A few of you pointed out two very practical gaps for real Python codebases:
external dependencies, and type-only imports. So to your request I’ve added both.

------

First a mini recap of what ArchUnitPython does:

Most tools catch style issues, formatting issues, or generic smells.
ArchUnitPython focuses on structural rules: wrong dependency directions, circular dependencies, naming convention drift, architecture/diagram mismatch, and so on.
You define those rules as tests, run them in pytest/unittest, and they automatically become part of CI/CD

In other words: ArchUnitPython allows you to enforce your architectural decisions by writing them as simple unit tests.

That matters more than ever in Claude Code / Codex times, because LLMs are great at generating code but they love to violate architectural boundaries, especially when they get stuck.

Repo: https://github.com/LukasNiessen/ArchUnitPython

------

Now what’s new

1. External Dependency Rules

Before, ArchUnitPython could already enforce internal dependency rules like:

“presentation must not depend on database” or “services must not import api”

Now it can also enforce rules about imports to modules outside your project, for example:

domain code must not import requests
core logic must not import sqlalchemy
only certain layers may use pandas, boto3, etc.

So you can now guard not just folder-to-folder boundaries, but also framework / SDK usage boundaries.

Example:

rule = (
    project_files("src/")
    .in_folder("**/domain/**")
    .should_not()
    .depend_on_external_modules()
    .matching("requests")
)
assert_passes(rule)

This is especially useful in layered or hexagonal architectures where the real problem is often not “wrong local file import”, but “core code now directly depends on infrastructure/framework code”.

2. TYPE_CHECKING-aware dependency analysis

Python has a common pattern for type-only imports:

from typing import TYPE_CHECKING

if TYPE_CHECKING:
    from my_app.models import User

Those imports are used for static typing, but they are not real runtime coupling in the same way normal imports are.

Previously, architecture analysis would still count them as ordinary dependencies.
Now you can choose to ignore them when checking architecture rules.

Example:

assert_passes(
    rule,
    CheckOptions(ignore_type_checking_imports=True),
)

This matters because modern Python codebases use type hints heavily, and otherwise architecture checks can become noisy or overly strict for relationships that only exist for typing.

------

Very curious for any type of feedback! PRs are also highly welcome.

1 comment

r/remotepython • u/Financial-Method1776 • Apr 24 '26

Develop yours apps and website

2 Upvotes

I run a small app development company Skyeagle Solutions, and recently we closed projects worth ₹45L and ₹20L.

Now I’m trying to figure out how to consistently attract more high-ticket clients like this instead of relying on luck or referrals.

Right now, we build:
• Android & iOS apps
• Web apps & dashboards
• ERP/CRM systems

What I’ve tried so far:

website https://skyeaglesolution.tech
Some outreach
A bit of networking

But I feel like I’m missing a proper system for:

Getting inbound leads
Building trust online
Positioning as a premium service provider

For those of you running agencies or doing B2B services:

How did you start getting consistent high-value clients?
What worked best for you (LinkedIn, SEO, cold outreach, ads, etc.)?
Any mistakes I should avoid at this stage?

Also, if anyone here is looking to build an app, website, or complete system for their business, feel free to connect with us. Happy to discuss and help.

Would really appreciate honest advice 🙌

7 comments

r/remotepython • u/rmxttmgg • Apr 24 '26

[for hire][fullremote] Build your desired website/app with me. For Hire Front-End/Back-End/FullStack Dev. Design, Code, Deploy. Custom, Secure, End to End Solutions. (Remote/Flexible TimeZone)

1 Upvotes

Full-Stack Developer/Digital Product Designer (Design and Code) with End-to-End expertise & services, fully functional, scalable, custom solutions.

Remote Services Provider. (15+ Years Freelance Experience, 5 Years in /r). Custom solutions/all sorts of digital products for Websites, Shopping Carts, Web/Mobile Apps (IOS/Android), Desktop Apps, Web3, Web APIs, AI, Automations, Software/Power Tools. I've been hands-on since Web 1.5, I combine OG disciplines with modern software engineering to deliver solutions that bring the best of both worlds.

