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Synthetic Node.js regression-test demo — self-directed Mercy Key work, AI-assisted.
This original, runnable module exercises an outbound-action boundary using synthetic inputs and Node.js built-ins. Its 15 checks cover exact-content approvals, expiry, duplicate actions, pause behavior, immutable snapshots and audit-log data minimization. The local run passed 15/15 checks with zero external calls.
This is a work sample, not a client case study or an independent security audit. Passing tests cover only the demonstrated behavior and do not guarantee production safety. The cover is an AI-generated service illustration, not a screenshot of test results.
Read the report and download the runnable fixture: https://mercy-key.codex507411.chatgpt.site/readiness-review#sample-review
For a small JavaScript/TypeScript bug fix with regression tests, see the scoped service: https://contra.com/s/6egOAP7U-small-java-script-bug-fix-regression-tests . Scope, timing and acceptance of AI assistance are agreed before paid engagement.
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Every creative pro has some "final_v2_client_approved_remastered" file sitting somewhere on their machine. We've been building Clustta for about three years now to make that file (and the ten versions before it) a thing of the past.
The goal was simple: build an artist-friendly collaboration, version control, and asset management tool we love, and one we hope you'll love too.
Most of the challenge was in blurring the lines between technical version control platforms like GitHub and everyday file-sharing apps like Google Drive, so it feels both fresh and familiar to users coming from either camp. That meant constantly figuring out what features to add, where they belonged in the UI, and so on.
Clustta is open source, is available for general use now, and still very much in active development, so I'll be sharing updates here as we keep building 🤞
More updates and case studies coming soon.
The real problem here is diffing and storage for binary assets, a 200MB PSD that changed one layer shouldn't cost 200MB every save. Content-defined chunking gets you most of the way. Merge is the other wall, two artists on one file with no text to three-way merge means you're building lock or branch-and-review, not git.
What if your online store could market itself? 🤖
I’ve been building an AI-powered social media automation platform that turns ecommerce products into ready-to-publish marketing content.
The workflow can:
→ Connect to an ecommerce store
→ Sync products automatically
→ Generate social media content with AI
→ Create product-focused visuals
→ Prepare posts/stories for social platforms
→ Schedule and publish content
→ Keep product marketing running with minimal manual work
The bigger idea isn’t just “AI-generated posts.”
It’s building an automated marketing workflow around the actual products in your store.
This is the kind of automation I enjoy building: connecting APIs, AI agents, ecommerce systems, content generation, and social platforms into one practical workflow.
If you're running an ecommerce business and still creating every product post manually, there’s probably a lot that can be automated.
#AIAutomation #Ecommerce #AI #MarketingAutomation #SaaS #Automation #Contra
Love this autonomous workflow! Clean execution and super practical.
Hot take: AI is making some businesses more disorganized, not less.
Why?
Because teams keep adding tools before fixing the process.
Now they have:
• AI meeting notes
• AI email drafts
• AI task lists
• AI research
• AI content
• AI everything
…and still no one knows what actually needs to happen next.
The real advantage isn’t using the most AI.
It’s knowing where AI should fit into a clear workflow.
That’s where operations matters.
Use AI to speed up:
• Follow-ups
• Research
• Documentation
• Reporting
• SOP creation
• Repetitive admin
But keep human judgment for priorities, communication, and decisions.
AI should reduce friction, not create more tabs.
What’s one AI tool that has actually saved you time?
#AI #Automation #Operations #ExecutiveAssistant #VirtualAssistant #FounderSupport #Startup #Productivity
Very inspiring concept!