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Building something around AI memory, agents or on-device models? I read everything that lands in my inbox.

work

The work behind the projects: building AI products, releasing models, and making software useful to a business.

Nuro AI Labs

nov 2024 — now

founder & director · edinburgh

A small, research-first AI lab working on how AI should remember: memory infrastructure, on-device models and tooling for agents.

  1. 01Building Hypersave, a multi-tenant memory API for AI apps and agents, plus its SDKs, developer platform and Lumen, a company-brain app built on top of it.
  2. 02Released open-weight models on Hugging Face: Eliot 9B (an on-device Mac agent), Auden 12B (receipts and invoices to tool calls) and AVALON-2B (a small Self-RAG model, co-authored with Naga Sri Arvapalli).
  3. 03Wrote PLMR, a research study on memory-routed segmentation for byte-level language models. The related application to Innovate UK's AI Champions: Frontier AI Phase 1 competition received 77% overall.
  4. 04Accepted into Techscaler (the Scottish Government's national startup programme), Microsoft for Startups, Google for Startups and NVIDIA Inception.
  • typescript
  • python
  • go
  • rust
  • convex
  • postgres
  • pytorch

builds the software · hyderabad

A solar EPC business installing residential, commercial and industrial systems across Telangana. I build the software it runs on.

  1. 01Built the franchise operations platform: an Express/TypeScript API over Supabase with 34 row-level-secured tables and 159 passing tests.
  2. 02Shipped customer KYC onboarding in which Gemini vision checks Aadhaar, PAN and cheque images and extracts their numbers, with an admin review portal.
  3. 03Automated quoting and detailed project reports: a server-side pricing and EMI engine, with branded Word documents generated by a headless Claude Code run.
  • react
  • express
  • supabase
  • convex
  • next.js
  • gemini

Outlier (Scale AI)

mar 2024 — dec 2024

llm evaluator · remote

Evaluated and quality-checked large-language-model outputs against task-specific rubrics.

  • llm evaluation
  • rubric design

Medipax Healthcare

jun 2021 — aug 2022

business analyst · india

Business analysis for a healthcare company. Before that, freelance web and graphic design throughout my degree.

  • analysis
  • sql
  • power bi

education

  • MSc International Business Management

    Heriot-Watt University, Edinburgh

    2023 — 2024
  • Bachelor of Business Administration

    Amity University, Hyderabad

    2018 — 2021

Machine learning and systems: self-taught, one shipped project at a time.

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