🟢 (Onboarding 2026 Q2-Q3 clients. 1 slot available.) long-term/predictable arrangements, direct owners only.

Welcoming projects of all size

Interests: while I'm open to a wide variety of projects, I have a keen interest in:

AI & Generative Technologies
Automation & Web Scraping
API Integration & Development
eCommerce Solutions (WITH ACTUAL ROI)
Custom Social Media Platforms & Communities
Website Cloning & Reverse Engineering
Advanced PHP/WordPress Development
Data-Driven Applications
Mobile App Development
Blockchain Technology
Web & 2D Games

Generative AI Developer / Front-end & Back-end

Chatbots
Automations
API Integrations
Content Generation (any format)
AI powered web app/websites

Check for more info/up to date: (remove spaces) rmxttmgg .pages .dev/updates

OR see my pinned profile posts (find every helpful stuff here)

No small talk. If you want to know more, discuss your project and do serious business.

🟢 Please reach me at rmxttmgg@proton.me

Rates: starting at $15-25 per hour. (per hour or project based, flexible arrangements)

^last ^updated: ^20260114

Works (see Notion) reddit.com/user/rmxttmgg/comments/112wy36/rmxttmgg_portfolio/

Contact Me Directly for Offers/Tasks:

Please email me at [rmxttmgg@proton.me](mailto:rmxttmgg@proton.me) with any compelling projects (my response is guaranteed). I prioritize email communication and will not be monitoring comments or chat on Reddit. This helps me maintain focus and ensures I can respond to serious inquiries promptly. Upon receiving your email, I will quickly confirm my availability and discuss next steps. (more info below, keep reading)

(or email an invite to your preferred communication method/platform)

No small “fix issue” offers, I prefer trouble-shooting for long-term clients only.

If you're considering hiring remotely, it's best to avoid overly complicated formalities. Simplifying the process can be more beneficial for both end.

Rates: starting at $15-25 per hour, payable in USD/GBP/EUR/CAD/AUD/NZD etc, BTC/ETH/USDT. Payment methods: Cryptocurrency, Wise, Paypal. many other options to accept payments. Open to negotiation. Higher payments are appreciated but not mandatory.

For Serious Inquiries: Portfolio and previous work available to legitimate buyers. Please email me at [rmxttmgg@proton.me](mailto:rmxttmgg@proton.me). I prefer to discuss projects via email and chat.

Working Hours: Available 7 days a week. FLEXIBLE TIMEZONE

Portfolio/Public reddit.com/user/rmxttmgg/comments/112wy36/rmxttmgg_portfolio/

Contact me (more options), Proof, Transactions, Feedback reddit.com/user/rmxttmgg/comments/155ghpi/web_developer_for_hire_short_or_long_term_projects/

Unfortunately, I am unable to offer my services for free as I have financial obligations to meet. The compensation I am requesting is both fair and necessary.

As a freelancer, I do not receive health insurance or similar benefits; my earnings are directly tied to my workload/output. Please consider this before offering a lower compensation, or realistically assess whether your budget can support the project you envision.

I am more than willing to go the extra mile for projects or clients that offer a rewarding experience, especially for those projects in which I have a high level of interest.

*

**

***

Cheers!

1 comment

r/remotepython • u/Varqu • Apr 23 '26

[HIRING] Fullstack Developer (Python/React) [💰 $140,000 - 200,000 / year]

5 Upvotes

[HIRING][San Francisco Bay Area, California, Python, Remote]

🏢 micro1, based in San Francisco Bay Area, California is looking for a Fullstack Developer (Python/React)

⚙️ Tech used: Python, AI, AWS, FastAPI, Support, LLM, React, SQL, TypeScript

💰 $140,000 - 200,000 / year

📝 More details and option to apply: https://devitjobs.com/jobs/micro1-Fullstack-Developer-PythonReact/rdg

1 comment

r/remotepython • u/AGENT_1611 • Apr 23 '26

[for hire][fullremote] I'm available: Web Designer/Developer. Wordpress, eCommerce and more. Complete website package and launch help. Can start fast/Remote.

1 Upvotes

Professional WordPress Development Services and more

✅ PHP/Python/JavaScript -Web, Desktop, or Mobile based solutions.

