Roadmap

Where I am, where I'm heading

Latest update

6 Jun 2026Sanskrit / Gītā project kicked off. Corpus verified (701 verses · 16-voice commentary Council). Scope locked — grounded LLM+RAG, no model-training. Architecture drafted: wisdom-node schema · convergence law · citation-grounded generation. Next: Chapter 2 → nodes.

The streams

Today: Canonical Gītā corpus pulled + verified — 701 verses · IAST · word-by-word meaning · 5 English + 2 Hindi translations + a 16-voice commentary Council. Scope + architecture locked: grounded LLM+RAG, fidelity-checked, never invented.

→Chapter 2 → structured wisdom nodes

→Purport (the WHY) synthesized across the 16 commentaries

→Common-man simplification + Indian-language fan-out

→Recitation (TTS) + a seeker's Q&A in their own language

Today: Push-to-talk dictation tool built + verified (on-device speech-to-text). Vocabulary correction for domain terms.

→Live dictation in daily use (offline)

→Read-aloud (TTS)

→Speaker + prosody awareness (SHRUTI)

→Long-form relay + on-demand ensemble

Today: Phase-1 pipeline built: detect → extract → classify (6 domains) → writer ID, across Indian languages.

→Real-document integration testing

→Wire as 2nd perception path

→PaddleOCR (cheaper image OCR)

→Authorship + tone analysis

Today: Architecture proven via an image-grading POC: grade, detect, confidence, orchestration, compliance gate.

→Image-grading to <5% human correction

→MVP #1 Retail Out-of-Stock

→MVP #2 Vehicle Damage

→AXIOM governance MVP

The Wisdom AI pipeline

A śloka, carried to the common person in every Indian language — fidelity-checked at every step, never invented. Read through three lenses:

L · Layers — what kind of capability — substrate → corpus → interpretation → distribution
M · Micro-steps — what runs on each verse — the M-pipeline below
S · Stages — how far we've scaled — proof → chapter → languages → all 701

M1 Segment per-verse records supplied

M3 Verify checked vs a canonical source build

M4 Transliterate Devanāgarī → IAST supplied

M5 Anvaya word-by-word meaning supplied

M6 Literal plain Sanskrit → English / Hindi supplied

M7 Purport the WHY, across 16 commentaries build

M8 Fan-out into every Indian language build

M9 Simplify for the common person build

M10 Recite read-aloud (TTS) rent

M11 Nodes structured wisdom nodes build

build = our work · supplied = already in the public-domain corpus · rent = an existing tool. Our build is just the four "build" steps — everything else is given or bought.

Horizon

Now → 1 monthVoice dictation in daily use · Text AI integration testing · Gītā Chapter 2 into wisdom nodes · website as the live shopfront

1 → 3 monthsFirst productized CV vertical (Retail OOS) · TTS + SHRUTI senses · Gītā simplified into 2–3 Indian languages · Personal AI Twin intent capture

3 → 6 monthsSecond CV vertical + AXIOM · cross-modal intelligence · all 701 verses, multi-language + recitation · multi-user readiness