Blog

From Chromebook to Dev Machine - Setting up a Modern GIS & Python Stack

Mar 4, 2026

Wilson M

Maintainer

Mike Wilson

Founder & Lead Engineer

Chromebooks are no longer just for web browsing. With the built-in Linux subsystem, they are now capable of running a professional development environment. This guide walks you through setting up a “Gold Standard” stack: VS Code, Git/GitHub via SSH, Python (via uv), and Containerized PostGIS (via Podman).

1. Enabling the Engine

First, you need to unlock the ability to run Linux apps on your ChromeOS device.

Open Settings > Advanced > Developers.

Turn on the Linux development environment.

Once the terminal opens, update your package list:

sudo apt update && sudo apt upgrade -y

2. Professional Git & VS Code Setup

Don’t settle for the web-based editors; get the full desktop experience.

Install Git: sudo apt install git -y.

VS Code: Download the .deb file (x64 for Intel/AMD, ARM64 for mobile chips) from the official site. Right-click it in your Files app and select Install with Linux.

SSH Keys: Generate a key for secure GitHub access:

ssh-keygen -t ed25519 -C "your_email@example.com"
cat ~/.ssh/id_ed25519.pub

Copy that output and add it to your GitHub Settings > SSH and GPG keys.

3. The Modern Python Stack: uv and just

Standard pip and make are fine, but for speed and clarity, we use uv (an extremely fast Python manager) and just (a modern command runner).

Install the Tools

# Install uv
curl -LsSf https://astral.sh/uv/install.sh | sh

# Install just
sudo apt install just -y

The Workflow

With these installed, you can initialize a project with uv init and use a justfile to automate your chores. Instead of typing source .venv/bin/activate && python main.py, you simply type just run.

4. Running PostGIS with Podman

Since GIS work requires a database, we use Podman. It is a great “rootless” alternative to Docker that runs smoothly inside the Chromebook’s Linux container.

Install: sudo apt install podman -y

Alias it: Add alias docker=podman to your .bashrc so your existing scripts work without changes.

Spin up PostGIS:

podman pull postgis/postgis

5. Putting it All Together: The Genesis Template

The ultimate goal is to clone a “Gold Standard” template (like the genesis-template) and be ready to code in seconds.

# Clone your template
git clone git@github.com:your-username/your-template.git
cd your-template

# Sync dependencies and start the stack
uv sync
just start

Your Chromebook is now a full-fledged GIS development workstation, running a FastAPI backend, a PostGIS database, and a high-speed Python environment.

Key Chromebook Pro-Tips:

• Port Forwarding: When you run a server on port 8000, ChromeOS automatically maps it. You can access it at localhost:8000 in the Chrome browser.
• Storage: If you plan on running multiple containers, go to your Linux settings and increase the disk size to at least 20–30GB.

Enhancing Print Strength: A Deep Dive into the GeekDetour BrickLayers Implementation

Feb 27, 2026

Wilson M

Maintainer

Mike Wilson

Founder & Lead Engineer

If you’ve been following the channel, you know I’m a big fan of the BrickLayers concept. By offsetting layer lines—much like a bricklayer offsets joints in a wall—we can significantly improve the mechanical strength of 3D prints, particularly along the Z-axis.

Recently, I updated the Minimal 3DP Web Tool to include a second, more “hefty” implementation: the GeekDetour version. While the original Tenager Technologies script is excellent for its simplicity, the GeekDetour version offers granular control for power users.

However, because this script is more complex, your slicer settings need to be dialed in correctly to avoid errors. Here is everything you need to know to get the most out of this new implementation.

The Core Requirement: “Classic” Wall Mode

The most critical setting for the GeekDetour implementation is your Wall Generation mode.

Modern slicers like OrcaSlicer and PrusaSlicer often default to “Arachne” for wall generation. While Arachne is great for variable line widths, it can confuse the BrickLayers script, which relies on consistent pathing to calculate the offsets.

The Fix: Switch your Wall Generator to “Classic” before exporting your G-code. This ensures the script can accurately identify and shift the perimeters without creating pathing conflicts.

