Category: Linux

Most workers are working on Sundays—here’s why

Nearly three-quarters of workers (74%) work on Sunday, including 21% who work a full or near-full day, according to Owl Labs’ tenth annual State of Hybrid Work report. The trend is far more common among younger generations, with...

101 Real-World Examples of How to Use Jev

Jev is TypeSafe AI’s “System One” model. It doesn’t generate text. You hand it unstructured state plus a typed question — a Choice, a Score, or a yes/no (Noul) — and it hands back a typed answer with a...

Your Health Checks Are Verifying the Wrong Thing

Four bugs in one week. All of them passed monitoring. All of them were the same bug. Last week I found four separate faults in a system I built. A financial figure that was wrong by 16 times. A metric frozen for a month while...

Why 2-Bit LLM Quantization Fails at the Hardware Boundary

by Vivek Kumar The jump from 4-bit to 2-bit weight quantization looks small on a slide. In an implementation, it changes the problem. A naive weight-only 2-bit scheme gives each scaling group just four weight codes. The margin...

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