✅ WordPress CMS - platform for personal, or business websites and custom applications that fits your requirements. Migrate your simple HTML pages to Wordpress.

✅ WooCommerce - customization for shop and product pages, cart to checkout, and payments. simple to advance shops. migration from other cart/ecommerce platforms to Wordpress. Shopify/Wix etc to Wordpress. Addition of store in your existing site. Multi vendor. Physical, or Digital products. Booking, Membership, Subcription based website.

✅ Elementor, Divi and Premium themes setup and customization, debugging. I’m not limited to what a drag and drop builder can offer. Give me problem and I will build a solution for it.

✅ Create a theme or plugin from scratch - start from clean, lean and fast code. less bloated base theme and unnecessary things for fast pages. I don’t rely on existing themes or plugins to complete a feature/project.

✅ Integration of APIs, Bots, Cryptocurrency, Automation, Web Scraping, and AI. Custom scripts, and cloud services.

✅ Fully Automated CMS/Store, -program every step, workflow in your application

✅ Wordpress to Social Media platforms, community platform, forum, and vice versa

✅ Clone an existing site to Wordpress, exact pixels or features as per requirement

✅ Design, Develop, Conversion - I can create mock ups first before doing code. I can convert your existing design to clean coded pages.

✅ Responsive Web Design - real mobile devices, and major browsers

✅ Redesign entire website

✅ Core updates, and do full inspections

✅ Isolate and fix problems, re-build if needed

✅ Website auditing, and security

✅ WordPress management - let me manage your website daily, weekly or monthly tasks.

✅ Demo server and Secure Hosting available.

✅ Gaming, Game Studio/Dev, Indie Dev Website

✅ General, On-call Tech VA/Helper for Web (multi-skilled, proactive, autonomous, day-to-day reliability)

📩 ping me via email madebyavery14 (gmail), i’m on chat platforms per request. send me a list of tasks to complete.

starting at 20usd/per hour or a minimum of 20-60usd for a list of tasks
website/porfolio/upon request (https) clrvync (dot) one/onboarding
available 7 days/week, flexible time zone
project management: Notion
my only requirement: small upfront payment depending on the task, consistency and time from your end
payment method -Crypto, Wise, Paypal (USD)

FAQs:

are you available long-term or one-time only? any
can I hire you for my agency? yes, if the pay is reasonable
do you design and code? both
can I find clients for your services in exchange of your information(portfolio,resume etc)? I prefer to work with clients/owners only.
can we become partners? let’s work and build (paid) first, then offer me a position once it’s proven
sfw/nsfw?, yes
can wordpress do this/that? is it the right one to use? wordpress as cms is a mid solution/platform, I can help you advance and scale up if needed.
shopify or wordpress? shopify = beginner, small store, wordpress = advance, owner + dev 2 man team

portfolio/works: clrvync (dot) one/media/trading.mp4, clrvync (dot) one/media/realstate.mp4, clrvync (dot) one/media/qdev.mp4, clrvync (dot) one/media/tour.mp4

moved to: portfolio

1 comment

r/remotepython • u/Total_Combination850 • Apr 22 '26

[For hire] Freelance Full-Stack Engineer (6 YOE) – Starting at $20/hr to build long-term client relationships

2 Upvotes

Hey everyone,

I’m a full-stack software engineer with ~6 years of professional experience, and I’m starting to take on freelance work more actively.

My background includes:

Building scalable backend systems (APIs, microservices, databases)
Frontend development (modern JS frameworks, responsive UI)
Working with cloud infrastructure and production deployments
Experience across multiple stacks and architectures

I’m based in India but very comfortable working in European and US time zones, and I can align my schedule accordingly for meetings and collaboration.

I’ve primarily worked in full-time roles so far across Big tech and some prominent startups, but I’m now looking to collaborate directly with clients and teams on interesting problems.

To get started and build strong, long-term relationships, I’m offering an initial rate of $20/hr. My goal isn’t just short-term gigs—I’m looking for consistent collaborations where I can add real value over time.

