Nyaya & Sign
Understand. Prepare. Agree.Legal learning, contextual assistance, document interpretation, and agreement workflows in one product.
I lead operations. I build platforms.
I believe technology should bring us closer.
KARYA Workforce, connected.
Real portal · sample-company records
PRAJÑĀ
01 / OPERATIONS 02 / INTELLIGENCE 03 / HUMAN POSSIBILITY
Workforce tools. Knowledge systems. Learning worlds.
These are the interfaces I’ve actually built.
From attendance to the next chapter
in someone’s career.
THE KNOWLEDGE PLATFORM Prajñā brings practical knowledge, country context, and source-backed answers into one place.
Explore PrajñāLegal learning, contextual assistance, document interpretation, and agreement workflows in one product.
A content workspace for creating, repurposing, reviewing, and preparing branded communication.
A physiotherapy learning environment with anatomy exploration, course context, and an AI study mentor.
The public home for a people-first vision of business, community, and shared responsibility.
The familiar face across my ecosystem.
Different systems underneath. A useful purpose for each.
MAHARISHI THE ADVAYA GUIDE Ask a question and Maharishi retrieves passages from the knowledge library, then shows where the answer came from. The default answer is assembled from source text.
Optional MiniLM embeddings improve meaning-based matching in a browser worker. An experimental WebLLM/Qwen mode can generate an explanation on compatible WebGPU devices; it is not the default assistant.
MiniSearch · JavaScript · React See the implementation
Inspect the real interface Leave balance, attendance, payslips, letters, and policies—Maharishi maps a supported question to the right record, with explicit choices when the question is ambiguous.
This is a read-only, rule-based record assistant. It does not send employee records to a language model or approve, edit, or delete them. Its value is reliable access to the right information.
JavaScript · Supabase · PostgreSQL RLS See the implementation
Inspect the real interface Whisper turns speech into text inside a browser worker. Reviewers can work with a transcript, check phrases, and record coaching observations.
A pretrained speech model performs transcription. Phrase checks are deterministic and people enter quality scores. This supports review without pretending that a model knows an employee’s performance.
Whisper · Transformers.js · Web Workers See the implementation
Inspect the real interface Different products need different assistants: a Socratic tutor, a document helper, a physiotherapy study mentor, or a brand-aware writing partner.
The provider depends on the product and configuration. Learning streams contextual tutoring; BPT retrieves course excerpts; Nyaya combines document guidance and OCR; Social adds brand context, planning, image workflows, and deterministic design rendering.
NVIDIA · Gemini · Groq · OpenRouter See the implementation
Inspect the real interface I design the workflows and build with AI assistance. The work includes model integration, retrieval, browser inference, and rule-based systems.
Learning OS brings concepts off the page.
Interactive simulations, Three.js scenes, and contextual tutoring.
Drag to orbit · Scroll normally to continue
Interactive excerpt adapted from Learning OS · schematic, not to
scale
This model uses the element and electron-shell data from my actual atomic-structure module. Change the element to see the model rebuild.
const protons = el.z;
const neutrons = el.a - el.z;
const electrons = el.z;
return {
protons,
neutrons,
electrons,
electronShells: el.shells
};
Pokémon has been part of my life through the games up to X & Y,
the stories, and a love for animals and the natural world.
That question became Setu: an India-inspired creature-bonding RPG. I’m building its world, encounters, battles, and systems with Phaser and TypeScript.
My own project, born from a fan’s love of exploration and companionship.
Explore the development story Independent work · not affiliated with Pokémon
Original artwork from the Advaya community My love for people, animals, and nature is part of the same belief: we are connected. Advaya and the Green Warriors community are ways of putting that belief to work.
“Love One Another.” For me, that includes all living beings.
I’m also working toward a proposed school in Balipara, Assam: exposure to eight domains, discovery of individual strengths, and a path toward specialization.
Read the community’s beliefs
From scaling a process from 15 to 250 people to building my own ecosystem, I’ve learned to take an idea through the difficult middle and make it useful. No hired development team—AI assistance, persistent learning, mostly free tools, paid domains/hosting, and one AI subscription.
Outside work: outdoor games, swimming, dancing, music, novels, space, new information, and getting to know people.
My full story, experience & ambitions
I’m open to leadership opportunities, thoughtful collaborations,
and people who want to make things better.