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Real-time system monitoring agent. Python agent captures metrics every second, anomaly detection, WebSocket dashboard. FastAPI + PostgreSQL/Neon + React + Docker. 7 tests passing. Live demo available.
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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In this design, we reimagined how teams create automated workflows by transforming natural language prompts into visual process flows. The interface combines AI-assisted workflow generation, conditional logic, third-party integrations, and real-time editing into a clean, distraction-free dashboard. With a lightweight visual hierarchy, intuitive node structure, and collaborative workspace, building complex automation feels faster, clearer, and far more accessible.
📩 Collaborate with Us? Contra Cansaas Agency
Why Small Automations Make Big Teams Faster
Most teams don’t need a huge system rebuild.
They need small, smart automations that remove the daily repeat work: updating boards, sending reminders, syncing data, organizing leads, or moving information between tools.
That’s where AI automation becomes powerful.
Not because it replaces people, but because it gives people more time to focus on real work, better decisions, and better client communication.
A good automation should feel invisible: simple, reliable, and easy to manage.
That’s the kind of system I like building.
#AIautomation #WorkflowAutomation #NoCode #n8n #Make #Zapier #SaaS #Productivity #InternalTools
Beautiful UI cannot pass a Compliance Audit. Resilient Architecture does.
In the rush to build fast MVPs, many founders and agencies focus entirely on the frontend, gluing the backend together with fragile No-Code automation tools.
But when you are building B2B platforms in Logistics, FinTech, or HealthTech, a "silent failure" in an API webhook isn't just a bug—it’s a lost contract or a compliance fine.
I just published an engineering deep-dive on Medium covering the "Thick Database" Strategy.
I explore how to encapsulate complex business logic natively inside PostgreSQL (using extensions like pgcrypto for hashing, earthdistance for logistics routing, and pg_partman for heavy IoT logs).
By keeping the compute inside the database and only using orchestration (n8n/Deno) for network I/O, we build systems that are mathematically secure and infinitely scalable.
If you're designing a beautiful product, make sure it has a titanium spine. Read the full blueprint on my Medium.
#SystemsArchitecture #Supabase #BackendEngineering #DatabaseDesign
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