Eight gigabytes of RAM minus a 2 GB model file is not 6 GB of usable inference memory. Calculate the KV cache, then test the longest request and peak concurrency.
That subtraction cannot approve a device. The file is a storage artifact; inference also keeps weight pages resident, allocates KV cache and compute buffers, and competes with the operating system and any retrieval, audio, or ...
A. Book: Kubernetes and Helm: A Primer
When you start learning Kubern...
I'm Kenji Sakuramoto. I run ｋｅｎｓａｕｒｕｓ LLC, a studio in Shibuya, Tokyo, founded in June 2025, and I run more than ten repos on my own. Most of what I've shipped started with a problem in my own life.
If you ship mobile apps alone, the best deployment platform in 2026 is Capgo: it builds signed iOS and Android apps in the cloud, uploads them to the stores, and pushes live updates, starting at $14 a month.
Full disclosure: I'm the founder of Capgo. Every price below was checked on the vendor's own pricing page on 2026-11-08.
A technical walkthrough of a credential vault built for the Total Recall - Tatum × Walrus Memory Hackathon.
Remembering a user is not the same as securely restoring their private data.
For a credential vault, persistence raises several difficult questions: Where does encryption happen? What authorizes access? How does the application identify the correct vault after a w...
TL;DR: Right-sizing conversations default to "bigger or smaller," because that's what usage-history tools measure cleanly. A third category of mismatch gets skipped almost every time: wrong instance family, a workload whose actual resource profile (CPU-heavy, memory-heavy, I/O-heavy) doesn't match the family it's running on, regardless of size. A correctly...