{
  "verse_id": "3.9",
  "mūla": {
    "devanāgarī": "यज्ञार्थात्कर्मणोऽन्यत्र लोकोऽयं कर्मबन्धनः । तदर्थं कर्म कौन्तेय मुक्तसङ्गः समाचर",
    "iast": "yajñārthātkarmaṇo'nyatra loko'yaṃ karmabandhanaḥ | tadarthaṃ karma kaunteya muktasaṅgaḥ samācara",
    "chapter_position": "Chapter 3 (Karma-Yoga (The Yoga of Action)), verse 9",
    "speaker": "Krishna",
    "addressed_to": "Arjuna"
  },
  "word_by_word": [
    {
      "surface_form": "yat",
      "lemma": "yad",
      "grammar": "accusative neuter singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "यत्"
    },
    {
      "surface_form": "ca",
      "lemma": "ca",
      "grammar": "",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "च"
    },
    {
      "surface_form": "manyase",
      "lemma": "√man",
      "grammar": "present indicative 2nd person singular verb",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "मन्यसे"
    },
    {
      "surface_form": "bandha",
      "lemma": "bandha",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "बन्ध"
    },
    {
      "surface_form": "artha",
      "lemma": "artha",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "अर्थ"
    },
    {
      "surface_form": "tvāt",
      "lemma": "tva",
      "grammar": "ablative neuter singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "त्वात्"
    },
    {
      "surface_form": "karma",
      "lemma": "karman",
      "grammar": "nominative neuter singular noun",
      "senses_attested_in_panel": [
        {
          "sense": "। तस्मात् कर्मणः अन्यत्र अन्येन कर्मणा लोकः अयम् अधिकृतः कर्मकृत् कर्मबन्धनः कर्म बन्धनं यस्य सोऽयं कर्मबन्धनः लोकः न तु",
          "school": "advaita",
          "weight": 0.8,
          "witnesses": [
            "shankara"
          ]
        },
        {
          "sense": "न कार्यमिति वदन्ति तत्तदधिकृतविषयमपि न श्रौतमिति निर्णयमाह यज्ञार्थादिति",
          "school": "śuddhādvaita",
          "weight": 0.8,
          "witnesses": [
            "vallabha"
          ]
        },
        {
          "sense": "बन्धकत्वान्न कार्यमित्याहुस्तन्निराकुर्वन्नाह यज्ञार्थादिति",
          "school": "bhakti",
          "weight": 0.8,
          "witnesses": [
            "sridhara"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "कर्म"
    },
    {
      "surface_form": "na",
      "lemma": "na",
      "grammar": "",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "न"
    },
    {
      "surface_form": "kartavyam",
      "lemma": "kṛ",
      "grammar": "nominative neuter singular gdv noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "कर्तव्यम्"
    },
    {
      "surface_form": "iti",
      "lemma": "iti",
      "grammar": "",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "इति"
    },
    {
      "surface_form": "tat",
      "lemma": "tad",
      "grammar": "nominative neuter singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "तत्"
    },
    {
      "surface_form": "api",
      "lemma": "api",
      "grammar": "",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "अपि"
    },
    {
      "surface_form": "asat",
      "lemma": "asat",
      "grammar": "nominative neuter singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "असत्"
    },
    {
      "surface_form": "katham",
      "lemma": "katham",
      "grammar": "",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "कथम्"
    },
    {
      "surface_form": "yajña",
      "lemma": "yajña",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "यज्ञ"
    },
    {
      "surface_form": "arthāt",
      "lemma": "artha",
      "grammar": "ablative neuter singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "अर्थात्"
    },
    {
      "surface_form": "karmaṇaḥ",
      "lemma": "karman",
      "grammar": "ablative neuter singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "कर्मणः"
    },
    {
      "surface_form": "anyatra",
      "lemma": "anyatra",
      "grammar": "",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "अन्यत्र"
    },
    {
      "surface_form": "lokaḥ",
      "lemma": "loka",
      "grammar": "nominative masculine singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "लोकः"
