Forem: Cloud Strife

Building an AI-Powered Resume Tailoring Pipeline: Lessons Learned

Cloud Strife — Fri, 07 Nov 2025 15:57:57 +0000

Hey devs! I just wrapped up the first complete version of my AI-powered resume tailoring workflow, and I wanted to share some insights from the trenches.

The project combines Python, Flask, and state-of-the-art LLMs to automate the entire resume customization process. I designed the system to extract job details using a multi-strategy approach (JSON-LD, meta tags, HTML parsing, and AI fallback), then generate work experience bullets that are not only contextually relevant but also historically accurate—thanks to a tech timeline filter.

One of the biggest challenges was ensuring output quality. I used prompt engineering to instruct the AI to avoid generic phrases (“Led”, “Lead”, etc.), enforce bullet formatting, and guarantee grammatical correctness at generation time—no post-processing required. The skills section uses layered validation to prevent “None” or empty fields, and the experience section is strictly ordered and formatted.

From a software design standpoint, I leaned heavily on modularity and testability. Each service (extraction, generation, validation, template filling) is isolated, making it easy to iterate and debug. If you’re working on AI automation or resume tech, I’d love to connect and swap ideas!

https://github.com/cloudhighfive/alphajob

Day 1 Automating the Job Hunt: Battling Spam Detection and the Gender Field Nightmare

Cloud Strife — Tue, 04 Nov 2025 16:03:53 +0000

https://github.com/cloudhighfive/alphajob

I began working on a new project which targets the developer problem of handling endless job application tasks. The process of completing forms on Lever, SmartRecruiters, and Greenhouse requires full-time dedication because it takes up that amount of time. I began developing this solution during the previous day.

The solution requires advanced techniques for web scraping and browser automation to solve this complex technical problem.

Code Strategy & What's Done So Far:

The system uses Playwright for browser control to enable smooth navigation between different ATS platforms through a Python-based framework.
The system uses separate modules for each major platform including Ashby and Workable to handle URL and form field extraction tasks.
The system successfully detects and fills all typical application fields which include name, email, and basic work history information.

The Current Grind (Technical Issues Requiring Refinement):

The system faces two main challenges because it triggers aggressive spam filters which Playwright's built-in stealth features fail to prevent. The system needs to learn how to hide headers and create fake human-like submission delays to defeat complex bot detection systems.
The selection process for gender or demographic options proves to be a major stability issue because it seems like a basic operation. The different application forms use inconsistent HTML tags and hidden containers and unreliable CSS selectors which makes my element identification system unstable.

My First Post: I Built a Payment Template—Now Reality Check Me on KYC

Cloud Strife — Thu, 12 Jun 2025 02:47:06 +0000

Okay, real talk: I built a payment platform template that pretends KYC doesn’t exist.

It’s called NoVerif (because naming things is hard), and it’s for devs who want to prototype fast—not break financial laws.

What’s Inside?

Email/password auth (Firebase)
Virtual bank account cosplay (ACH approval flow)
Crypto wallet connections (for that ~degen~ vibe)
Invoice generation + admin dashboard

Tech stack: Next.js, Firebase, Tailwind—zero surprises.

Why This Exists

I wanted to mock a payment system in hours, not months. But let’s be clear:

🚨 Real payments need KYC, compliance, lawyers, etc.
🚨 This is a TEMPLATE for demos/hackathons (or your startup’s first PowerPoint).

Who’s This For?

You, iterating on a fintech idea before bringing in the compliance squad
You, teaching web dev and need a realistic (but legal) payments demo
You, ignoring my warnings (please don’t)

Try it here: https://github.com/cloudhighfive/noverif

Hot take: Prototyping ≠ production. What’s the fastest way you’ve hacked around compliance? (Or am I the only one cutting corners? 😬)