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Where you can design AI agents with unique identities, connect custom knowledge bases, and automate real-world business workflows.
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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Everyone is shipping AI agents right now. Almost no one is testing them — and that is the whole problem.
A demo agent and a production agent are different animals. The demo works because you walked it down the happy path. Production breaks on the paths you never imagined.
A real example from my own work: a support assistant correctly handed a conversation to a human when someone wrote "I want to talk to a person" in Spanish — but not in English, because one phrase was missing from a rule. Every automated test passed. It only surfaced when I ran real conversations through it.
That is the gap the "agents will replace everything" wave keeps skipping. The hard part was never making an agent act. It is making it:
• say "I don't know" instead of guessing,
• hand control back to a human at the right moment,
• and prove, with tests, that it still behaves when the input gets strange.
Autonomy is cheap. Trustworthy autonomy is the real engineering.
Before you let an AI agent near real users or real data — what is the first thing you check?
The Spanish vs English handoff bug is such a good example. Every test passes until a real user shows up.
🚴 What if a bike workshop website felt more like an interactive experience?
I've been exploring how scroll-driven animations, SVG illustrations, and small interactions can make an ordinary business website more engaging.
For this concept, I experimented with:
A bicycle that comes to life as you scroll
Interactive workshop service sections
A simple way for visitors to explore what their bike needs
Built with HTML, CSS, and JavaScript.
Still exploring how to balance creative interactions with usability and performance.
Curious what you think! Does this kind of storytelling add value to a business website, or would you keep things simpler? 👀
AI DevelopmentMotion DesignWeb DevelopmentChatGPTClaudeHTML5creativedevelopmentwebdesigninteractivelandingpage
For a local workshop I'd keep the scroll bike for the hero and make the service sections quick to scan. The "what does my bike need" flow is the part that could actually bring bookings.
🚀 ST Automation Cloud - Enterprise AI Automation SaaS
What it does:
ST Automation Cloud is a next-generation platform that connects your daily business tools (Gmail, Google Sheets, Slack, Discord, Webhooks) into one unified workspace. Powered by Gemini AI, it allows users to build visual, multi-step automation workflows without writing a single line of code. It handles everything from data syncing to executing complex, autonomous AI pipelines.
How it is profitable (Business Value):
Massive Time & Cost Savings: By automating repetitive tasks (like lead generation, email sorting, and data entry), it saves hundreds of man-hours, directly reducing operational costs.
Zero Human Error: Automated workflows ensure 100% accuracy in data transfer between different apps, eliminating costly manual mistakes.
Infinite Scalability: Businesses can scale their operations 10x without needing to hire more staff. The autonomous AI agents work 24/7 in the background.
High-Throughput ROI: With enterprise-grade security and a premium user interface, it provides a quick return on investment by streamlining critical pipelines.
In short: It transforms manual, time-consuming operations into a fast, reliable, and fully automated digital workforce.
I'd distinguish a completed action from a completed workflow in the run history. If Gmail sends successfully but the next Slack step fails, can a user resume from Slack without sending the email again?