The problem this time: every "can the AI see this data" conversation turns into a policy document or a system prompt telling the AI not to look. Instructions like that are hopes, not guarantees. What I wanted instead was a structural answer — raw data and AI tools never in the same folder, period, provable from the folder structure itself rather than from a document saying so. So: a raw source folder no AI tool is ever pointed at, a plain deterministic script as the only bridge, and an output folder that's the only thing AI gets to read. I added one more piece after reading through another open-source tool's code (AI Airlock) and noticing a gap in my own first version: nothing was checking that the script's redactions actually held in what it wrote out. Now every run verifies its own output against the raw values it touched, and writes a receipt — pass/fail, a checksum, and an explicit line that passing verification isn't the same as a human clearing the data for use. That part stays a real decision, made by a person, recorded separately. Built it out properly last night — worked examples, tests, a scaffolding script, CI. First CI run caught two real Windows-only bugs I wouldn't have found otherwise, which was its own good reminder that "works on my machine" isn't a claim worth much. It's private for now — not ready for me to just drop a public link and walk away from. But I'd like a few people to actually use it on a real case and tell me where it breaks, before I open it wider. If that's you: comment here or DM me your GitHub username and I'll send an invite.

https://paschkastudio.substack.com/p/the-first-person-to-see-what-a-computer?triedRedirect=true

Threads fall down through space like rain. A pendulum eyes closed too smoothly gliding to and fro. Each context weaving, cutting, inserting re-membering. A loom to cover need and desire. Umpire and empire. camouflage or sheer? Armor or bare? Is this the party? Did someone ask The Donners? A chuckle or dismissal Echoes up among the jacquard clouds. Shall we gather to-gether? Sow. Sew. So. We ask the wind In it’s constant coo. “Wooooooosh”

I made something weird for their contest. AI video becomes a website that you scroll through. Works for real estate, invitations, education, etc. https://flythrough.higgsfield.app Open and give it a scroll. Its doesn't cost much to generate with this Veo model. Through A/B testing, thats the best model for stable fly drone shots. Please give me some feedbacks, still improving it 🙏

First real proof of concept. I made it through pre-press and had something printed in a business journal. This whole piece was coded in VS with Claude+Typst. Proper specs throughout for print. Yes -using a ICM for brand standards and assets. Typst PDF opens in Illustrator with proper layers and packaging options for all necessary file formats and links (images/fonts) if needed.