GRIOT INTELLIGENCE LAYER v1.0
initializing neural interface...
wifi connected · griot.harlemlabs.com · status 200
loading personal narrative module...
SYSTEM READY
WAZIRIGARUBA.COM · GRIOT BUILD LOG
ESP32-D0WD-V3 · 240MHz
MAC 84:1f:e8:39:c3:18
STATUS · ONLINE
Waziri Garuba · May 2026

I Built
GRIOT.

My own AI. In a helmet. On purpose.
Jarvis didn't stand a chance.

Scroll to read the story
Act I

Everyone Wants Jarvis.
Nobody Has Jarvis.

There's a scene in the first Iron Man where Tony Stark walks into his garage, says "JARVIS, run a level one diagnostic," and his entire world comes to life around him. The system knows who he is, what he's building, what he needs before he asks.

Every time I watch it, I feel the same thing. Not wonder. Not amazement. Envy.

I've spent two years telling executives, operators, and founders that AI is not some distant future — it is infrastructure. That the question is not whether to build, but how fast, how deep, how deliberately. That the people who figure this out in the next eighteen months will look, in ten years, like the people who figured out the internet in 1997.

I believed every word. I was also going home every night and asking Siri what the weather was.

"The cobbler's children have no shoes. The AI systems architect had no AI."

This needed to stop.

Insert Media — 01
📸
SUGGESTED: You at your desk, looking thoughtful (or scheming) Replace this block with: <img src="your-photo.jpg" alt="..." />
Act II

The Plan Was Simple.
The Plan Was a Lie.

Here is what I thought was going to happen: I would buy a small computer board, connect it to my AI system, write a quick piece of firmware, and have a working voice assistant by the weekend. Maybe Saturday. Definitely by Sunday.

What actually happened was I spent forty-five minutes trying to figure out why a cable that looked exactly like a data cable was not, in fact, a data cable.

It was a charging cable. An imposter. It had been sitting in my cable drawer for what I can only assume was years, presenting itself as useful, contributing nothing, living a lie.

This is called a "charge-only cable." It is genuinely one of the dumbest things in electronics and I am convinced it exists purely to humble people who think they know what they're doing.

Insert Media — 02
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SUGGESTED: Photo of the cable situation / your cable drawer Replace this block with: <img src="cables.jpg" alt="..." />
"It looked exactly like the cable that worked. It was not the cable that worked."
Act III

Meet the Team.
It's Smaller Than You'd Think.

The board is called an ESP32-D0WD-V3. That's what they call it. I prefer to call it the thing that is eventually going to be inside my helmet, listening to everything I say, and routing it to an AI that knows my entire calendar, email, and active client engagements.

My fabricator is going to love this.

Chip
ESP32-D0WD-V3 rev 3.1
Cores
Dual core, 240MHz
Connectivity
WiFi + Bluetooth
Brain it talks to
GRIOT — 9 live tools
Cost
About $10
What it does
Everything. Apparently.

The sophistication is not in the hardware. The hardware is just ears and a mouth. The sophistication is in what happens between the two — a cloud pipeline that takes my voice, converts it to text, routes it through an AI brain connected to my Notion workspace, my Gmail, my calendar, my Airtable command center, and nine other tools, and speaks an answer back through the speaker.

All in under six seconds. On a $10 board. Inside a helmet.

Insert Media — 03
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SUGGESTED: Close-up of the ESP32 board / the board in your hand for scale Replace this block with: <img src="esp32-board.jpg" alt="ESP32 board" />
Insert Video — 01
SUGGESTED: Short clip of the terminal showing the board being detected Replace this block with:
<video src="detection.mp4" controls />
Act IV

A Partial List of Things
That Did Not Work.

No great build comes together on the first try. I know this. I tell clients this. I still find it personally offensive every time it happens to me.

Insert Media — 04
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SUGGESTED: Screenshot of the terminal showing garbled output / the question marks / the 40 open terminal windows Replace this block with: <img src="terminal-chaos.png" alt="Terminal chaos" />
200
Act V — First Contact

The Number 200
Has Never Meant
This Much to Anyone.

HTTP status code 200 means "OK." It means the server received your request, understood it, processed it, and sent something back. It is the most ordinary number in web development.

Most people do not have feelings about it.

$ python3 serial_monitor.py
╔══════════════════════════════════╗
║  G.R.I.O.T  Helmet  v1.0         ║
╚══════════════════════════════════╝
[WiFi] Connecting to SpectrumSetup-9B...
[WiFi] Connected. IP: 192.168.x.x
[MODE] TEST — running health check...
[TEST] GET griot.harlemlabs.com/api/audio → 200
[TEST] {"status":"ok","service":"GRIOT Audio API"}
[MODE] Will re-check every 15 seconds.

I sat back in my chair and did not say anything for a moment.

Because a board sitting on my desk — a board the size of a credit card, running code I had written, connected to a WiFi network named SpectrumSetup-9B — had found my server on the internet and knocked on the door.

"And the door opened. GRIOT was home."
Insert Media — 05
SUGGESTED: Screen recording or photo of the terminal showing 200 OK for the first time. Or your reaction. Either works. Replace this block with: <video src="first-200.mp4" controls /> or <img src="first-200.png" alt="First 200 OK" />
Act VI

The Helmet Doesn't
Have a Face Yet.

The board works. The firmware works. The API works. What doesn't exist yet is the actual helmet — the microphone inside it, the speaker behind it, and approximately twelve wires connecting everything together.

That part is next. I have a wiring guide. I have a fabricator. I have a build plan in progress that involves significantly more engineering than is strictly necessary, and that is exactly how I want it.

Three parts are on order. Combined, they turn a $10 microcontroller and a cloud API into something I can put on my head and have a conversation with.

  • INMP441 Microphone size of a fingernail
  • MAX98357A Amplifier size of a large stamp
  • 40mm Speaker less than a coffee

The push-to-talk button already exists. It is the BOOT button on the dev board. I will hold it, speak, release, and wait. Then GRIOT will answer through the speaker.

We are one wiring session away from the first conversation.

Insert Media — 06
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SUGGESTED: The wiring guide printout / components laid out on a table / breadboard setup Replace this block with: <img src="wiring-guide.jpg" alt="Wiring guide" />
Insert Media — 07
📸
SUGGESTED: The helmet itself — whatever stage it's in when you shoot this Replace this block with: <img src="helmet.jpg" alt="The helmet" />
Insert Media — 08 · The Main Event
SUGGESTED: The first full voice test — you wearing the wired-up helmet, pressing the button, and hearing GRIOT respond. This is the clip the whole page builds toward. Replace this block with: <video src="first-voice-test.mp4" controls poster="thumbnail.jpg" />
Epilogue

This Is What
"AI Systems Architect"
Actually Means.

People ask me what I do. I tell them I help operators build AI infrastructure. That I design systems, not just prompts. That the difference between playing with AI and deploying AI is the difference between having a conversation and building a nervous system.

This is the nervous system.

It is a $10 board. It is a microphone the size of a fingernail. It is firmware I wrote at a desk — compiled, flashed, and confirmed working by a tool I control, running on a machine I own, connecting to an API I built. It routes my voice through a cloud brain that knows my clients, my calendar, my email, my entire operational context.

It is not a product someone sold me. It is not a subscription. It is not dependent on any single vendor staying in business, keeping the API free, or deciding my use case is still supported.

"Capability, not dependency. That's the whole philosophy. Turns out it applies when you're building for yourself too."

The helmet doesn't have a face yet. GRIOT does.

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Waziri Garuba · griot.harlemlabs.com
ESP32 · Firmware v1.0 · Status: Online