A civilisation's record, unread.
* Estimates from the National Mission for Manuscripts, Government of India.
† No production AI system combines grammar-level verification with an LLM pipeline — the academic groundwork is credited in "Why we're different."
"Suśruta Saṃhitā, Chapter 42, verse 7: a paste of turmeric sets the bone within three days."
Confident. Plausible. Untraceable.
Illustrative example of a hallucinated citation.
Splints of bamboo and bark, bandaging, immobilisation — Suśruta Saṃhitā, Cikitsā Sthāna, Ch. 3, Bhagna Cikitsā.
Named text. Named chapter. Honest confidence.
A pipeline that checks itself.
Pāṇini left Sanskrit ~4,000 grammar rules — precise enough to check a word's derivation, not guess it. We run them as a verification layer inside an LLM pipeline.
Today: Pāṇinian-style structured prompting over a frontier LLM. The full rule-engine parser — Pāṇini Verify v1 — is roadmap milestone 4.
Ask it anything.
The real pipeline in Demo mode — hand-verified answers, served offline.
Prefer full screen? Open the demo on its own page →
One engine, many futures.
Agriculture
Neem protocols and kuṇapajala biofertilizer from Vṛkṣāyurveda, linked to modern organic-farming trials.
→ Verified agronomy for India's organic transition.
Infrastructure & Engineering
Stepwell hydrology from śilpa śāstra texts — and the metallurgy that kept the Delhi Iron Pillar rust-free for 1,600 years.
→ Heritage engineering for sustainable construction.
Education
Līlāvatī arithmetic and Nyāya logic, taught interactively by a grammar-verified tutor.
→ Aligned with NEP's Indian Knowledge Systems mandate.
Sanskrit Revival — Word Derivation Explorer
Sanskrit is not dying — it was never machine-readable. Now it is.
Mathematics & Astronomy
π ≈ 3.1416 in 499 CE — flagged 'approximate' by Aryabhata himself. Earth's rotation, seven centuries before Copernicus.
→ From jyā to 'sine' to ISRO — a documented lineage.
Medicine & Research
Rabies documented down to hydrophobia, its fatal sign. No classical cure exists — the engine says so, every time.
→ Research leads for pharma R&D. Never treatment claims.
Historical documentation, never medical advice. Modern medicine is essential.
Precision is the product.
We name our predecessors: INRIA's Sanskrit Heritage. Hyderabad's Saṃsādhanī. What exists nowhere is their integration as live verification inside an LLM pipeline — prompted today, full parser at milestone 4.
Our engine says 'Medium confidence.'
It says 'the record does not say.'
It will never claim an ancient text cures cancer.
It cites the chapter and section — or it tells you it can't.
An AI that admits what it doesn't know is the whole point.