Key Setting Differences: GeekDetour vs. Tenager

When using the GeekDetour version via the Minimal 3DP web app, you’ll notice a few default behaviors that differ from the original version:

• Starting Layer: GeekDetour defaults to starting the effect at Layer 3. This ensures your first few layers (the foundation) remain untouched for maximum bed adhesion.
• Extrusion Multiplier: The script uses a slightly smaller default extrusion multiplier. In my testing on the Creality K2 Plus, this helped manage the “bulging” that can sometimes occur when layers are shifted, though it can lead to slightly more stringing.
• Z-Hop Integration: This implementation handles travel moves differently to account for the shifted paths. If you see “wispy” stringing, don’t panic—this is a known trade-off for the increased structural integrity.

How to Process Your Files

You no longer need to struggle with Python environments or terminal commands. I have containerized this logic so you can run it directly in your browser:

1. Slice your model in OrcaSlicer or PrusaSlicer (remember: Classic walls!).
2. Export the G-code to your desktop.
3. Upload to the Minimal 3DP BrickLayers Tool.
4. Select “GeekDetour” from the implementation dropdown.
5. Download and print.

Verification

I’ve personally verified the output by running the web-processed G-code against local Python script results using AI analysis. The movement commands are identical; the only difference is the metadata. Your prints will be just as strong as if you ran the script manually.

---

Support & Tools

If you found this technical deep dive helpful, consider supporting the lab:

• Buy Me a Coffee: ko-fi.com/minimal3dp
• Support me on Patreon: Join the Operators for exclusive configs and profiles
• Railway: This platform is powered by Railway. Deploy your own apps here: https://railway.com?referralCode=7BPriG

Transparency Note: Some of the links in this post are affiliate links. If you go through them to make a purchase, I will earn a small commission (which helps support M3DP!). You will not pay a penny more.

BrickLayers Without the Code: Get 3D Printed Brick Wall Strength in Your Browser

Jan 17, 2026

Wilson M

Maintainer

Mike Wilson

Founder & Lead Engineer

If you have been 3D printing for a while, you have likely heard of the “BrickLayers” technique. Originally popularized by CNC Kitchen, this post-processing method significantly increases the structural integrity of printed parts by offsetting layers—just like a real brick wall.

The engineering is sound, but for many makers, the execution has been a barrier. Until now, using BrickLayers required installing Python, managing dependencies, and running local scripts.

Today, I am removing that friction. I have updated the workflow to make it accessible to everyone through a free, browser-based tool.

The Theory: Why “Brick Wall” Patterns Matter

To understand why this tool is valuable, we have to look at how FDM 3D printing handles stress.

In a standard print, layers are stacked directly on top of one another. When stress is applied perpendicular to these layer lines, the print is prone to delamination—basically, the layers rip apart because the failure point runs in a straight line down the part.

The BrickLayers concept borrows from masonry. By alternating the perimeter starts and creating an offset pattern (a “running bond”), you interrupt that direct line of stress. The interface between layers becomes complex and interlocking, making the part significantly stronger without changing the material.

The Problem: The Python Barrier

While the result of BrickLayers is fantastic, the process was designed for engineers and developers. Running a Python script on your local machine to post-process G-code isn’t difficult if you code, but it is a hassle if you just want to print a strong part.

I decided to revisit this technique with a focus on usability. I wanted to bridge the gap between the engineering concept and the everyday printing workflow.

The Solution: The Minimal 3DP Web Tool

I have ported the BrickLayers logic into a web application. This means:

• No Python installation required.
• No command line usage.
• Secure processing: The tool streams your G-code through our secure server for processing and immediately sends it back. No files are ever saved to a disk or database.

You can access the tool here: Minimal 3DP BrickLayers Tool

Data Verification: Does it Slow Down Printing?

A common concern with altering G-code is the impact on print time. Does a more complex toolpath ruin your efficiency?

