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Developed an end-to-end autonomous agentic workflow designed to eliminate manual resume screening. The system retrieves, parses, and evaluates candidate applications against dynamic Job Descriptions (JDs) using high-fidelity LLMs, achieving an automated decision-making pipeline.
Key Technical Features.
Automated Decision Logic: Implemented autonomous status updates (Selected/Rejected) based on a custom-weighted scoring threshold of 70%.
The Results
90% Reduction in initial screening time.
Eliminated Human Bias by applying consistent evaluation criteria across 100% of the applicant pool.
High Scalability: Designed to process hundreds of resumes autonomously with zero manual intervention.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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You're wasting 3+ hours/week writing social posts manually. 🕐
Here's what founders are doing instead:
One n8n workflow that researches your topic → writes LinkedIn, Reddit & X posts → matches your exact tone — sounds 100% human, fully automated.
How it works:
→ You pick a topic
→ AI researches it live
→ Generates platform-specific posts in your voice
→ Schedules & publishes automatically
No ghostwriter. No agency. No burnout.
E-commerce founders, solopreneurs & marketers are reclaiming their week while staying consistently visible across every platform.
Automation isn't the future it's what your competitors are already using.
Want to set this up for your business?
Sound Junior Social Media Manager
My client went from 2 posts/week to daily — inbound leads jumped 3x. 📈
He was spending hours writing LinkedIn, Reddit & X posts manually. Inconsistent. Exhausting. Zero time left to actually run his business.
We built one n8n workflow that: → Researches his topic automatically → Writes posts in his exact tone (sounds 100% human) → Publishes daily across all 3 platforms
Result? Consistency did the heavy lifting.
More posts = more visibility = more inbound leads without him writing a single word.
Same system. Available for your business today.
Want this running for you?
I’ve been a bit quiet lately. The truth is, I took a break from posting because I was deep in the trenches of production. Building a "cool" automation is easy; making it run reliably every single day for a client is where the real work happens.
In the last few weeks, I’ve been focusing on the gap between a Webflow prototype and a production-ready system.
What I’ve learned (again):
Error handling is 80% of the job. It’s not about the "Happy Path"—it's about what happens when an API is down.
Simple > Complex. I’ve spent more time deleting nodes than adding them.
Context matters. A Webflow form is just data; a well-prompted n8n agent makes it actionable.
It feels good to be back. I’m excited to share some of the patterns I’ve been developing.
What have you been building? 👇
#n8n #Webflow #Automation #Reliability #ProductionReady
Completely agree with this. The real challenge isn’t building the automation, it’s making it reliable in production. Error handling, retries, and edge cases end up being most of the work. Also love the point about deleting nodes instead of adding them simplicity usually wins in the long run.
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