    },
    {
      "surface_form": "ayam",
      "lemma": "idam",
      "grammar": "nominative masculine singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "अयम्"
    },
    {
      "surface_form": "karma",
      "lemma": "karman",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [
        {
          "sense": "। तस्मात् कर्मणः अन्यत्र अन्येन कर्मणा लोकः अयम् अधिकृतः कर्मकृत् कर्मबन्धनः कर्म बन्धनं यस्य सोऽयं कर्मबन्धनः लोकः न तु",
          "school": "advaita",
          "weight": 0.8,
          "witnesses": [
            "shankara"
          ]
        },
        {
          "sense": "न कार्यमिति वदन्ति तत्तदधिकृतविषयमपि न श्रौतमिति निर्णयमाह यज्ञार्थादिति",
          "school": "śuddhādvaita",
          "weight": 0.8,
          "witnesses": [
            "vallabha"
          ]
        },
        {
          "sense": "बन्धकत्वान्न कार्यमित्याहुस्तन्निराकुर्वन्नाह यज्ञार्थादिति",
          "school": "bhakti",
          "weight": 0.8,
          "witnesses": [
            "sridhara"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "कर्म"
    },
    {
      "surface_form": "bandhanaḥ",
      "lemma": "bandhana",
      "grammar": "nominative masculine singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "बन्धनः"
    },
    {
      "surface_form": "tad",
      "lemma": "tad",
      "grammar": "compound (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "तद्"
    },
    {
      "surface_form": "artham",
      "lemma": "artha",
      "grammar": "accusative masculine singular noun",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "अर्थम्"
    },
    {
      "surface_form": "karma",
      "lemma": "karman",
      "grammar": "accusative neuter singular noun",
      "senses_attested_in_panel": [
        {
          "sense": "। तस्मात् कर्मणः अन्यत्र अन्येन कर्मणा लोकः अयम् अधिकृतः कर्मकृत् कर्मबन्धनः कर्म बन्धनं यस्य सोऽयं कर्मबन्धनः लोकः न तु",
          "school": "advaita",
          "weight": 0.8,
          "witnesses": [
            "shankara"
          ]
        },
        {
          "sense": "न कार्यमिति वदन्ति तत्तदधिकृतविषयमपि न श्रौतमिति निर्णयमाह यज्ञार्थादिति",
          "school": "śuddhādvaita",
          "weight": 0.8,
          "witnesses": [
            "vallabha"
          ]
        },
        {
          "sense": "बन्धकत्वान्न कार्यमित्याहुस्तन्निराकुर्वन्नाह यज्ञार्थादिति",
          "school": "bhakti",
          "weight": 0.8,
          "witnesses": [
            "sridhara"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "कर्म"
    },
    {
      "surface_form": "kaunteya",
      "lemma": "kaunteya",
      "grammar": "vocative masculine singular noun",
      "senses_attested_in_panel": [
        {
          "sense": "मुक्तसङ्गः कर्मफलसङ्गवर्जितः सन् समाचर निर्वर्तय",
          "school": "advaita",
          "weight": 0.8,
          "witnesses": [
            "shankara"
          ]
        },
        {
          "sense": "त्वं कर्मण्यधिकृतो मुक्तसङ्गः सन्समाचर सम्यक् श्रद्धादिपुरःसरमाचर",
          "school": "advaita-bhakti",
          "weight": 0.8,
          "witnesses": [
            "madhusudan"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "कौन्तेय"
    },
    {
      "surface_form": "mukta",
      "lemma": "√muc",
      "grammar": "compound participle (compound member)",
      "senses_attested_in_panel": [],
      "theme_lists": [],
      "surface_devanagari": "मुक्त"
    },
    {
      "surface_form": "saṅgaḥ",
      "lemma": "saṅga",
      "grammar": "nominative masculine singular noun",
      "senses_attested_in_panel": [
        {
          "sense": "तस्मात् सङ्गात् मुक्तः सन् समाचर",
          "school": "viśiṣṭādvaita",
          "weight": 0.8,
          "witnesses": [
            "ramanuja"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "सङ्गः"
    },
    {
      "surface_form": "samācara",
      "lemma": "sam-√ācar",
      "grammar": "present imperative 2nd person singular verb",
      "senses_attested_in_panel": [
        {
          "sense": "निर्वर्तय",
          "school": "advaita",
          "weight": 0.8,
          "witnesses": [
