{
  "verse_id": "5.17",
  "mūla": {
    "devanāgarī": "तद्-बुद्धयस् तद्-आत्मानस् तन्-निष्ठास् तत्-परायणाः | गच्छन्त्य् अपुनर्-आवृत्तिं ज्ञान-निर्धूत-कल्मषाः",
    "iast": "tad-buddhayas tad-ātmānas tan-niṣṭhās tat-parāyaṇāḥ | gacchanty apunar-āvṛttiṃ jñāna-nirdhūta-kalmaṣāḥ",
    "chapter_position": "Chapter 5 (Karma-Sannyāsa-Yoga (The Yoga of Renunciation)), verse 17",
    "speaker": "Krishna",
    "addressed_to": "Arjuna"
  },
  "word_by_word": [
    {
      "surface_form": "tad",
      "lemma": "tad",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "तद्"
    },
    {
      "surface_form": "buddhayaḥ",
      "lemma": "buddhi",
      "grammar": "nominative masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "बुद्धयः"
    },
    {
      "surface_form": "tad",
      "lemma": "tad",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "तद्"
    },
    {
      "surface_form": "ātmānaḥ",
      "lemma": "ātman",
      "grammar": "nominative masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "आत्मानः"
    },
    {
      "surface_form": "tad",
      "lemma": "tad",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "तद्"
    },
    {
      "surface_form": "niṣṭhāḥ",
      "lemma": "niṣṭhā",
      "grammar": "nominative masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "निष्ठाः"
    },
    {
      "surface_form": "tad",
      "lemma": "tad",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "तद्"
    },
    {
      "surface_form": "parāyaṇāḥ",
      "lemma": "parāyaṇa",
      "grammar": "nominative masculine plural noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "परायणाः"
    },
    {
      "surface_form": "gacchanti",
      "lemma": "gam",
      "grammar": "present indicative 3rd person plural verb",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "गच्छन्ति"
    },
    {
      "surface_form": "apunar",
      "lemma": "apunar",
      "grammar": "",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "अपुनर्"
    },
    {
      "surface_form": "āvṛttim",
      "lemma": "āvṛtti",
      "grammar": "accusative feminine singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "आवृत्तिम्"
    },
    {
      "surface_form": "jñāna",
      "lemma": "jñāna",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "ज्ञान"
    },
    {
      "surface_form": "nirdhūta",
      "lemma": "nir-√dhū",
      "grammar": "compound participle (compound member)",
      "senses_attested_in_panel": [
        {
          "sense": "प्राचीन कल्मषाः तथाविधम् आत्मानम् अपुनरावृत्तिं गच्छन्ति",
          "school": "viśiṣṭādvaita",
          "weight": 0.8,
          "witnesses": [
            "ramanuja"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "निर्धूत"
    },
    {
      "surface_form": "kalmaṣāḥ",
      "lemma": "kalmaṣa",
      "grammar": "nominative masculine plural noun",
      "senses_attested_in_panel": [
        {
          "sense": "तथाविधम् आत्मानम् अपुनरावृत्तिं गच्छन्ति",
          "school": "viśiṣṭādvaita",
          "weight": 0.8,
          "witnesses": [
            "ramanuja"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "कल्मषाः"
    }
  ],
  "intertextual_panel": [
    {
      "verse": "10.4",
      "type": "cross-chapter thematic parallel",
      "score": 0.875,
      "feature_breakdown": {
        "cosine": 0.855,
        "theme_graph": 2.0,
        "vocative": 0.0,
        "substring": 0.0,
        "lemma_overlap": 0.0,
        "stem_prefix": 0.0
      }
    },
    {
      "verse": "3.3",
      "type": "cross-chapter thematic parallel",
      "score": 0.8692,
      "feature_breakdown": {
        "cosine": 0.8392,
        "theme_graph": 3.0,
        "vocative": 0.0,
        "substring": 0.0,
        "lemma_overlap": 0.0,
        "stem_prefix": 0.0
      }
    },
    {
      "verse": "5.16",
      "type": "next-verse continuation",
      "score": 0.8691,
      "feature_breakdown": {
        "cosine": 0.8591,
        "theme_graph": 1.0,
        "vocative": 0.0,
        "substring": 0.0,
        "lemma_overlap": 0.0,
        "stem_prefix": 0.0
      }
    },
    {
      "verse": "4.28",
      "type": "cross-chapter thematic parallel",
      "score": 0.8685,
      "feature_breakdown": {
        "cosine": 0.8585,
        "theme_graph": 1.0,
        "vocative": 0.0,
        "substring": 0.0,
        "lemma_overlap": 0.0,
        "stem_prefix": 0.0
      }
    },
    {
      "verse": "3.42",
      "type": "cross-chapter thematic parallel",
      "score": 0.8684,
      "feature_breakdown": {
        "cosine": 0.8584,
        "theme_graph": 1.0,
        "vocative": 0.0,
