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yeah i code
🦦
yeah i code

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PratikRai0101/README.md
Ruins Backdrop

Pratik Rai

21 · Engineer · Researcher

I build AI agent infrastructure — agent runtimes, memory systems, and multi-agent orchestration that run locally, without a proprietary cloud SDK. I contribute to open-source AI infrastructure (mem0, OpenClaw) and have shipped production Web3 and IoT systems.

twitter · linkedin · portfolio · résumé · email


current work

  • NeoSwarm — local multi-agent orchestrator: a team-lead agent delegating to parallel workers, native Python agent loop, zero cloud SDK.
  • OpenLog — AI-native release manager that turns raw commits into polished changelogs (Groq + BlockNote).
  • AgentReady Commerce — merchant AI sales agent that binds approvals to exact commercial terms before completing a Razorpay transaction.
  • Evo2 Variant Analysis — decentralized genomic variant analysis on Google's Evo 2 + BNB Chain. BNB Hack Kerala winner.
  • Quack — AI rubber duck: a Rust terminal companion that explains errors without breaking flow.
  • Enduride — IoT telematics cutting crash-alert delay to under 5s (Arduino + Solidity).

open source

  • mem0 — merged fix mapping entity params to filters in the memories API (LLM memory layer).
  • OpenClaw — merged fixes to Ollama model discovery and the config pipeline (agent orchestration).
  • Open Design — merged fix for blocked PDF export across web and desktop.

my usual stack

  • python · typescript · rust · go · c++ · swift · react native · solidity

workflow I build with agents as much as I build them. My loop: write a tight spec → delegate the draft to coding agents → review every diff → back it with tests. Agents are fast junior engineers, not authors.

  • agent stack: monocode · pi · opencode

achievements & leadership

  • Winner — TrackShift 2026 (2nd place, national) — Mphasis × TGR Haas F1 Team innovation challenge (180+ students). Built an F1 telemetry replay with a hierarchical AI race engineer.
  • IEEE-published — ThinkDiff-SLM, a masked-diffusion language model for on-device edge deployment.
  • Hackathon Veteran — Winner of Enduraverse (₹100K), BNB Hack Kerala, HackGenX, and SVPCET Hack-A-Thon. SIH 2025 finalist; finalist in 15+ national events.
  • IEEE CS @ YCCE — Vice Chair, community of 300+ members.
  • Codeware — Chairperson, 500+ members.

how i work I build the layer under the chat. Most "AI apps" are a prompt wrapped around an API call — I care about the runtime, the memory, and the orchestration that make an agent survive real use. I live in the terminal on Arch (Omarchy + Hyprland) — keyboard-first, optimized for system-level control. I'd rather ship a working system than win an argument about architecture.

currently exploring

  • agent infrastructure — memory architectures, long-running agents, tool-calling reliability
  • systems programming — Rust, C++, high-performance CLI tooling
  • edge AI — running small language models locally, where the cloud can't reach

beyond work

  • Formula 1 & motorsport — race strategy, telemetry, and vehicle dynamics. Competed in the TGR Haas F1 Team–backed TrackShift 2026 challenge.
  • Aerospace & private space — long-term interest in launch systems, satellites, and space infrastructure.

Profile Views

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  1. Varq Varq Public

    The Apple Books polish Calibre never had. Native, open-source, local-first e-reader for macOS with EPUB, PDF, and CBZ support, plus highlights and notes that stay on your machine.

    Swift

  2. LocalCanvas LocalCanvas Public

    Local-first, offline Excalidraw whiteboard for macOS. Every drawing stays a portable .excalidraw file and autosaves are written atomically through Rust.

    TypeScript

  3. neoswarm neoswarm Public

    Local multi-agent AI orchestrator: a team-lead agent delegates to parallel workers. FastAPI backend, React/Tauri desktop app, Textual TUI, and Python CLI that run on Ollama with no cloud SDK.

    TypeScript 1

  4. open-log open-log Public

    AI-native release manager: pick commits, generate a changelog draft with Groq, polish it in a BlockNote workstation, and publish to GitHub Releases.

    TypeScript 2

  5. Quack Quack Public

    AI rubber duck for your terminal: a Rust companion that explains errors and suggests fixes without breaking your flow.

    Rust

  6. Evo2_Variant_Analysis_BNB Evo2_Variant_Analysis_BNB Public

    Decentralized genomic variant analysis on Google's Evo 2 + BNB Chain: Genome NFTs, DAO governance, and serverless GPU inference. BNB Hack Kerala winner.

    TypeScript 2 3