mnv.model epoch 0 · loss 2.310
talk to me like a

Manav Sinh (mnv): AI/ML student, Swift developer, builder

sampling · t = 1000σ = 1.00hover to add noise

Manav Sinh · B.Tech CSE (AI/ML) · Parul University, Vadodara

see Hound → see Fragments → AI agents · graph databases · Python · Swift · open source · GSoC 2026 aspirant

Who are you? Let the model route you.

Pick one. A tiny 5-6-5 network will run a forward pass and tell you where to start.

epoch 01 · self-attention

What I care about, one head at a time

Hover or tap a word to see what it attends to.

attention weight0 → 1
epoch 02 · featured project

Hound sniffs out money laundering

built by Team Musketeer WeMakeDevs × FalkorDB Graph Hacks 2026 tested on 71 synthetic alerts FalkorDB · Cypher · MCP · multi-agent code on GitHub →
alert A-0042 raised · 0 / 5 steps

    Illustrative replay with made-up accounts. The real Hound runs on FalkorDB with read-only queries, so agents can look but never change data.

    epoch 03 · featured project

    Fragments: draw yourself in

    Some projects are built to impress. Some are built to express. Fragments is mine.

    WWDC26 Swift Student ChallengeSwiftUI · PencilKit · AVFoundationcode on GitHub →

    Try it on the left: every stroke you draw moves the story forward, like in the app.

    epoch 04 · latent space

    My work, embedded

    Everything I do, placed by how related it is. Tap a point to see its nearest neighbours.
    projectskillcommunityinterest
    epoch 05 · history

    git log --me

    Hover or tap a commit for details. Newest first.
    manav@vadodara: ~/life
    $ git log --graph --oneline
      epoch 06 · inference

      Prompt me

      mnv.modelAsk me anything. I'm small, but I try.

      Scripted replies, so it's a lookup table pretending to be an LLM.

      mnv.model · v5psst: type "hire" anywheretrained on chai, Swift and Cypher querieshosted on GitHub Pages