            "shankara"
          ]
        },
        {
          "sense": "तत्र आत्मप्रयोजनसाधनतया",
          "school": "viśiṣṭādvaita",
          "weight": 0.8,
          "witnesses": [
            "ramanuja"
          ]
        }
      ],
      "theme_lists": [],
      "surface_devanagari": "समाचर"
    }
  ],
  "intertextual_panel": [
    {
      "verse": "3.22",
      "type": "cross-chapter thematic parallel",
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      "feature_breakdown": {
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        "lemma_overlap": 9.6366,
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    },
    {
      "verse": "18.60",
      "type": "long-distance thematic echo",
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    },
    {
      "verse": "3.24",
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    },
    {
      "verse": "11.37",
      "type": "lemma-family resonance",
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    },
    {
      "verse": "3.19",
      "type": "cross-chapter thematic parallel",
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    },
    {
      "verse": "18.9",
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    },
    {
      "verse": "9.9",
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    },
    {
      "verse": "3.1",
      "type": "lemma-family resonance",
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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_3.9",
        "anandgiri_3.9"
      ],
      "score": 0.5,
      "english_rendering": "Śaṅkara anchors yajña-artha in the Taittirīya Śruti 'yajño vai viṣṇuḥ' (yajña is indeed Viṣṇu): action done for that Lord is yajñārtha-karma (sacrificial action), and only such action does not bind. Any other action — performed by one who is karmādhikṛta (qualified for ritual) for personal fruit — makes this world karmabandhanā (bound by action). The instruction to Arjuna is surgical: act, but as mukta-saṅga (free of attachment to fruits), discharging karma as a pure offering to Īśvara, so that it functions as an antecedent purification (citta-śuddhi) and not a new link in the causal chain of rebirth.",
      "divergence_note": "yajño vā viṣṇuḥ (Tai. Saṃ. 1.7.4) cited; tad-arthaṃ karmādhikṛtena kartavyam",
      "commentator": "Śaṅkarācārya"
    },
    "viśiṣṭādvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "ramanuja_3.9",
        "vedantadeshika_3.9"
      ],
      "score": 0.5,
      "english_rendering": "Rāmānuja reads a two-tier structure: the subsidiary acts (earning, procuring materials) that support yajña-ādi (sacrifice and prescribed rites) are themselves yajñārtha-karma when performed as śeṣa (subordinate service) to Bhagavān; but those same acts, when performed for ātmīya-prayojana (one's own ends), become karmabandhanā. The escape from bondage is not renunciation of the acts but reorientation of motive — performing them as kainkarya (loving service), free from saṅga toward the self as the beneficiary. Bhagavān, thus worshipped through karma, cuts through the anādi-karma-vāsanā (beginningless impressions of past action) and grants unobstructed ātma-darśana (vision of the self).",
      "divergence_note": "ātmīya-prayojana-śeṣabhūte karmaṇi karmabandhanā; yajñādibhiḥ paramapuruṣaḥ ārādhitaḥ karmavāsanāṃ samucchidya ātmāvalokanam dadāti",
      "commentator": "Rāmānujācārya"
    },
    "dvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "madhva_3.9",
        "jayatirtha_3.9"
      ],
      "score": 0.5,
      "english_rendering": "Madhva cites the Mahābhārata maxim 'karmaṇā badhyate jantuḥ' (the creature is bound by action) and immediately resolves it: yajña is Viṣṇu, and action offered to Viṣṇu with saṅga-rahitatā (complete freedom from attachment) is not a binding agent. The qualifier mukta-saṅga is glossed with the Muṇḍaka Śruti 'kāmān yaḥ kāmayate' — liberation goes to one who craves nothing — and cross-referenced with later Gītā verses (18.12 on undesired/desired fruits; 18.6 on even prescribed acts as surrendered). The jīva (individual soul) is eternally distinct from Viṣṇu/Hari; worship is not merger but dependent service — acts done outside that dependent relationship, even good ones, remain binding.",
