---
title: "Now"
description: "Updated 2026-09-29."
canonical: "https://www.ayushrai.site/now/"
last-updated: "2026-08-08"
---

# Now

Source: https://www.ayushrai.site/now/
Markdown: https://www.ayushrai.site/now.md

Updated 2026-09-29.

Last updated: 2026-09-29. Page date: 2026-08-08.

## Working on

- Independent AI evaluation and product building (FoCDoT role ended August 2025)
- The Open Framework, a public front-end prototype for civil-society coordination
- AyushMushrooms — agrotech brand MVP (content, leads, future shop readiness)
- AGENYRA, a distribution layer for AI products, still early and stage-labeled
- MedVoice, voice-assisted wholesale billing with deterministic tax and confirmation

## Researching

- Consent, verification, and trust patterns for NGO / donor discovery (Open Framework)
- Practical eval criteria for code-oriented LLM outputs

## Learning

- Stricter product thinking around DPI-like systems (auditability, RBAC, longevity)
- Where a model must stop in a billing workflow, and where a product stage label has to stay narrow

## Thinking

- How to talk about AI work without borrowing other orgs' brand names as status
- What 'selected work' should mean on a personal site, fewer items, clearer roles
- Keeping research notes honest: investigation ≠ publication

## Reading

- Notes and specs around DPDP-aligned consent and audit logs
- Build logs and architecture notes for Open Framework and AyushMushrooms

## Priorities

- Ship and document real systems over polishing vanity copy
- Keep public claims cautious and evidence-linked
- Keep Open Framework, AGENYRA, and MedVoice stage boundaries visible as they move
- Write short notes from product and AI eval learnings

_Unverified award metrics are omitted. Wording matches the public site._