        "substring": 0.0,
        "lemma_overlap": 0.0,
        "stem_prefix": 0.0
      }
    },
    {
      "verse": "13.17",
      "type": "long-distance thematic echo",
      "score": 0.868,
      "feature_breakdown": {
        "cosine": 0.858,
        "theme_graph": 1.0,
        "vocative": 0.0,
        "substring": 0.0,
        "lemma_overlap": 0.0,
        "stem_prefix": 0.0
      }
    },
    {
      "verse": "7.20",
      "type": "cross-chapter thematic parallel",
      "score": 0.8674,
      "feature_breakdown": {
        "cosine": 0.8574,
        "theme_graph": 1.0,
        "vocative": 0.0,
        "substring": 0.0,
        "lemma_overlap": 0.0,
        "stem_prefix": 0.0
      }
    },
    {
      "verse": "13.11",
      "type": "long-distance thematic echo",
      "score": 0.8672,
      "feature_breakdown": {
        "cosine": 0.8572,
        "theme_graph": 1.0,
        "vocative": 0.0,
        "substring": 0.0,
        "lemma_overlap": 0.0,
        "stem_prefix": 0.0
      }
    }
  ],
  "doctrinal_projections": {
    "advaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "shankara_5.17",
        "anandgiri_5.17"
      ],
      "score": 0.5,
      "english_rendering": "Those whose intellect (buddhi) has entered Brahman itself — such that Brahman alone is their ātman, their total abiding, and their supreme refuge — reach non-return (apunar-āvṛtti), meaning the cessation of body-rebirth altogether. This is because knowledge (jñāna) has incinerated the root defect (kalmaṣa) — the avidyā-born cycle of saṃsāra — down to its cause. The renunciant (yati) who has abandoned all action in Brahman alone is precisely the one Kṛṣṇa is describing; the next verse will explain how such a paṇḍita actually perceives reality.",
      "divergence_note": "Śaṅkara: 'tad-ātmānaḥ tad eva paraṃ brahma ātmā yeṣāṃ te'; kalmaṣa = pāpādi-saṃsāra-kāraṇa-doṣa; apunar-āvṛtti = apunar-deha-sambandha"
    },
    "viśiṣṭādvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "ramanuja_5.17",
        "vedantadeshika_5.17"
      ],
      "score": 0.5,
      "english_rendering": "The four qualifications — intellect resolved on ātman-vision (tad-buddhi), mind absorbed in that object (tad-ātman), sustained practice directed there (tan-niṣṭhā), and the ātman as the only final resort (tat-parāyaṇa) — describe progressive intensification of upāsanā toward Bhagavān's cit-body. Through such continually cultivated knowledge, ancient defilement (prācīna-kalmaṣa) is expunged, and the sādhaka reaches the ātman in its own intrinsic form — the state from which no further return occurs. The goal named is the ātman itself standing in svarūpa, not an external destination.",
      "divergence_note": "Rāmānuja: 'tathāvidhāṃ ātmānam apunar-āvṛttiṃ gacchanti'; apunar-āvṛtti as svarūpa-avasthita ātman"
    },
    "dvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "madhva_5.17",
        "jayatirtha_5.17"
      ],
      "score": 0.5,
      "english_rendering": "This verse names the immediate proximate means (avyavahita-sādhana) to direct, non-inferential knowledge (aparokṣa-jñāna) of Hari as the supreme independent reality (svatantra). The fourfold qualification is not a merger but a perfected orientation of the jīva — eternally distinct — toward Hari's lordship; ignorance of that distinction is the kalmaṣa that jñāna removes. Non-return is thus release into Hari's service, not dissolution of the jīva's own substance.",
      "divergence_note": "Madhva: 'aparokṣa-jñāna-avyavahita-sādhanam āha tad-buddhaya iti' — verse frames proximate sādhana for direct Hari-realization; jīva-Brahman distinction remains eternal"
    },
    "śuddhādvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "vallabha_5.17"
      ],
      "score": 0.5,
      "english_rendering": "These knowers — whose intellect, self-sense, steadiness, and final resort all rest in that (tat, Kṛṣṇa himself) — are already liberated (muktāḥ); the verse is their portrait, not a prescription. Liberation here is obtained through knowledge of Brahman's own form (brahma-svarūpa-viṣayaka-jñāna) bestowed by Kṛṣṇa's prasāda (grace-gift); it is not self-earned. Kalmaṣa is dissolved not by ascetic effort but by the grace-kindled insight that reveals the world as Kṛṣṇa's own līlā-light.",
      "divergence_note": "Vallabha: 'tat-prasāda-labdhena jñānena brahma-svarūpa-viṣayakeṇa nirasta-kalmaṣā muktiṃ yānti'"
    },
    "bhakti": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "sridhara_5.17"
      ],
      "score": 0.5,
