After OCR, most pipelines throw the layout away and re-discover the same form from scratch every time. textract-field-memory is a small, zero-dependency Python layer that remembers where fields sit, checks they landed in the right place, tells you which layout…
The fix is to move the crop, shot by shot, to wherever the subject is. Editors call this reframing. The steps below use the video editor in the osFoundry desktop app, whose "Reframe following the subject" preset does it on…
Common problems companies solve with Go Stories about how and why companies use Go How Go can help keep you secure by default The official Go language specification A complete introduction to building software with Go Learn what's new in…
Short answer: a thumbnail retry should be governed as a private, tenant-scoped write, with bounded exponential backoff, a deterministic object key, and enough telemetry to distinguish provider trouble from an application storm. Delivery should then use a short-lived signed URL.
Most YouTube videos have a transcript, and for most of them it was written by speech recognition. That's fine for following along. For a quote in a paper, a news story or a legal note, the question is how far…
Any transcriber that returns word timestamps works. Whisper does, and so do most hosted speech-to-text APIs when asked. The clip here is a NASA interview with astronaut Christina Koch, 640×360 at 30 fps, and its transcript is 119 words: Words are addressed by…
First, the honesty box: I did not run the prover. It needs a single H100, ~290 GB of host memory, and the 232 GB 4-bit Llama 4 Maverick weights. What I did run is a full shallow clone of the released repo plus a…
Click Compile. The first build is the slow one: Tectonic doesn't ship a full TeX distribution, and instead downloads the packages and fonts the document actually uses. For this thesis that came to about 430 files and 46 MB, kept in a…
I model the production event as a small, bounded transaction. A property manager selects a PDF or image, the browser uploads the bytes directly to an object key, and the application records an upload intent before issuing a capability. A…
"The invoice is due on the 20th." Simple, right? Then reality shows up. JavaScript Date is a moment in time, not a calendar day. If you store deadlines as Date, a time zone or daylight-saving change can silently move them by…
Language releases, performance tips, and type systems in practice.
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