I ran a comparison using a standard Benchy to verify the data:

• Standard Print: 29 minutes, 49 seconds

• BrickLayers (Python Script): 30 minutes, 14 seconds

• BrickLayers (Web Tool): 30 minutes, 14 seconds

The Result: You are looking at a difference of roughly 25 seconds (less than a 2% increase) for a part that benefits from structurally superior layer adhesion.

How to Use It

• Slice your model as you normally would.
• Save the G-code file.
• Go to the BrickLayers Web Tool.
• Load your G-code.
• Let the browser process the file and download the new version.

If you have been reluctant to try this technique because you didn’t want to configure a development environment, give the web app a try. It is free to use, and it brings engineering-grade wall strength to your standard slicer workflow.

Links & Resources Mentioned:

• Use the Free Web Tool: https://go.minimal3dp.com/tools/bricklayers/
• Original Script (TengerTechnologies): https://github.com/TengerTechnologies/Bricklayers
• GeekDetour Fork: https://github.com/GeekDetour/BrickLayers

---

Support Minimal 3DP:

• Buy Me a Coffee: ko-fi.com/minimal3dp
• Support me on Patreon: Join Here
• Host your projects on Railway: https://railway.com?referralCode=7BPriG

Transparency: We may earn a commission when you make a purchase through our links. Minimal 3DP is a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to Amazon.com.

Step-by-Step Sovol SV08 Build: From Box to Klipper in Under 2 Hours

Jan 10, 2026

Wilson M

Maintainer

Mike Wilson

Founder & Lead Engineer

Is the Sovol SV08 the best entry point for a large-format CoreXY?

I realize the SV08 has been on the market for a bit now, but I recently decided to pick one up. Why? Because the price-to-performance ratio has hit a sweet spot that is hard to ignore. I grabbed this unit for under $500—shipped directly from a US warehouse via AliExpress—and frankly, for that price, it creates a very interesting proposition for anyone looking to get into the Voron ecosystem without the 40-hour build time.

In the first installment of this new series, I take the SV08 from the shipping box to a functional Klipper instance in under two hours.

Unboxing & Logistics: The AliExpress Surprise

There is often a stigma about ordering large hardware from AliExpress, but you can find some incredible deals if you look carefully. I ordered this specific unit from a seller stocking it in a US warehouse. The result? It arrived incredibly fast—less than a week—and the box was in perfect shape.

Packaging is tight and well-thought-out. If you’ve been hesitant about shipping damage on these larger printers, my experience here was reassuring.

Sovol SV08 (AliExpress)

Large-format CoreXY printer. 350mm build volume. Best value for money.

$499

View on Amazon

---

Sovol SV08 (Amazon)

Same great printer, faster shipping with Prime.

Check Price

View on Amazon

The Build: Weekend Warrior Friendly

This is not a “kit” in the traditional Voron sense. It is a pre-assembled module that requires final integration.

If I wasn’t filming the process for the channel, I honestly believe I could have had this machine assembled in one hour. Even taking my time, the entire process took about two hours. It is surprisingly straightforward—the gantry comes mostly pre-assembled, and the wiring is largely managed for you.

However, having the right tools makes a difference. I used my go-to drivers for this build, which saves a massive amount of frustration compared to the little Allen keys included in the box.

Hex Head Allen Wrench Set

High-quality drivers that prevent stripped screws. A must-have.

Check Price

View on Amazon

Critical Warning: Watch the Top Panel

While the build is solid, there is one specific hardware quirk you need to know about immediately to avoid damaging your new machine.

Do not pick up the SV08 by the top frame.

Unlike a Voron 2.4, where the skirt (bottom) is often the weak point, the SV08 has a very thin aluminum top section. It is not 2020 extrusion; it’s a thinner profile. If you try to lift the printer by the top bar, you risk bending the frame.

Instead, use the handles built into the side of the plastic case. It’s the opposite of what we are used to with other CoreXY builds, but it’s crucial for the longevity of this machine.

The Roadmap: Roots and Upgrades

Out of the box, the SV08 runs a fairly stock version of Klipper. It boots up, it prints, and it’s a solid machine right from the start.