      "divergence_note": "yajño viṣṇuḥ; mukta-saṅgena saṅga-viśeṣaṇāt kāmān yaḥ kāmayate (Muṇḍ. 3.2.2) śrutiḥ; etānyapi tu karmāṇi 18.6",
      "commentator": "Madhvācārya"
    },
    "śuddhādvaita": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "vallabha_3.9"
      ],
      "score": 0.5,
      "english_rendering": "Vallabha opens by naming the Sāṃkhya interlocutor explicitly — those who argue that since karma binds the ātman it should be abandoned — and rejects this for even the adhikṛta (qualified ritualist). His key move: veda's primary karmayajña is itself Bhagavān-rūpa (Bhagavān's own form), so the boundary between yajña and the Worshipped is dissolved. Bondage arises only in kāmya-karma (desire-driven acts) or para-dharma (another's prescribed duty). The deciding criterion is buddhi: if the performer grasps that the act is Bhagavān's own līlā (divine play), it does not bind at all; if performed without that understanding, all forms of bondage remain possible. In prema-bhakti (loving devotion), Hari himself acts — there is no separate 'instrument'.",
      "divergence_note": "yajñarūpo hariḥ karmopāstikāṇḍe; buddhvā cet kurute karma tad-bandhakaṃ na hi; premabhaktau tu svayaṃ hīty ānārthakyaṃ na yujyate",
      "commentator": "Vallabhācārya"
    },
    "bhakti": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "sridhara_3.9"
      ],
      "score": 0.5,
      "english_rendering": "Śrīdhara is the most economical voice: the verse refutes the Sāṃkhya position that all karma binds and must be dropped. Yajña = Viṣṇu (the Taittirīya Śruti again), so 'yajñārtha-karma' means precisely Viṣṇu-ārādhana (worship of Viṣṇu). This world is karmabandhanā in all other action, not in Īśvara-ārādhana-karma (action meant for worship of the Lord). The prescription is terse and devotional: perform karma for Viṣṇu's pleasure (viṣṇu-prīty-artham), as niṣkāma (desire-free), and it liberates rather than binds. No elaborate metaphysical scaffolding — the emphasis is on Viṣṇu-prīti as both the means and the immediate transformative end.",
      "divergence_note": "yajño'tra viṣṇuḥ — yajño vā viṣṇuḥ śruteḥ; īśvarārādhanārthaṃ karmaṇā na badhyate; viṣṇuprītyarthaṃ niṣkāmaḥ samyag-ācarā",
      "commentator": "Śrīdhara Svāmī"
    },
    "advaita-bhakti": {
      "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
      "key_cross_references": [],
      "witness_passages": [
        "madhusudan_3.9"
      ],
      "score": 0.5,
      "english_rendering": "Madhusūdana addresses the mumukṣu (liberation-seeker) who has internalized 'karmaṇā badhyate jantuḥ' and concludes karma should be abandoned. He confirms the logic — karma does bind — but qualifies the domain: yajña is paramēśvara (the Supreme Lord, as Śruti establishes), and action done as tad-ārādhana (His worship) is structurally different from action done for the karmādhikārī's own ends. He adds a devotional texture absent in Śaṅkara: perform with śraddhā-ādi (śraddhā and related qualities foremost), not merely with detachment. The synthesis is precise — Advaita's cosmological identification of yajña with Brahman, layered with Bhakti's insistence that śraddhā and love are what actualise the liberation embedded in the act.",
      "divergence_note": "yajñaḥ parameśvaraḥ — yajño vā viṣṇuḥ śruteḥ; karmādhikārī karmabandhanā; śraddhā-ādi-puraḥsaram ācarā",
      "commentator": "Madhusūdana Sarasvatī"
    }
  },
  "prosodic_information": {
    "meter": "anuṣṭubh",
    "meter_shift_from_previous": false,
    "meter_shift_to_next": true,
    "pragmatic_context": {
      "vocative": "Kaunteya",
      "preceding_question": "",
      "following_response": ""
    }
  },
  "theme_list_memberships": [
    {
      "list": "कर्तव्य",
      "role": "supporting",
      "other_verses_in_list": [
        "3.19",
        "3.22",
        "4.16",
        "18.6"
      ]
    },
    {
      "list": "कौन्तेय",
      "role": "supporting",
