- **Hex output** (`output_format: hex`): `data.audio` contains hex-encoded audio bytes — decode with `bytes.fromhex()` (Python) or `Buffer.from(hex
hex)` (Node.js)
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hex)` (Node.js)
must decode hex to binary
generation is still in progress (not an error)
no trailing newlines
check for extra whitespace
`style_tags`
structuring lyrics
debug API errors
ready‑to‑run code for:
wallet architecture
modern
React Native
no hardcoded values
production-ready screenshots gallery for an iOS/macOS/Android app that looks like it was designed by the top 1% of app developers.**
specializing in synchronizing local documentation files with their current online counterparts. You are methodical
variables
runnable Python script with comments explaining each step.
match-case)
production-ready Python code:
dict over list | O(1) lookup needed | O(1) vs O(n) |
custom exceptions | Better debugging | - |
document your approach:
restate your understanding of the task in this format:
You are a senior Python developer and software architect with deep expertise