      "english_rendering": "This verse reveals the fruit (phala) of Īśvara-upāsanā as Śrīdhara names it directly: the four terms — intellect on That, mind on That, resolve in That, supreme resort in That — together constitute total God-centeredness. Through knowledge of the ātman obtained as prasāda from that very Īśvara, kalmaṣa is wholly expelled and the worshipper reaches mukti (apunar-āvṛtti). The sequence is devotional: upāsanā → prasāda → ātma-jñāna → liberation.",
      "divergence_note": "Śrīdhara: 'evaṃbhūta-īśvara-upāsanā-phalam āha'; 'tat-prasāda-labdhena ātma-jñānena nirdhūtaṃ kalmaṣaṃ yeṣāṃ'"
    },
    "advaita-bhakti": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "madhusudan_5.17"
      ],
      "score": 0.5,
      "english_rendering": "Madhusūdana reads the four qualifications as a reverse-ordered sādhana-stack: tat-parāyaṇa (supreme detachment, vairāgya) enables tan-niṣṭhā (śravaṇa-manana, vedānta-vicāra with sarva-karma-sannyāsa), which enables tad-ātman (nididhyāsana-ripeness removing viparīta-bhāvanā), which culminates in tad-buddhi (sākṣātkāra, the unmediated recognition). The jīva-Brahman distinction is a māyā-projection, not ultimate; the 'tad-ātman' qualifier distinguishes the wise who have shed deha-abhimāna from the ignorant who misidentify with body. Jñāna does not merely suppress kalmaṣa but uproots it at the root (samūlam unmūlita), severing even the cause of re-embodiment.",
      "divergence_note": "Madhusūdana: four-term reverse causation (uttarottarasya pūrva-pūrva-hetutva); 'jñānena anādi-avidyā-nivṛttyā tat-kārya-karma-kṣaye tan-mūlaka-punar-deha-grahaṇaṃ kathaṃ bhavet'"
    }
  },
  "prosodic_information": {
    "meter": "anuṣṭubh",
    "meter_shift_from_previous": false,
    "meter_shift_to_next": false,
    "pragmatic_context": {
      "vocative": "",
      "preceding_question": "",
      "following_response": ""
    }
  },
  "theme_list_memberships": [
    {
      "list": "आत्मा",
      "role": "supporting",
      "other_verses_in_list": [
        "6.6",
        "6.10",
        "6.29",
        "8.15",
        "9.34",
        "10.20",
        "11.3",
        "13.24"
      ]
    },
    {
      "list": "गच्छन्ति",
      "role": "supporting",
      "other_verses_in_list": [
        "8.24",
        "14.18"
      ]
    },
    {
      "list": "गच्छन्त्यपुनरावृत्तिम्",
      "role": "supporting",
      "other_verses_in_list": [
        "9.3"
      ]
    },
    {
      "list": "ज्ञान",
      "role": "supporting",
      "other_verses_in_list": [
        "1.1",
        "3.1",
        "3.2",
        "3.3",
        "3.26",
        "3.32",
        "3.33",
        "3.39",
        "3.40",
        "3.41",
        "4.6",
        "4.10",
        "4.19",
        "4.21",
        "4.23",
        "4.27",
        "4.28",
        "4.33",
        "4.34",
        "4.36",
        "4.37",
        "4.38",
        "4.39",
        "4.41",
        "4.42",
        "5.15",
        "5.16",
        "6.8",
        "6.46",
        "7.2",
        "7.6",
        "7.15",
        "7.16",
        "7.17",
        "7.18",
        "7.19",
        "7.20",
        "9.1",
        "9.12",
        "9.15",
        "9.24",
        "10.4",
        "10.5",
        "10.11",
        "10.25",
        "10.38",
        "12.12",
        "12.13",
        "12.14",
        "13.2",
        "13.11",
        "13.17",
        "13.18",
        "13.35",
        "14.1",
        "14.2",
        "14.6",
        "14.8",
        "14.9",
        "14.11",
        "14.16",
        "14.17",
        "15.10",
        "15.15",
        "16.1",
        "16.4",
        "16.15",
        "18.18",
        "18.19",
        "18.20",
        "18.21",
        "18.42",
        "18.50",
        "18.63",
        "18.70",
        "18.72"
      ]
    },
    {
      "list": "निष्ठा",
      "role": "supporting",
      "other_verses_in_list": [
        "1.1",
        "3.3",
        "17.1",
        "18.50"
      ]
    },
    {
      "list": "बुद्धि",
      "role": "supporting",
      "other_verses_in_list": [
        "2.19",
        "2.39",
        "2.41",
        "2.44",
        "2.49",
        "2.50",
        "2.51",
        "2.52",
        "2.53",
        "2.63",
        "2.65",
        "2.66",
        "3.1",
        "3.2",
        "3.3",
        "3.26",
        "3.40",
        "3.42",
        "4.18",
        "5.20",
        "5.28",
        "6.9",
        "6.21",
        "6.43",
        "7.4",
        "7.5",
        "7.10",
        "8.7",
        "10.4",
        "10.10",
        "12.8",
        "12.14",
        "13.5",
        "15.20",
        "18.16",
        "18.17",
        "18.30",
