Releases: mandarwagh9/echo
Release list
Echo 1.1 - transcription actually works
Fixes the three bugs that made 1.0's transcripts fiction.
What was wrong. 3h12m of capture produced 22,218 words, almost none of them spoken: "the security is over" seven times in a row, and one line reading मार žе дусов लाहथ प buffalovia hurry up — Devanagari and Cyrillic in the same sentence.
Three causes, all fixed:
- Whisper was fed the silence. A chunk that was 3% speech went in whole, and the model invents fluent text over room tone. Only voiced regions are now sent, with timestamps mapped back to real clock time.
- Language auto-detection reads only the first 30 seconds and applies the result to the whole call — across 99 languages. A chunk opening with silence had its language chosen from noise. Detection is now restricted to en/hi/mr.
- The JNI never enabled whisper's own defences:
suppress_nstdefaults to false upstream, and per-segment no-speech probability was never read.
Plus a per-language initial prompt (without it, Marathi came back romanised), level normalisation, and repetition collapse at both transcription and summary time.
Throughput. Base measured 714 s to transcribe a 256 s chunk — 0.4x realtime, a queue that never drains. The cause was the temperature-fallback ladder retrying every degenerate window up to six times; it is now capped at three.
Model guidance, measured rather than asserted:
| model | Hindi | Marathi | code-switched | English |
|---|---|---|---|---|
| Base | 0.23 | 0.00 | 0.08 | 1.00 |
| Small | 0.54 | 0.13 | 0.38 | 1.00 |
Small is the right choice for Devanagari, at roughly 2.5x the compute.
63 unit tests pass. See docs/VERIFICATION.md for what remains unverified.
Echo 1.0 - prototype
Sideloadable release build. Signed with the standard Android debug key so it installs directly; native code is compiled -O3.
| asset | size | for |
|---|---|---|
echo-1.0-arm64.apk |
24.5 MB | phones — this is the one you want |
echo-1.0-universal.apk |
28.8 MB | also carries x86_64, for emulator testing |
Verified on a Pixel 9, Android 17 (API 37): 42 JVM unit tests and 11 instrumented tests passing; the Base model sustains 5.29× realtime on 4 threads, putting a 10-minute chunk at ~113 s.
Install
adb install -r echo-1.0-arm64.apk
On Windows, scripts\verify-on-device.ps1 also grants RECORD_AUDIO/POST_NOTIFICATIONS and exempts the app from battery optimisation.
First run: grant mic + notifications, then Settings → Speech model → download Base (57 MB), then tap record.
Audio and transcripts never leave the device. Note that the app records people who have not consented — see the privacy section in the README before using it around others. Hindi/Marathi transcription is not yet verified end to end; see docs/VERIFICATION.md.