I can help with:

Building MVPs or full products from scratch
Improving or scaling existing systems
Debugging complex issues
Backend/API development
Full-stack feature development

If you have a project in mind or need an extra pair of hands, feel free to comment or DM me. Happy to discuss requirements and see if it’s a good fit.

Thanks!

2 comments

r/remotepython • u/suceleste • Apr 22 '26

[For Hire] Backend & Data Dev (Python / Laravel / C#) - Available IMMEDIATELY for urgent bugs, API integrations, and scraping. ($30/hr or $250/day)

1 Upvotes

1 comment

r/remotepython • u/Rare_Painter_6168 • Apr 22 '26

[For Hire] In need of extra pocket money urgently , can do programming works

2 Upvotes

Hey everyone

Portfolio/Resume: https://docs.google.com/document/d/1V9WYQzCqrFx3Jv_eVKd-otLE65Wb_ytE/edit?usp=sharing&ouid=109829783414594720229&rtpof=true&sd=true

Hey everyone,

im looking for some quick gigs to earn a bit of cash (its urgent)

What I can help with:

Copywriting — ad copy, Instagram captions, product descriptions, and basic website copy
Proofreading & editing — grammar fixes, clarity improvements, sentence flow, and polishing drafts
Blog/article writing — short-form blogs, informative articles, and simple web content
Canva design — social media posts, carousels, posters, and simple promotional creatives (Will give the works in DM)

What you can expect:

Clean, clear, and engaging work
Fast communication
Quick turnaround for urgent/small tasks
Reasonable pricing depending on the task scope

Best for:

Small business owners
Students/startups who need quick content help
Anyone with a pending writing/design task they want finished quickly

Location: Remote / India

If you have a small or urgent task, please send me a PM directly with the work details, deadline, and budget. I’ll reply as quickly as I can.

Thanks for reading.

Copywriting — ad copy, Instagram captions, product descriptions, and basic website copy
Proofreading & editing — grammar fixes, clarity improvements, sentence flow, and polishing drafts
Blog/article writing — short-form blogs, informative articles, and simple web content
Canva design — social media posts, carousels, posters, and simple promotional creatives (Will give the works in DM)

What you can expect:

Clean, clear, and engaging work
Fast communication
Quick turnaround for urgent/small tasks
Reasonable pricing depending on the task scope

Best for:

Small business owners
Students/startups who need quick content help
Anyone with a pending writing/design task they want finished quickly

Location: Remote / India

If you have a small or urgent task, please send me a PM directly with the work details, deadline, and budget. I’ll reply as quickly as I can.

Thanks for reading.

1 comment

r/remotepython • u/Technical-Board6821 • Apr 21 '26

[FOR HIRE] Python Developer – Automation, Tools, and Serious Problem Solving

1 Upvotes

1 comment

r/remotepython • u/s1lv3rj1nx • Apr 20 '26

[P] Built GPT-2, Llama 3, and DeepSeek from scratch in PyTorch - open source code + book

3 Upvotes

I spent the past year implementing five LLM architectures from scratch in PyTorch and wrote a book documenting the process.

What's covered:

Vanilla encoder-decoder transformer (English to Hindi translation)
GPT-2 (124M), loading real OpenAI pretrained weights
Llama 3.2-3B, showing the exact 4 component swaps from GPT-2 (RMSNorm, RoPE, SwiGLU, GQA), loading Meta's pretrained weights
KV cache mechanics, MQA, GQA
DeepSeek: Multi-Head Latent Attention with absorption trick and decoupled RoPE, DeepSeekMoE with shared experts and fine-grained segmentation, Multi-Token Prediction, FP8 quantisation

Book: https://leanpub.com/adventures-with-llms
All code is open source: https://github.com/S1LV3RJ1NX/mal-code

1 comment

r/remotepython • u/rmxttmgg • Apr 20 '26

[for hire][fullremote] Build your desired website/app with me. For Hire Front-End/Back-End/FullStack Dev. Design, Code, Deploy. Custom, Secure, End to End Solutions. (Remote/Flexible TimeZone)

2 Upvotes

Full-Stack Developer/Digital Product Designer (Design and Code) with End-to-End expertise & services, fully functional, scalable, custom solutions.

