Krish / axe01010 — Systems Cockpit & Production Architecture

Measured Telemetry & Verification Matrix

Empirical measurements collected directly from physical devices, kernel event queues, and local execution pipelines

System Name	Physical Target	Benchmark Metric	Result	Comparison Baseline	Status
ipad-sketchpad-pro	Linux 6.8 + iPad Air 5	End-to-End Latency	1.82 ms	Commercial WiFi pads (14-25ms)	92% FASTER
esp32-mcp-bridge	ESP32-WROOM-32D	12-bit ADC Voltage Read	4.10 ms	Serial polling loop (15-30ms)	PASS
android-ai-agent	Snapdragon 8 Gen 2	Screencap + Tap Cycle	210 ms	Cloud Vision APIs (1200-2400ms)	AIRGAPPED
linux-vps-agent-provisioner	Ubuntu 24.04 LTS (4 vCPU)	Full Stack Bootstrap	48.2 sec	Manual Ansible playbook (15-20 min)	AUTOMATED
on-device-llm-mobile	Android 14 (12GB RAM)	Q4_K_M Inference Speed	14.8 tok/s	CPU float32 fallback (1.2 tok/s)	12X ACCEL
adb-mcp	Termux / Desktop Linux	MCP Tool Roundtrip	12.4 ms	Generic ADB Shell subprocess (45ms)	TYPED JSON
android-security-lab	Android APK (85 MB)	Manifest & Secret Audit	3.4 sec	Heavy GUI decompilers (45-60s)	CLI ZERO-DEP

2018 — 2020

Linux & Mobile Roots

Began compiling native toolchains inside Termux on Android. POSIX dotfiles, tmux orchestration, and C firmware development.

2021 — 2023

AppSec & Reverse Eng

Vulnerability research on Android APKs, dynamic Frida instrumentation, ADB touch injection, and automated security scanners.

2024 — 2025

Hardware & Protocols

Created uinput Linux digitizer bridge for iPad. Designed C++ ESP32 firmware and typed Model Context Protocol (MCP) servers.

2026 — PRESENT

Autonomous Systems

Architecting on-device local LLM agents controlling physical mobile screens with zero telemetry, airgapped and production hardened.