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I’ve been exploring how AI can assist operational decision-making while keeping systems reliable and explainable.
This demo shows how AI signals, rule-based scoring, and workflow routing can work together in real business environments.
It includes idempotent processing and audit traceability to ensure safe and reliable operations.
If you’re building AI-assisted workflows or automation systems, I’d love to connect.
github.com
GitHub - qingfan007/ai-assisted-decision-workflow
Contribute to qingfan007/ai-assisted-decision-workflow development by creating an account on GitHub.
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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.
With the The Kittl Challenge on Contra kicking off soon, I figured I'd use the limbo time waiting on a brief from a freelance client to jump into Kittl for the first time. A quick walkthrough of how I used it to generate some mockups and graphic assets ahead of the brief landing.
Super impressed with Kittl overall, well worth adding to the kit. I can't wait to see what the rest of the community comes up with beginning tomorrow.
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?
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