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Happ3ns/README.md

Hi, I'm Akshat

Student. I build small tools — mostly machine learning, mostly to solve problems I have.

Projects

  • Antigravity Studio — Full-fidelity iPadOS & Desktop agentic coding environment featuring 24 Plugins, autonomous subagents fleet, custom MCP server bridging, live background cron automation engine, and Retina Obsidian UI. Live App.

  • Singapore Island Biodiversity — Remote-sensing ML pipeline predicting vegetation change on Singapore's micro-islands. Sentinel-2 NDVI + 22k iNaturalist observations → XGBoost, 33% better RMSE than persistence baseline. Live map · Writeup. Honest finding: current 10m satellite data can't yet resolve year-over-year change on islands this small.

  • JARVIS — Autonomous AI assistant with 60+ tools, persistent memory, RAG, browser automation, multi-agent workflows, voice interaction, and runtime tool generation.

  • donecheck — Adaptive verification skill for Claude Code and coding agents. Generates audience-calibrated sanity checks (plain, standard, expert) to verify AI blast radius before merging.

  • Weather-Predictor — Random Forest classifier trained on 105k real CPCB observations. Chronological split, persistence baseline, 67.1% accuracy vs 61.6% baseline.

  • JEE-Quiz-Studio — Zero-dependency quiz app with per-topic accuracy tracking. Built to make my own revision more targeted. Live App.

  • Assistive Stick — Arduino walking stick for visually impaired navigation. Ultrasonic obstacle detection with distance-scaled beep frequency. Team project — I wrote the firmware.

Writing

Find me

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  1. singapore-island-biodiversity singapore-island-biodiversity Public

    Machine-learning pipeline predicting vegetation change on Singapore's 6 micro-islands using Sentinel-2 NDVI and iNaturalist observations. XGBoost beats naive baselines by 33% RMSE. Honest finding: …

    Python 1

  2. antigravity-hub antigravity-hub Public

    Modern iPadOS & Desktop Antigravity Studio — 24 God Plugins, Subagents Fleet, Custom MCP Connectors, and Automations Engine.

    JavaScript 1

  3. jarvis jarvis Public

    Autonomous AI agent with 60+ tools, runtime self-extension, Kali Linux orchestration, RAG memory, and voice HUD.

    Python 1

  4. donecheck donecheck Public

    Adaptive verification reports tailored to experience level for Claude Code and coding agents.

    Shell 1

  5. Weather-predictor Weather-predictor Public

    Random Forest classifier on 105k real CPCB observations. 67.1% accuracy vs 61.6% persistence baseline.

    Python 1

  6. assistive-stick assistive-stick Public

    Arduino walking stick for visually impaired navigation. Ultrasonic obstacle detection with distance-scaled beep frequency.

    Python 1