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
Back to feedPost
This portfolio sample shows how I evaluate AI agents and automated workflows to find reliability problems, broken logic, and weak edge-case handling. I review whether the system completes the intended task, uses tools correctly, follows instructions, handles ambiguity, and produces an output that can actually be trusted.
The work focuses on identifying failure points before they become real user problems, including incomplete task execution, incorrect assumptions, workflow dead ends, hallucinations, and verification gaps. This is a portfolio demonstration of my AI agent evaluation and red-teaming work. No confidential client information is included.
Great approach! Testing AI agents for reliability, edge cases, and failure points is essential for building trustworthy production systems. 🚀
Thanks, Marko, exactly. I’ve found that the most useful testing is usually around edge cases, handoffs, and the points where a workflow looks fine in the happy path but breaks under real use.
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
Trending
retrofuturism
Share your favorite designs from the past exploring the distant future. Or your own take on the aesthetic 🚀
halftone
Dots. Texture. Grain. Let's see your designs using the halftone technique.
Midjourney
Creatives are showing off what they're making with Midjourney.
colorgrade
Video editors sound off: How do you enhance the mood of your video in color grading?
Related posts
Automating Resume Screening with AI
I recently worked on a recruiting bot that uses n8n to connect Gmail, Groq AI, and Google Sheets. The goal was to automate the resume screening process and save time for the HR team. I'm happy to say that it's working smoothly and has already saved a significant amount of time. The tech stack was a bit challenging to set up, but it was worth it in the end.
#n8n #automation #GmailTrigger #HTTPRequest
Follow for more: https://go.phonezait.de/
Just published: Strategy and Copy Agent.
Most AI copy tools optimize for generation. I wanted to solve the harder problem:
How do you make AI-generated strategy evidence-backed, reviewable, versioned, and safely approved?
This case study breaks down the system I built around:
Evidence → Strategy → Copy → Review → Approval → Handoff
Including role controls, immutable revisions, deterministic checks, and exact-version approval.
If you’re building production AI systems where trust and control matter as much as output quality, this one is for you.
Keep going
I recently developed a design system site for Replit Designathon. it is a Brazilian Jiu-Jitsu Reference library of techniques concepts and actual breakdowns of how to do them the site is called https://replit-GroundUp.replit.app. take a look and let me know what you think. I'm also open to working with any collaborators who could use help.
