Real-world
Batch utility
Concrete workflows, including the tradeoffs and limitations reported by their authors.
this collection
Video cropping, UI bug fixes, and news roundups on a 24GB card
A detailed personal checklist for getting a local setup to a genuinely reliable state — quant choice, inference engine by OS, and only then, real tasks.
Auto-documenting 1,000+ undocumented functions in one pass
A loop over a large, undocumented codebase asked a local model to summarize each function in a strict word limit, then wrote the result back as a header comment.
Sensors to reports: deterministic automation with a local model as the extra pair of eyes
A raw CSV export from a sensor goes into a local model that produces a report, a pattern the owner treats as a deterministic automation overseen by the model.
Generating 60,000 helpdesk tickets overnight instead of burning API credits
A 3080 churned for about 18 hours to produce roughly 60,000 synthetic helpdesk tickets, complete with email threads and time entries, for testing a ticketing system.
Running gpt-oss:20b on a cheap dedicated server without a GPU
A CPU-only approach: gpt-oss:20b on a cheap 64-128GB dedicated server with an SSD, balancing CPU, RAM, disk and any GPU together rather than forcing everything onto graphics.
Processing thousands of in-game documents to build roleplay casefiles
Playing a detective in a large GTA V roleplay server, this person used a local model to turn thousands of in-game arrest reports and applications into structured criminal profiles.