~/nuro-ai-labs $ recall --about akhil
edinburgh ·

I build AI that remembers,
and tools that put it to work.
I run Nuro AI Labs in Edinburgh. I’m building Hypersave to help AI apps remember useful context. I also work on models that run on a laptop and tools for businesses.
01About
- My background is in business, and I taught myself machine learning. I like taking an idea far enough that someone can actually use it.
- Most of my work is about memory: what an AI system should keep, when it should look something up, and how small a model can be while still being useful.
- MSc International Business Management, Heriot-Watt University. Before that, a BBA from Amity University.
now
- 01Shipping Hypersave and Lumen.
- 02Training and evaluating small models that run on a laptop.
- 03Writing up PLMR properly.
02Selected work
all 26Hypersave API
Long-term memory API for AI apps and agents.
live · private2025 — nowLumen
Company brain: your team's knowledge, with sources.
live · private2026Eliot 9B
An open-weight model built to be an on-device Mac agent.
weights · private2026Resumely
AI resume builder with job matching.
live · open source2026Rewatch
Turn YouTube into a searchable knowledge base.
live · private2026Aethene Memory
Open-source memory infrastructure for AI agents.
open source2026
03Experience
full backgroundNuro AI Labsfounder & director
nov 2024 — nowA small, research-first AI lab working on how AI should remember: memory infrastructure, on-device models and tooling for agents.
- typescript
- python
- go
- rust
- convex
Unite Solarbuilds the software
ongoingA solar EPC business installing residential, commercial and industrial systems across Telangana. I build the software it runs on.
- react
- express
- supabase
- convex
- next.js
Outlier (Scale AI)llm evaluator
mar 2024 — dec 2024Evaluated and quality-checked large-language-model outputs against task-specific rubrics.
Medipax Healthcarebusiness analyst
jun 2021 — aug 2022Business analysis for a healthcare company. Before that, freelance web and graphic design throughout my degree.
04More from the lab
research05Stack
counted from the projectslanguages
- typescript7
- python7
- go2
- rust2
- swift1
- sql1
ai & models
- gemini6
- pytorch3
- mcp3
- mlx2
- lora2
- llama.cpp2
- vercel ai sdk2
- qlora1
- peft1
- unsloth1
- vllm1
- lm-eval-harness1
- openai1
- vertex ai1
backend & data
- convex8
- postgres4
- supabase4
- express3
- drizzle3
- zod3
- redis2
- hono2
- pgvector1
- bullmq1
- trpc1
- prisma1
- sqlite1
- mongodb1
frontend & apps
- next.js14
- react3
- tiptap2
- recharts2
- zustand2
- tailwind1
- radix1
- three.js1
- swiftui1
infra & quality
- stripe5
- docker4
- vitest4
- aws2
- vercel2
- github actions2
- playwright1
- pytest1