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JPInert/README.md

JPInert

Engineer. I build automation that runs every day, and I can show you the numbers.

I majored in programming, spent 10 years building websites in PHP, and wrote C++ programs for years before that. Today I'm the IT engineer people go to for everything: I troubleshoot the network, keep the machines running, own purchasing and get the right hardware to the right person, design MDM profiles and enroll the tablet fleet, and build Grafana dashboards to see problems before users do.

On top of that I design and ship AI-agent systems, at work and at home. Not demos. Real tools with cost routing, permission gates, tests, and production logs behind every claim:

  • A voice assistant that handled 238 commands in four weeks, 76% of them with no model call at all, and asks out loud before it changes anything.
  • A custom wake word running on a phone's low-power audio DSP, built by working out Qualcomm's own model toolchain.
  • My own Tesla Fleet API app with signed vehicle commands and a watchdog that never polls the car awake.
  • Android widgets I redesign remotely on a phone with no root, which I wasn't sure could be done.

Everything here is a work in progress. If a README says something works, I ran it. If I didn't, it says so.

Projects

The voice stack

Everything here plugs into one voice assistant: say "computer" in the room or to my phone, and it works out what should answer.

Project What it is
voice-agent-router The brain of my "computer" voice assistant. Each request goes to the cheapest thing that can handle it: no model, Claude Haiku, or an agent that asks me out loud before it changes anything. About 3 in 4 commands never use a model.
talk2code Talk to a real Claude Code session in my terminal and hear the replies, so I can keep coding away from the keyboard.
android-dsp-wakeword My own "computer" wake word on my phone's low-power audio chip. Screen off, no app, no "Hey Google".
tesla-fleet-voice My own Tesla Fleet API app. Voice commands for the car, and alerts when charging is done or it's left unlocked, without polling it awake.

Agents and tools for agents

Project What it is
helpdesk-agent-kit An AI agent for an IT help desk queue: reads Zendesk tickets and their screenshots, looks people up in an admin portal with no API, fixes the common cases in a real browser, and drafts replies a second model checks. A clean-room rewrite of one I built at work, with a mock portal so you can run it.
live-browser-agent Lets an agent see the browser tab I actually have open when a site breaks, without the automation flag that gets you blocked.
claude-code-skills Nine skills from my own Claude Code setup, each keeping the mistakes that shaped it: session handoff, chat branching, a Pi reflash with no card reader, a Debian dual-boot with no USB stick, and more.
codex-image Real image generation for Claude Code through Codex, so it stops drawing icons in code.

Everything else

Project What it is
gmaps-layers Finds things to do around a Supercharger while we charge. Works for any "X near each Y".
tasker-remote-widgets Car battery widget on my wife's phone that I change from my desktop. No root, no re-importing. Wasn't sure it could be done, it works perfectly.
linux-drills A hands-on Linux break-fix lab: 41 Docker scenarios that break real boxes (systemd, networking, Docker, GPU) and prove the fix. Every scenario is self-tested before it ships.
userscripts Canned replies for Zendesk with an AI rewrite that never clobbers what I typed, a clipboard history that follows me across every tab, and a read-only Walmart meal-plan helper.

In testing, not published yet: a memory layer for the voice assistant (it decides when it is being spoken to, keeps a diary, and asks before it saves anything it learned about me), and phone commands that fall through to a Claude agent instead of a search page.

How I build

I work with AI coding agents the way a lead works with a team: I pick the right tool and model for each job, and I own the result.

Tool How I use it
Claude Code (Fable and Opus for most of my code) My main driver, extended with my own skills, hooks and a session-handoff system so long builds survive across chats
Codex CLI (Astra and Sol) A second agent with its own strengths, including real image generation for app art (codex-image)
opencode and oh-my-pi Model-agnostic harnesses I configure myself, so I can run the same work on open models when it makes more sense
Kimi K3, DeepSeek V4 Pro, GLM Frontier open-weight models for fast, cheap bulk work and for cross-checking another model's answer

The agents write a lot of the code. The engineering is mine: I design the system, break up the work, review every change, test it on the real hardware, and every number in these READMEs comes from my own logs with its sample size.

Pinned Loading

  1. android-dsp-wakeword android-dsp-wakeword Public

    Custom 'computer' wake word on a Snapdragon phone's low-power audio DSP, screen off, no app: root app_process + Qualcomm SVA, hands off to a desktop voice assistant

    Java

  2. live-browser-agent live-browser-agent Public

    Firefox extension + tiny local bridge so a coding agent can inspect the tab you already have open (DOM, console, network, frames) without the webdriver flag

    JavaScript

  3. talk2code talk2code Public

    Hands-free voice over a real Claude Code terminal tab: talk to the same session you type in, hear its replies a sentence at a time

    Python

  4. tasker-remote-widgets tasker-remote-widgets Public

    Android home-screen widgets in Tasker that I redesign from my desktop with no root and no re-imports: the phone fetches each widget's JS from a URL and runs it

    Python

  5. tesla-fleet-voice tesla-fleet-voice Public

    Home service for a Tesla through your own Fleet API app: voice phrases, signed commands, charge/unlocked watchdog that never keeps the car awake, history DB

    Python

  6. voice-agent-router voice-agent-router Public

    Voice front end that routes each spoken request to the cheapest tier: no model, Claude Haiku, or a Claude Agent SDK session with spoken permission

    Python