A small, research-first AI lab working on how AI should remember: memory infrastructure, on-device models and tooling for agents.
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.
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).
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.
04Accepted into Techscaler (the Scottish Government's national startup programme), Microsoft for Startups, Google for Startups and NVIDIA Inception.
A solar EPC business installing residential, commercial and industrial systems across Telangana. I build the software it runs on.
01Built the franchise operations platform: an Express/TypeScript API over Supabase with 34 row-level-secured tables and 159 passing tests.
02Shipped customer KYC onboarding in which Gemini vision checks Aadhaar, PAN and cheque images and extracts their numbers, with an admin review portal.
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.