Hey, I'm Johnohhh1

I build systems that think — not just run.

From embedded boards to edge AI, from Android internals to large-scale agent architectures, my work lives where hardware meets intelligence and human intuition meets automation.

Most days, you'll find me deep in code, in a terminal, or architecting systems that tie AOSP, edge compute, and adaptive AI together. I've spent years building frameworks that make technology more useful, more context-aware, and more human-aligned.

Outside the tech stack, I manage operations for a top-100 location within one of the nation's leading restaurant brands, mentor developers, and still get my hands dirty fixing things. I believe in ownership, iteration, and the power of curiosity to out-learn any limitation.

Active Projects

OpsDash Agent Platform
In Development

A multi-agent operations platform designed for real-time decision support and autonomous system coordination. Building intelligent agents that don't just respond—they anticipate, collaborate, and adapt.

Python Agent Architecture Real-time Systems MCP
Emergency Response Dataset
Research & Development

Built the only Emergency Response Guidebook (ERG) dataset of its kind on Hugging Face — structured hazmat response data for training safety-critical AI systems. Currently working with emergency services on predictive analysis and real-time decision support.

Edge AI Real-time Analysis Safety Critical Systems HuggingFace Datasets
Custom AOSP Firmware & BSP Development
Ongoing

Building custom Android firmware for embedded devices—stripping bloat, unlocking capabilities, and creating privacy-respecting alternatives to vendor lock-in. Work includes Allwinner (A133/R818) and RockChip platforms, Tina Linux, and reverse-engineering system-level APKs. Part of the OmniROM team.

AOSP Embedded Linux Firmware Reverse Engineering ARM/SoC
AICC Bridge (Neural Duet)
Experimental

A persistent inter-LLM cognitive fusion system between GPT-4o and Claude, driven by minimal shared memory architecture. Exploring AI-to-AI coordination and collaborative reasoning patterns.

Python Multi-Agent Systems Cognitive Architecture
OpsManager Unified
In Development

Personal DevOps assistant combining AI-powered email triage with delegation management system. Built with Next.js and FastAPI, featuring Gmail OAuth integration, GPT-4 analysis, and custom priority filtering.

Next.js 14 FastAPI OpenAI GPT-4 Gmail API

Technical Focus

Background & Experience

AI & Agent Systems

AOSP & Embedded Development

Full-Stack & Cloud Architecture

Core Beliefs

Currently

Building OpsDash, refining emergency response tools, mentoring developers, and occasionally sleeping. Some work is under NDA with partners and agencies, so details are intentionally light.

Always experimenting with new agent architectures and technologies that actually solve problems instead of creating new ones.

Connect

If you're building something that matters—or trying to figure out how to start—reach out. I'm always open to conversations about systems, AI, embedded development, or just good ideas that need a second opinion.

Note: I maintain strict OPSEC practices. Some professional work involves security research and coordinated disclosure — details shared on a need-to-know basis.

Not looking for recruiters or unsolicited sales pitches. If you have a genuine technical challenge or collaboration in mind, I'm listening.