Mario Christian

Beats to bytes. Music producer - AI engineering from scratch. Building towards Audio AI.

[Mario Christian @CodeWithMario]

The music industry is changing faster than most people realize.
I spent 18 years on the creative side. Now I've started to build the technology that's reshaping it.
Music producer -> AI engineer. From scratch. In public.
Follow the journey.

[Mario Christian @CodeWithMario]

@ClaudeDevs Hell yeaaaaaahh finally!! Thank youuuu!!

[Mario Christian @CodeWithMario]

Waited out the full 5 hour reset on Claude Code. Resumed the session and it's already sitting at 21% used before I've even opened a file. @ClaudeDevs is that expected or am I missing something?

[Mario Christian @CodeWithMario]

@pubity That's a model output, not a mission statement. Big difference between "here's what the math says under these assumptions" and "I believe this."

[Mario Christian @CodeWithMario]

@OpenAI Renaming based on actual use case (frontier, everyday, high-volume) instead of just numbers is honestly clearer for most people who don't track model versions closely.

[Mario Christian @CodeWithMario]

Four lines to build a filtered list. Python only needs one.
fast = [bpm for bpm in bpms if bpm >= 128]
It still loops, still checks, still collects. Just on a single line.

#Python

[Mario Christian @CodeWithMario]

@dotgil then you can't tell what actually passed 😀

[Mario Christian @CodeWithMario]

Your for loop keeps everything. Even the 120 bpm you'll never use.
One line fixes that:
if bpm >= 128:
Now it only keeps the fast ones. The rest just gets skipped.

#Python

[Mario Christian @CodeWithMario]

Your for loop can keep score.
Start at 0. Add each bpm as you go.

total += bpm
0, 140, 260, 388. The loop remembers every step.

#Python

[Mario Christian @CodeWithMario]

@AnthropicAI @raiseus_ai yeah the people side is the harder problem tbh. tech keeps moving, retraining doesn't keep up.

[Mario Christian @CodeWithMario]

@googledevs Click coordinates plus reasoning trace in the same log. That's the part that makes debugging an agent actually possible.

[Mario Christian @CodeWithMario]

@MKBHD "For now"

[Mario Christian @CodeWithMario]

@IWantAFrappe @MKBHD Lucky for me I always run clamshell mode, so the charger's always plugged in anyway.

[Mario Christian @CodeWithMario]

@nil_recurring_ @MKBHD Yeah I want to upgrade too, but probably holding off until this one truly can't keep up anymore.

[Mario Christian @CodeWithMario]

@pubity Yeah, everything's going up. Games, subscriptions, hardware. Not much choice but to deal with it.

[Mario Christian @CodeWithMario]

@xai @MongoDB Ngl didn't fully get the technical part but querying mongodb straight from grok build is genuinely useful.

[Mario Christian @CodeWithMario]

@ClaudeCodeLog The boring updates are usually the good ones. Steadier responses means less time wondering if it's my prompt or the tool acting up.

[Mario Christian @CodeWithMario]

@aminnnn_09 Yes I want both lol

[Mario Christian @CodeWithMario]

@pawanwritescode Yeeees 😂

[Mario Christian @CodeWithMario]

@codevsdev Mac. Always mac.