The Bhagavad Gītā has been read for more than a thousand years through several distinct doctrinal schools, each with a full bhāṣya on the same 700 verses. Śaṅkara's Advaita reads one verse one way; Rāmānuja's Viśiṣṭādvaita reads it another; Madhva, Vedānta Deśika, Vallabha, Madhusūdana Sarasvatī each have their own. The text holds these readings simultaneously — in Sanskrit, in the manuscript tradition, in the way teachers actually teach the Gītā in lineage. They are not noise to be averaged away. They are the architecture.
Print culture knew how to typeset this. Editions like the Mikra'ot Gedolot in the Jewish tradition, the Vilna Talmud, the apparatus of the NA28 New Testament — they put a central text in the middle of the page and the parallel commentaries around it, with witness pointers, so a serious reader can hold many legitimate readings in tension at once. The web, until recently, did not. Dense embeddings and single-translation summaries collapse the polysemy back into one committed rendering. The reader loses the lattice.
Sūtrakṛt-Gītā is an attempt to bring the parallel-edition discipline into a digital substrate. Each verse is rendered as a structured object: mūla in Devanāgarī and IAST, six commentary projections from the classical schools, witness pointers back to the underlying bhāṣya, and a per-verse audit trail of how each rendered field was derived. Embedding-based search runs on top of the substrate, not under it. Empirical anchor: when fit on a 970-cross-reference dataset and frozen, the substrate retrieves at 71.5% recall@4 on the fitting corpus and 71.6% on Śaṅkara's bhāṣya — i.e. it generalizes across schools rather than over-fitting to the one it was trained on.
The Sūtrakṛt-Gītā is one instantiation of a broader research practice. The diagnostic is the same in each domain: modernity, in pursuit of legibility, has compressed away a polysemy that was load-bearing — single-meaning translation in Sanskrit, single-statistic taxonomy in risk, single-summary completion in conversation, single-cycle thinking in capital allocation, the aesthetic integrating faculty that asks "is this actually good?" in software craft. The classical Indian frames — bhāṣya, guṇa, dhyāna, rasa, sahṛdaya, lineage, stratigraphy — are not decorative metaphors borrowed for atmosphere. They are operational architectures that already knew how to hold what modern instruments collapse, and they survive because the holding-pattern is what the corpus is for. The work, across its other strands, takes the same move into other domains: name the specific collapse, name the classical structure that preserves what got compressed, build it as actual technical architecture. The Sūtrakṛt-Gītā is the rendering for the Bhagavad Gītā: six bhāṣyas held in parallel by formal substrate, with witness pointers, instead of one committed translation that lets the polysemy dissolve.
The work sits inside Ekrasworks and the Living Deeply Foundation, with the engineering practice run through Doloop Digital. The mūla and per-school commentary objects are licensed CC-BY 4.0; the substrate code is MIT.
Author
Builds Ekrasworks and the Living Deeply Foundation from the San Francisco Bay Area. Founder of Doloop Digital (since 2016), an independent practice on intelligence-enabled transformation for knowledge-services businesses. Visiting faculty at IIM Ahmedabad, Ashoka University, and Plaksha; certified E-RYT 500.
Serves as Board Member, Resident Faculty and Dean at the Hindu Spiritual Care Institute (since 2018) and as a Trustee of the Graduate Theological Union in Berkeley.