the delusion born of the pairs of opposites). These are the *puṇya-karmaṇaḥ* whose *pāpa* has reached its end (*anta-gataṃ pāpam*). A second question is also settled: does the *jīva* fail to seek Hari because *māyā* has no cause in Hari (*tvat-prapatter māyā-karaṇa-akāraṇatvāt*), or because of the *jīva*'s own fault (*sva-doṣāt*)? The verse answers that the obstruction is real and belongs to the *jīva* — *pañca-bheda* intact, the *paratantra jīva* distinct from *svatantra* Hari. When that real obstruction is gone, *bhajante māṃ dṛḍha-vratāḥ*: they worship with firm resolve, *bhakti* being the *jīva*'s own proper mode before its Lord."
    },
    "śuddhādvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "vallabha_7.28"
      ],
      "score": 0.5,
      "divergence_note": "Vallabha reverses the causal arrow: worship is not produced by removing sin — Kṛṣṇa's grace removes sin and the worshipping simply becomes visible.",
      "english_rendering": "Vallabha reads this verse with characteristic economy: it is not that virtue earns worship — rather, those seen to be worshipping Me are precisely those from whom the single obstruction, pāpa (here: the pratibandhaka, the blocker), has been removed. The emphasis falls on 'dṛḍha-vrata' as the quality Kṛṣṇa perceives in these devotees — they appear before Him as those who have already arrived. In Puṣṭi-mārga the initiative is always Kṛṣṇa's prasāda; merit clears only the obstruction, it does not earn the bhajana, which is itself Kṛṣṇa's gift."
    },
    "bhakti": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "sridhara_7.28"
      ],
      "score": 0.5,
      "divergence_note": "Śrīdhara's insertion of 'ekāntin' introduces the technical bhakti category of exclusive devotion, absent from Śaṅkara's and Madhva's readings.",
      "english_rendering": "Śrīdhara frames this verse as an explanatory answer: why are some people actually seen worshipping You when most fall into moha? Because for those habituated to meritorious conduct (puṇyācaraṇa-śīla), every pratibandhaka pāpa — every obstructing sin — has been destroyed. Free from the moha caused by dvandva (the opposing pairs of experience), they become ekāntins (single-pointed devotees) of firm resolve and worship Me. The word ekāntin is Śrīdhara's gloss on dṛḍha-vrata and carries technical weight: exclusive, unwavering orientation toward the Lord alone."
    },
    "advaita-bhakti": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "madhusudan_7.28"
      ],
      "score": 0.5,
      "divergence_note": "Madhusūdana uniquely specifies that pāpa blocks jñāna (knowledge), not merely devotion — unifying the jñāna and bhakti streams by making sin an epistemological rather than merely moral obstacle.",
      "english_rendering": "Madhusūdana resolves the apparent contradiction between 'all beings go into delusion' (earlier) and 'the four types worship Me': the general rule is moha; this verse states the exception — those who through accumulated merit across many births (aneka-janmasu puṇyācaraṇa-śīla) have exhausted the jñāna-pratibandhaka pāpa (sin specifically blocking knowledge). Freed spontaneously from dvandva-moha, they become 'ananya-śaraṇa' — of no other refuge — their resolve unshakeable because their conviction arises from pramāṇa-generated certainty, free from any residual doubt about validity. Such are the sукṛtins named earlier; they are the exception that proves the universal rule."
    }
  },
  "prosodic_information": {
    "meter": "anuṣṭubh",
    "meter_shift_from_previous": false,
    "meter_shift_to_next": true,
    "pragmatic_context": {
      "vocative": "",
      "preceding_question": "",
      "following_response": ""
    }
  },
  "theme_list_memberships": [
    {
      "list": "मदाश्रयः",
      "role": "supporting",
      "other_verses_in_list": [
        "7.1"
      ]
    },
    {
      "list": "मय्यासक्तमनाः",
      "role": "supporting",
      "other_verses_in_list": [
        "7.1",
        "9.34"
      ]
    }
  ],
  "audit_trail": {
    "substrate_version": "v2.6-frozen",
    "fitted_weights": {
      "a": 1.0,
      "b": 0.01,
      "e_v": 0.005,
      "z": 0.2,
      "h": 0.0,
      "th": 0.01
    },
    "corpus_provenance": {
      "mūla": "Belvalkar critical edition (BORI 1947), via Ambuda multi-witness",
      "panel_witnesses": [
        "bg-mula",
        "bg-shankara",
        "bg-ramanuja",
        "bg-madhva",
        "bg-vedantadeshika",
        "bg-vallabha",
        "bg-jayatirtha",
        "bg-anandgiri",
        "bg-sridhara",
        "bg-madhusudan"
      ]
    },
    "extraction_date": "2026-04-21",
    "score_methodology_documented_at": "Paper 1, Section II.B",
    "word_by_word_parser": "ByT5-Sanskrit-multitask (Nehrdich/Hellwig/Keutzer EMNLP 2024)",
    "post_generation_repairs": [
      {
        "date": "2026-05-03",
        "fix": "verb-lemma-misidentification (broader heuristic: prefix-√root canonical for all verb-tagged tokens)",
        "scope": "word_by_word[].lemma",
        "loci": [
          "gatam: gam -> √gam",