      "other_verses_in_list": [
        "1.27",
        "2.14",
        "2.37",
        "2.60",
        "3.39",
        "5.22",
        "6.35",
        "7.8",
        "8.6",
        "8.16",
        "9.7",
        "9.10",
        "9.23",
        "9.27",
        "9.31",
        "13.1",
        "13.31",
        "14.4",
        "14.7",
        "16.20",
        "16.22",
        "18.48",
        "18.50",
        "18.60"
      ]
    },
    {
      "list": "मन्यसे",
      "role": "supporting",
      "other_verses_in_list": [
        "2.19",
        "2.26",
        "11.4",
        "18.59"
      ]
    },
    {
      "list": "समाचर",
      "role": "supporting",
      "other_verses_in_list": [
        "3.19",
        "3.23",
        "3.24",
        "3.26"
      ]
    }
  ],
  "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": [
          "manyase: man -> √man",
          "mukta: muc -> √muc",
          "samācara: samācar -> sam-√ācar"
        ]
      },
      {
        "date": "2026-05-05",
        "fix": "mula_avataranika_contamination_strip",
        "scope": "mula.iast, mula.devanagari",
        "old_iast_head": "yac ca manyase bandhārthatvāt karma na kartavyam iti tad apy asat | katham ? yajñārthāt karmaṇo 'nyatra loko 'yaṃ karma-",
        "new_iast": "yajñārthātkarmaṇo'nyatra loko'yaṃ karmabandhanaḥ | tadarthaṃ karma kaunteya muktasaṅgaḥ samācara",
        "source": "sd_bgnew.itx (sanskritdocs.org BG mula, ITRANS) via indic_transliteration",
        "reason": "parser fallback path concatenated commentator avataranika prose into mula; manifested as stray '?' or ',' in canonical text; first detected during bandha-matrix render audit",
        "open_followups": [
          "word_by_word may carry avataranika tokens; needs separate sandhi-aware reconciliation pass against cleaned mula",
          "audit_trail.corpus_provenance claims Belvalkar/Ambuda but parser fallback used commentary; provenance is mis-stated for affected verses"
        ]
      },
      {
        "date": "2026-05-05",
        "fix": "meter_relabel",
        "scope": "prosodic_information.meter",
        "from": "other",
        "to": "anuṣṭubh",
        "source": "syllabification analysis by prosodic-caesura subagent (Macdonell §504-520, Apte App I)",
        "reason": "originally labeled 'other'; verse scans as anuṣṭubh (4 pādas × 8 syllables)"
      }
    ]
  },
  "so_what_questions": [
    "If yajña = Viṣṇu (all schools cite the same Śruti), why do the schools reach such different conclusions about what actions qualify as 'yajñārtha' — must it be a Vedic rite, or can earning a livelihood count?",
    "Madhva insists the jīva remains eternally distinct from Hari even in liberated service; Vallabha says Hari himself acts in prema-bhakti. Is liberation an asymptotic approach or a dissolution of agency, and what practical difference does it make for how one acts?",
    "Śaṅkara's 'mukta-saṅga' is citta-śuddhi (inner purification) as a ladder to jñāna (knowledge), not a permanent mode. Rāmānuja's is permanent kainkarya (service). Does the verse's motive for detachment change the architecture of the spiritual path?",
    "Vallabha's criterion — 'if one understands the act as Bhagavān's līlā it does not bind' — places the binding or non-binding entirely in the buddhi (intellect/understanding). Does this mean ignorance is the only real bondage, and if so, what role does ritual action play at all?",
    "Rāmānuja's gloss extends yajñārtha to include the subsidiary material acts (procurement, preparation) that support yajña. Where does this expansion stop — can any secular work be redeemed by sufficiently pure intention?",
    "All six commentators agree that loka (world/people) is the class bound by non-yajña karma. Does 'this world' (loko'yam) imply that bondage is the statistical default for human beings, and liberation structurally rare — or is the verse an open invitation?",
    "Madhusūdana adds śraddhā (faith) as the qualifier that Śaṅkara omits. Is śraddhā a psychological supplement to detachment, or is it constitutive — can action be truly yajñārtha without it?"
