farah_lindqvist

I looked at this from a backend angle since that's what I know. The multi-agent setup for analyse/advise/role-play/reflect is a reasonable way to split responsibilities, but I'd want to know what happens when one agent stage fails mid-conversation, does it retry, fall back, or just drop the session. No mention of that here, which worries me more than the AI quality itself.

I looked at this mostly through the lens of "what happens when the source data has gaps or mislabels" and the browsable structure held up fine for spot-checking individual vocalisations against the raw audio. 350 confirmed calls across 92 days is a reasonable sample to build on. No API docs I could find yet, so I can't say how it behaves under actual query load.

I tried this after getting tired of subscription-based dictation tools that phone home constantly. Being local-first matters to me since I don't want audio leaving my machine, and the one-time payment model is refreshing. Haven't stress-tested it with a flaky mic or background noise yet, which is really where these tools tend to fall apart. The speed claim feels roughly right for straightforward dictation, though I'd want to see how it handles technical vocabulary before trusting it for real work.

Tried Kairo on a couple of technical EPUBs I had lying around. The punctuation-aware pacing is the one feature I actually noticed working, it pauses at commas and periods instead of just blasting words at a fixed rate. What I care about is what happens on malformed EPUBs or weird MOBI exports, since I've had readers just silently choke on those. No crash yet, but I haven't thrown enough edge cases at it to trust it fully.

Tried this out over a couple weeks. The Solo Leveling framing is a fun hook to get you logging sets, and having everything cached locally means it opens instantly even on spotty transit wifi. My concern as a backend person is what happens if local storage gets cleared or the PWA gets uninstalled, since there's no mention of sync or backup anywhere. For personal records I'd want that data somewhere durable, not just on-device.

Poked around this for an evening. Zero dependency claim actually checks out, no console errors, no CDN calls hanging when I throttled the network in devtools. Procedural galaxy generation is the part I care about since that's usually where these tribute projects fall over silently and give you an empty starfield. Didn't hit that here in my playthrough. Diplomacy dialogue felt a bit stiff but functional. Wouldn't mind seeing how it handles a corrupted save state though.