          "nirmuktāḥ: nirmuc -> nir-√muc",
          "bhajante: bhaj -> √bhaj"
        ]
      }
    ]
  },
  "so_what_questions": [
    "If meritorious action across many births is the precondition for freedom from dvandva-moha, what does this say about the role of incremental virtue — does it accumulate like capital, or does some threshold-crossing moment exhaust the obstruction?",
    "Śaṅkara says dṛḍha-vrata means 'certainty from complete renunciation'; Śrīdhara says it means ekāntin (single-pointed devotion) — are these compatible, or do they point toward irreducibly different liberation-structures?",
    "Rāmānuja lists four distinct aims — liberation from death, self-vision, sovereignty, union with God — as all legitimate motivations for this worship. What does it mean for a path to be simultaneously plural in aims and singular in method?",
    "Vallabha's reversal — Kṛṣṇa perceives the worshippers, not the worshippers earning worship — challenges all karma-causation readings. If bhajana is already Kṛṣṇa's gift, what is the function of puṇya-karma?",
    "Madhusūdana frames pāpa as blocking jñāna (knowledge) specifically, not just devotion. What kind of wrong action produces cognitive distortion rather than mere moral taint — and is this distinction recoverable in contemporary ethics?",
    "The verse is silent on time: how many births, how much merit? Schools disagree on whether this implies effort (Viśiṣṭādvaita: aneka-janma) or grace (Puṣṭi-mārga: Kṛṣṇa's initiative). What are the practical consequences of each view for a sincere practitioner today?",
    "Dvandva-moha is described as the root obstruction. The pairs listed elsewhere — pleasure-pain, gain-loss, honour-dishonour — are precisely the categories that govern market behaviour, political loyalty, and social identity. Is the verse diagnosing a civilizational condition, not just an individual one?"
  ],
  "everyday_applications": {
    "advaita": "Treat every act of ethical discipline — paying taxes honestly, keeping one's word under pressure, sitting with discomfort rather than reacting — not as virtue-accumulation for reward but as sattva-śuddhi (purification of the cognitive instrument). The goal is not to be good; it is to remove the static that prevents seeing clearly. When a decision is made without craving or aversion driving it, that is the taste of dvandva-mukti in daily life.",
    "viśiṣṭādvaita": "Rāmānuja's four aims — freedom from age and death, self-knowledge, mastery, union with the Lord — map onto real life goals: health, psychological insight, capability, and relationship with the sacred. The application is to examine your current aim honestly and then pursue it without shame, trusting that sincere taking-of-shelter (śaraṇam) is the common thread. Merit earned across many lives is already at work; your task is turning toward, not manufacturing worthiness.",
    "dvaita": "Dvaita's insistence on eternal difference between jīva and Brahman means every moment of honest worship — acknowledging dependence, not claiming self-sufficiency — is already the correct posture. In practice: do not conflate your clarity or competence with the source of grace. When work goes well, the reflex 'I did this' is precisely the moha this verse addresses. The application is to maintain the acknowledgement of difference even in success.",
    "śuddhādvaita": "Vallabha's teaching removes the burden of self-construction from the spiritual life. The everyday application is not 'I must accumulate merit' but 'What is obstructing the grace that is already flowing?' When you notice the absence of delight, spontaneity, or openness in your practice or work, the question is: what pratibandhaka (blocker) is present? Name it specifically — resentment, comparison, exhaustion — and remove it. The worship then resumes on its own.",
    "bhakti": "Śrīdhara's ekāntin points at the quality of undivided attention. In daily practice this means choosing one thread of engagement — a relationship, a craft, a form of service — and following it without hedging. The habitual splitting of attention between competing loyalties is itself a form of dvandva. Becoming an ekāntin in any domain — fully present without one eye on alternatives — is the embodied form of dṛḍha-vrata.",
    "advaita-bhakti": "Madhusūdana's framing — pāpa as blocking knowledge, not merely conduct — makes the everyday application epistemic: notice where your reasoning is structurally biased by desire or fear. A business decision made under pressure of loss, a relationship assessment distorted by hope for approval — these are jñāna-pratibandhaka pāpa in action. The practice is to pause before conclusions arrived at in agitated states, wait for the instrument to clear, and then assess. Pramāṇa-janitā vijñānā (certainty born of valid means of knowledge) is available, but only after the distortion is removed."
  },
  "primary_meaning": "Those whose sins have run their course, purified by lives of good action, are free from the confusion of opposites and worship Me with unshaken resolve."
}