  ],
  "everyday_applications": {
    "advaita": "Before each professional task, pause and consciously re-dedicate the work to Īśvara — not as a ritual formula but as a genuine bhāvanā (mental reorientation) that severs the rope between output and ego. When the task ends, release the fruit completely: no rumination on whether it was praised or criticized. The work becomes karma-yoga as citta-śuddhi — the repeated letting-go trains the mind toward the steadiness required for jñāna-vicāra (inquiry into the nature of the self).",
    "viśiṣṭādvaita": "Treat the entire workflow — from sourcing materials or preparing for a meeting to delivering the final output — as a chain of śeṣa-bhāva (servant-posture) acts, each subordinate to Bhagavān as the ultimate receiver. When negotiating a fee or managing resources (Rāmānuja's 'dravyārjana'), ask: am I doing this to expand my domain, or to better serve the larger yajña? The reorientation need not be verbal; it lives in the motivation layer, and Bhagavān's grace progressively unwinds the deep karmic impressions one carries from past lives.",
    "dvaita": "Structure daily work as direct, named worship of Hari: at the start of any significant task, explicitly acknowledge that you are the jīva (dependent soul) and Hari is the prabhu (master). Do not blur the asymmetry — Madhva's insistence on eternal difference means the posture of dependency is permanent, not a training wheel. Examine desires around outcomes carefully: the binding agent is saṅga with a specific desired result. Even duties prescribed by one's station (svadharma) must be discharged without the 'this fruit should come to me' clause.",
    "śuddhādvaita": "Cultivate the understanding that your skill, your effort, and the result are all Kṛṣṇa's own svarūpa-śakti (innate power) in motion — you are the instrument of Bhagavān's self-expression, not its author. When you catch yourself calculating whether an effort will be 'worth it', that is the moment of para-dharma or kāmya-karma creeping in. In prema-bhakti, even the smallest act — cooking, cleaning, writing — is offered as prasāda-seva (service of the offering), and Kṛṣṇa receives it. The daily practice is to shift from 'I made this' to 'this happened through me as Bhagavān's līlā.'",
    "bhakti": "Keep it simple: before beginning any recurring duty, silently dedicate it to Viṣṇu's prīti (pleasure). This does not require elaborate internal architecture — Śrīdhara's voice is spare and devotional. The practice is niṣkāmatā (desirelessness) paired with Viṣṇu-smaraṇa (remembrance of Viṣṇu). Over time, the habit of Viṣṇu-smaraṇa at the opening and closing of each activity becomes a continuous thread that transforms ordinary karma into yajñārtha-karma without disrupting external form or profession.",
    "advaita-bhakti": "Bring śraddhā (trust, conviction) into the act itself — not merely detachment from results but a warm belief that the Lord receives the work. Madhusūdana's added layer means mechanical niṣkāmatā without śraddhā is incomplete; the work must be done 'śraddhā-ādi-puraḥsaram' (led by faith and related qualities). Practically: at moments of doubt, anxiety, or fatigue during a task, invoke Kṛṣṇa's presence as parameśvara before resuming — this is not superstition but the Advaita-grounded recognition that the substrate of the work is Brahman, and the bhakti adds the relational warmth that keeps the practice sustainable."
  },
  "primary_meaning": "Work done as an offering to the Lord does not bind you, but any other action chains you to this world, so act for that purpose alone, free from attachment."
}