        "18.31",
        "18.32",
        "18.37",
        "18.49",
        "18.57"
      ]
    }
  ],
  "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": [
          "nirdhūta: nirdhū -> nir-√dhū"
        ]
      }
    ]
  },
  "so_what_questions": [
    "If tad-buddhi means 'intellect fully resolved in Brahman,' what distinguishes this from wishful thinking or self-hypnosis — and what does Śaṅkara's jñāna-mārga say about verifying that resolution is genuine?",
    "Rāmānuja places the ātman's own svarūpa as the destination rather than an external Brahman-locus — how does this shape Viśiṣṭādvaita's account of mokṣa as different from Advaita's dissolution-into-Brahman?",
    "Madhva insists jīva-Brahman distinction is eternal even in liberation; how then does 'non-return' (apunar-āvṛtti) function — what exactly does not return if the jīva persists?",
    "Vallabha reads the verse as describing the already-liberated rather than prescribing a path — what is the practical implication: can prasāda arrive before the fourfold orientation is established?",
    "Madhusūdana reverses the causal order of the four qualifications (each later term being cause of the earlier) — how does this change how a practitioner would sequence their sādhana compared with a linear reading?",
    "All six schools agree kalmaṣa (defilement) is removed by jñāna, but they differ on what kalmaṣa fundamentally is — avidyā (Advaita), prācīna-karma (Viśiṣṭādvaita), Hari-vismaraṇa (Dvaita), or prasāda-deprivation (Śuddhādvaita). What is at stake in each diagnosis?",
    "The verse's compound tat-parāyaṇa (That as the sole refuge) appears across schools yet means different things — Brahman-as-Self, Bhagavān-as-Lord, Hari-as-independent, Kṛṣṇa-as-grace-giver. How does a reader of the mūla alone know which tat is operative?"
  ],
  "everyday_applications": {
    "advaita": "When a decision or crisis demands your full attention, practice ekāgratā (one-pointedness) by asking 'What in this situation is the witnessing awareness, not the problem?' — training tad-buddhi. As the question shifts attention from content to the aware ground, notice how the urgency loses its grip. This is not escapism; it is the Śaṅkara move: locate the ātman-substrate before re-engaging action.",
    "viśiṣṭādvaita": "In any sustained work — parenting, a creative project, professional service — periodically ask whether the object of your effort is being held with tad-ātman quality: mind genuinely on the other person or craft rather than on the result you desire. Rāmānuja's point is that the quality of inner orientation during practice matters as much as the act itself; upāsanā is the gradual training of that orientation.",
    "dvaita": "When you feel competent and self-sufficient, the Dvaita corrective is to name aloud — even briefly — that the capacity you are exercising is borrowed from a source you did not create. This is not false humility; it is aparokṣa-sādhana in miniature: replacing the jīva's autonomous-self-sense with awareness of dependency on Hari. The practice is cognitive, habitual, and cumulative.",
    "śuddhādvaita": "Rather than treating spiritual practice as something you must accomplish, experiment with receiving your daily work as already given — prasāda already arrived. The Vallabha instruction is to shift from effortful striving to receptive acknowledgment: what intelligence, beauty, or flow showed up today that you did not manufacture? Name it. This is the everyday form of tat-prasāda-labdha-jñāna.",
    "bhakti": "Śrīdhara's Īśvara-upāsanā frame suggests building a daily anchor ritual — one act (a simple prayer, a moment of offering before meals, a pause before beginning work) that explicitly re-orients intellect, mind, resolve, and intention toward Īśvara. The four qualifications are not grand attainments; they are the cumulative deposit of small daily re-orientations done with sincerity.",
    "advaita-bhakti": "Madhusūdana's reverse-causation insight becomes practical: begin not with intellectual study but with vairāgya — actively loosening attachment to outcomes in one area of life right now. The sequence is: detachment enables stable vicāra (enquiry), which enables nididhyāsana (absorption), which enables sākṣātkāra. A practitioner who tries to meditate before cultivating detachment will find the meditation shallow. Start with the outer ring."
  },
  "primary_meaning": "Those whose intellect, self, steadiness, and final refuge all rest in That go to non-return, their impurities scoured away by knowledge."
}