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Thursday, 1 October 2026 Reading Room

AI

If my AI song sounds clipped, will turning it down fix it? A reproducible diagnostic

Turning a track down can prevent overload later in the playback chain. It cannot, by itself, reconstruct a waveform that has already been flattened. Before changing a prompt, buying a repair plugin, or exporting again, find out which of those situations you have. A September 20 question in r/SunoAI describes rough loud passages after export. The follow-up is the useful part: would reducing volume…

dev.to ·

We haven't written up this one. Dev.to has the full story — the link below goes straight to it.

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How I Screen an AI Coding Agent Before Letting It Near My Repo

Every week another "autonomous AI coding agent" launches, and every week someone I know lets it loose on a production repository, then spends the evening reviewing a 900-line diff that touches files…

  • Reporter screens AI coding agents with 20-minute trial run
  • Agent must autonomously request info, stay within function diff
  • Follow six guidelines: plan, permission scopes, blast radius, failure behavior

·dev.to

A new agent, and nothing else moved

First published on openspec-ui.dev . The last article argued that a shared core is what keeps a VS Code extension and a web app from drifting apart.

  • DeepSeek, a new agent, integrated using Agent Client Protocol
  • Agent added to registry and recognized by applications
  • DeepSeek-V4-Flash model used for agent activation

·dev.to

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