⚡ 100% On-Device & Hardware AI Systems

Eight years shipping
production systems from a phone.

Eight years shipping production systems, all built from a phone. On-device LLMs, Model Context Protocol (MCP) servers, ADB tooling, and Linux kernel drivers with zero cloud lock-in.

Plain English: AI runs entirely on your phone and microcontrollers — no cloud, no subscriptions, no API keys.

Explore 10 Shipped Systems ↓ Technical Blog →

↓ Scroll to explore systems

// 01 ORIGIN TIMELINE ~ built line by line on Termux

Built from the ground up.

No synthetic experience. Four verifiable milestones from first production script to on-device hardware agents.

2018

First production script shipped

Wrote a script that ran in production. It still runs today with zero regressions.

2021

Entire workflow moved to Android + Termux

No laptop. The phone became the machine. Compilers, Git, Node, and Python running on-device.

2025

On-device LLMs drive hardware over ADB

Local models tap, swipe, and read the screen with zero cloud, zero API keys, and full privacy.

NOW

33 public repos, 10 shipped systems

Every system below is built, benchmarked, and shipped from this phone-native setup.

// 02 SYSTEM ARCHITECTURE ~ 11 verified production repositories

Selected Production Systems.

Eleven verified systems built and run on bare metal, on-device, & the edge.

Spatial · Live Cesium / WebGL / Vite

gods-eye-view

Planetary 3D spatial intelligence console streaming ADS-B flight vectors, USGS seismic telemetry, and satellite orbits onto photorealistic 3D terrain.

Global 3D terrain streaming with Cesium WebGL engine
Real-time OpenSky ADS-B flights, seismic faults & NORAD TLE orbits
Tactical aerospace HUD overlay & zero-dependency keynote presentation slides

Featured · Firmware C++ / Python / MCP

esp32-mcp-bridge

Hardware-in-the-loop Model Context Protocol (MCP) server & ESP32 firmware for AI-to-microcontroller bridging over USB-OTG/BLE.

Typed MCP protocol surface for microcontrollers
C++ Arduino/ESP-IDF firmware with JSON-RPC parser
GPIO, 12-bit ADC voltage, & 802.11 RF scanning tools

Shipped · Live Python / uinput / WS

ipad-sketchpad-pro

Turn any iPad into a low-latency Wacom Intuos Pro hardware digitizer & Cairo flipbook animator on Linux over USB.

Linux kernel uinput virtual tablet device emulation
Sub-2ms binary coordinate streaming over WebSocket
Apple Pencil pressure, tilt, & geometric palm rejection

DevOps · AI Stack Bash / Docker / n8n

linux-vps-agent-provisioner

One-command automated Linux VPS hardening & multi-agent AI orchestrator stack (UFW, Docker, n8n, Qdrant).

Zero-to-production bootstrap in under 60 seconds
Hardened perimeter with Fail2ban and isolated UFW rules
Integrated vector database (Qdrant) & agent workflows (n8n)

Autonomous · Agent Python / ADB / AI

android-ai-agent

Local-LLM agent that controls your phone over adb. Zero cloud, zero API keys, full on-device autonomy.

On-device LLM orchestration with vision screencap
High-speed ADB bridge for AI-to-hardware touch
Privacy-first, zero telemetry architecture

MCP Server · Protocol Python / MCP

adb-mcp

Typed Model Context Protocol server wrapping adb. Tap, swipe, screencap, install, and logcat as first-class AI tools.

Strict JSON Schema MCP protocol surface for ADB
Typed tool definitions with automatic error recovery
Runs directly from Android Termux or desktop Linux

Inference · Local Python / C++ / NPU

on-device-llm-mobile

Local LLM inference pipeline on Android. GPU-accelerated quantized models with zero API keys and zero cloud latency.

4-bit quantized execution on Snapdragon/Mali GPUs
Zero cloud outbound packets — airgapped AI safety
Optimized memory reclamation for 8GB RAM devices

IDE · Environment Shell / Termux

cursor-on-android

One-command Cursor IDE + agent environment setup on Android. Termux-native, no root required, full proot Linux container.

Automated PRoot Ubuntu guest rootfs setup
VS Code & Cursor server tunneling via localhost
Integrated package toolchains for Rust, Go, Python

Skill Router · MCP Shell / Automation

skills-orchestrator

Install + route Cursor and agent skills per project domain. One script, reproducible, automated context injector.

Domain-based skill classification and trigger mapping
Automated context pruning for low-token overhead
Zero dependencies beyond POSIX standard shell

Security · Static JS / Node / Android

android-security-lab

APK analysis, manifest diffing, threat hunting. CLI-first security toolkit running directly on mobile hardware.

Automated AndroidManifest.xml vulnerability scanner
Exported component and intent filter exposure auditing
Reproducible threat hunting reports in Markdown

Dotfiles · System Shell / Termux

termux-toolkit

Dotfiles + scripts that turn Android + Termux into a reproducible, zero-friction systems engineering environment.

Strict POSIX portable setup for Android 11-15
ZSH + tmux configs optimized for phone keyboards
Hardware hotkey bindings & fast clipboard bridges

// 03 CRAFT & PHILOSOPHY ~ zero slop, zero hype

Anti-slop principles.

Engineering rules forged through eight years of shipping systems directly from phone and embedded hardware.

01 / SPEED

"Fast pages win. I measure, then trim."

02 / BASELINE

"Accessibility is not a feature. It's the baseline."

03 / CONSTRAINTS

"If it can't run on a phone, it doesn't ship."

04 / TRUTH

"No invented numbers. The metrics here are verified on GitHub."

// 04 CONNECT ~ direct communication

Start a conversation.

Available for selected frontend engineering roles, systems hacking, on-device AI integration, and technical collaborations.

System Architecture

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Eight years shipping production systems from a phone.