But this video is just the baseline. My plan for this series is to treat the SV08 not as an appliance, but as a platform. In upcoming posts and videos, we are going to:

Root the machine to gain full control over the Klipper instance.

Upgrade the cooling and hotend for better performance.

Push the speeds to see what this frame can actually handle.

Check out the full build video below to see exactly how it comes together.

Support Minimal 3DP

If you found this guide helpful, consider supporting the channel so I can keep buying hardware to test, break, and rebuild for you.

Buy Me a Coffee: ko-fi.com/minimal3dp

Support me on Patreon: https://www.patreon.com/posts/buy-back-your-146166454?utm_medium=clipboard_copy&utm_source=copyLink&utm_campaign=postshare_creator&utm_content=join_link

Railway: https://railway.com?referralCode=7BPriG

Transparency Note: Some of the links in this post are affiliate links. If you go through them to make a purchase, I will earn a small commission (which helps support M3DP!). You will not pay a penny more.

Quantifying Risk: A Data-Driven Look at 3D Printing Air Quality

Jan 1, 2026

Wilson M

Maintainer

Mike Wilson

Founder & Lead Engineer

For me, the conversation around 3D printing usually revolves around speed, calibration, and cost. But recently, the focus shifted to something far more critical: the air I breathe while I create.

Following my open-heart surgery in October, I became acutely aware of the environmental factors in my workspace . I work in a 200-square-foot office, and because I close the door to record, I realized I was essentially printing in a sealed box . This personal realization sparked a deep dive into the invisible byproducts of Fused Deposition Modeling (FDM) .

Beyond Anecdotes: The Data

Rather than relying on forum hearsay, I took a rigorous approach. I utilized Notebook LM to synthesize data from 56 different scientific articles regarding emissions . The research highlights two invisible risk factors every maker should understand:

• Ultrafine Particles (UFPs): Microscopic pieces of plastic and debris floating in the air .
• Volatile Organic Compounds (VOCs): Gases released during the melting process, particularly from petroleum-based filaments like ABS and ASA .

Surprisingly, the research indicates that even PLA—often considered the “safe” option—can release VOCs equivalent to ABS depending on the brand, pigments, and additives used . In many cases, PLA is not just plant-based material; it has so many additives that it can cause risks .

Real-World Testing with the K2 Plus

To test the theory against reality, I set up a comprehensive sensor array using the Creality K2 Plus printing ASA . I placed air quality monitors inside the printer’s enclosure, directly outside near a HEPA filter, in the hallway, and downstairs .

The results were telling. The sensors demonstrated that a simple enclosure can act like a fireplace screen, keeping an estimated 95% of particles and gases contained . However, my testing also revealed a critical workflow error. In an attempt to clean the printer glass with alcohol, I inadvertently caused a massive spike in VOC readings, proving that sometimes our cleaning habits can be just as impactful as the printing itself .

Practical Mitigation

I found several mitigation strategies derived from the scientific research that I now implement:

• Enclosures: This is the first line of defense.
• The “Cool Down” Rule: Letting a print sit for 10 to 20 minutes after completion significantly reduces the release of particles when you open the door.
• Filtration: I recommend getting a HEPA filter that is oversized for your office to exchange the air roughly six times an hour.

For a complete breakdown of the data and to see the sensors in action, check out the full video.

Gear & Resources Mentioned

If you are looking to upgrade your safety setup or replicate these tests, here is the equipment I used in the deep dive:

Air Quality Sensor Used: https://go.minimal3dp.com/go/aq-sensor2

Creality K2 Plus: https://go.minimal3dp.com/go/k2-plus

K2 Plus HEPA/Activated Carbon Filters: https://go.minimal3dp.com/go/k2-plus-hepa

ASA Filament: https://go.minimal3dp.com/go/asa-filament

---

Support Minimal 3DP:

• Buy Me a Coffee: ko-fi.com/minimal3dp
• Support me on Patreon: Join Here
• Host your projects on Railway: https://railway.com?referralCode=7BPriG

Transparency: We may earn a commission when you make a purchase through our links. Minimal 3DP is a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to Amazon.com.

Newer posts

Older posts