shattered.io

R6 Hidden MMR: Estimate Jynxzi’s Rank in 12 Steps [2026]

Learn R6 Siege RP vs hidden MMR and build a Python tool to estimate any player rank, including Jynxzi, in 12 steps.

[Local AI Development Part 2] I reduced Ollama's time to first token from 9.6 seconds to 0.24 seconds

Hello.Last time, I combined Python and Ollama to create a local AI that performs web searches only when necessary.It is a ...

Changed environment variables, but AI code runs with old values? Check the launcher and startup timing

Even though you intended to change an environment variable, the process running in Python reads the previous value. In such ...
xenospectrum

Python 3.15 Makes UTF-8 the Default, Easing Windows Text Issues — but Legacy Code Needs a Check

Python 3.15's UTF-8 default reduces environment-dependent behavior when no encoding is specified. We look at what it means ...

Python 3.15 released: Lazy imports, UTF-8 and new data types

Python 3.15 is expected to speed up some programs and simplifies handling immutable data. UTF-8 as standard requires testing.