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Auditable Workflow Automation — fictional request-processing workflow. Validates inputs, records every action in a structured log, routes uncertain cases to a review queue, and requires human confirmation before final execution. No client or employer data used.
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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Can a fully automated, faceless YouTube channel actually run for free?
That question is basically what turned into crank, a terminal AI agent I've been building for myself. It's turned into a full video production system: it writes, renders, voices, captions, and publishes, start to finish, with no editing on my end.
It's currently running from production to upload at:
https://youtube.com/@ecnivs
Not public yet, but it's coming
I write clean, efficient Python code to automate workflows, build custom web scrapers, and process complex data pipelines.
Whether you need a standalone script to clean messy datasets, custom API integrations, or back-end logic to power your reporting and automation tools, I focus on building maintainable solutions that just work.
New work: I rebuilt my studio site as a real-time 3D experience, then I attacked it.
The visual layer is hand-written WebGL and GLSL. GPU particle cores that react to your cursor, morphing transitions between pages, adaptive performance that tunes itself to the device. All custom code, no template, no page builder.
But looking expensive is only half the job. I also build and secure the systems behind sites like this: multi-tenant SaaS, Stripe billing, PostgreSQL row-level security. So I wrote an automated red-team loop in Python and ran it against my own live site: attack, triage, patch, verify. It flagged a couple of hardening gaps, I fixed them, and re-ran until it came back clean.
If you want a site that looks like a high-budget trailer and holds up when someone probes it, that is what I build.
Live: xkaii.studio
The security work: xkaii.studio/security
The combination of high-end GLSL motion and row-level security backend is incredible. What vulnerabilities did your automated Python red-team loop flag during the initial test runs?