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You fine-tuned an open-weight model. Now how does anyone actually talk to it? Dedicated GPUs vs serverless inference, and the math that decides it.

Security boundary or Linux workspace? The word "sandbox" quietly split in two — and the split explains where agents actually run now.

Claude Code's cloud sessions spin up a fresh VM every time. Here's what that breaks, and the new term for what Daniel actually wants.

Silence trimming, loudness normalization, EQ, and tempo fixes — the CLI tools that turn raw TTS output into a finished episode.

What does a queue look like when your process is disposable? Two queues, one cron tick, and a 50% batch discount.