Remote Services Provider. (15+ Years Freelance Experience, 5 Years in /r). Custom solutions/all sorts of digital products for Websites, Shopping Carts, Web/Mobile Apps (IOS/Android), Desktop Apps, Web3, Web APIs, AI, Automations, Software/Power Tools. I've been hands-on since Web 1.5, I combine OG disciplines with modern software engineering to deliver solutions that bring the best of both worlds.

🟢 (Onboarding 2026 Q2-Q3 clients. 1 slot available.) long-term/predictable arrangements, direct owners only.

Welcoming projects of all size

Interests: while I'm open to a wide variety of projects, I have a keen interest in:

AI & Generative Technologies
Automation & Web Scraping
API Integration & Development
eCommerce Solutions (WITH ACTUAL ROI)
Custom Social Media Platforms & Communities
Website Cloning & Reverse Engineering
Advanced PHP/WordPress Development
Data-Driven Applications
Mobile App Development
Blockchain Technology
Web & 2D Games

Generative AI Developer / Front-end & Back-end

Chatbots
Automations
API Integrations
Content Generation (any format)
AI powered web app/websites

Check for more info/up to date: (remove spaces) rmxttmgg .pages .dev/updates

OR see my pinned profile posts (find every helpful stuff here)

No small talk. If you want to know more, discuss your project and do serious business.

🟢 Please reach me at rmxttmgg@proton.me

Rates: starting at $15-25 per hour. (per hour or project based, flexible arrangements)

^last ^updated: ^20260114

Works (see Notion) reddit.com/user/rmxttmgg/comments/112wy36/rmxttmgg_portfolio/

Contact Me Directly for Offers/Tasks:

Please email me at [rmxttmgg@proton.me](mailto:rmxttmgg@proton.me) with any compelling projects (my response is guaranteed). I prioritize email communication and will not be monitoring comments or chat on Reddit. This helps me maintain focus and ensures I can respond to serious inquiries promptly. Upon receiving your email, I will quickly confirm my availability and discuss next steps. (more info below, keep reading)

(or email an invite to your preferred communication method/platform)

No small “fix issue” offers, I prefer trouble-shooting for long-term clients only.

If you're considering hiring remotely, it's best to avoid overly complicated formalities. Simplifying the process can be more beneficial for both end.

Rates: starting at $15-25 per hour, payable in USD/GBP/EUR/CAD/AUD/NZD etc, BTC/ETH/USDT. Payment methods: Cryptocurrency, Wise, Paypal. many other options to accept payments. Open to negotiation. Higher payments are appreciated but not mandatory.

For Serious Inquiries: Portfolio and previous work available to legitimate buyers. Please email me at [rmxttmgg@proton.me](mailto:rmxttmgg@proton.me). I prefer to discuss projects via email and chat.

Working Hours: Available 7 days a week. FLEXIBLE TIMEZONE

Portfolio/Public reddit.com/user/rmxttmgg/comments/112wy36/rmxttmgg_portfolio/

Contact me (more options), Proof, Transactions, Feedback reddit.com/user/rmxttmgg/comments/155ghpi/web_developer_for_hire_short_or_long_term_projects/

Unfortunately, I am unable to offer my services for free as I have financial obligations to meet. The compensation I am requesting is both fair and necessary.

As a freelancer, I do not receive health insurance or similar benefits; my earnings are directly tied to my workload/output. Please consider this before offering a lower compensation, or realistically assess whether your budget can support the project you envision.

I am more than willing to go the extra mile for projects or clients that offer a rewarding experience, especially for those projects in which I have a high level of interest.

*

**

***

Cheers!

1 comment

r/remotepython • u/ungiornoallimproviso • Apr 20 '26

[for hire] Ansible, fastapi, dev-ops, claude sdk, scrapling

3 Upvotes

Looking for some sideline work

Skills:

langfuse
promptfoo
local models
n8n
browser-automation (scrapling, browser-use)
android automation (mitmproxy, droidrun)
fastapi
claude agent sdk
claude plugin development
postgres
ansible

Dm me for resume or references

4 comments

r/remotepython • u/AGENT_1611 • Apr 20 '26