← Back to projects

TurtleTalk.ioTop 10Deep-reviewed

by Yiwen Wei

Score 9.4

What they're building

A companion that helps with bonding.

AI code reviewrepo: real

Live working app verified at app.turtletalk.io (kid voice companion 'Tammy' + parent dashboard) plus a real marketing site. All three sponsors are imported AND called in code: Nebius (textLLM() -> api.studio.nebius.com/v1, Llama-3.3-70B) drives ~9 API routes and the Guardian agent's chatJSON; Tavily (tavilySearch/tavilyExtract against api.tavily.com) powers the event-ingestion job (event-ingest.ts:189) and the Guardian's resource lookup (agent.ts:228); Composio (POST backend.composio.dev/api/v3/tools/execute) sends parent notifications (guardian/route.ts:59) and reads Google Calendar (calendar/route.ts:13). The Guardian is a genuine classify -> self-check -> compose -> act(notify) agent loop with a tiered safety taxonomy. ⚑ Single squashed commit (typical hackathon final push) so history is thin; sponsor calls degrade gracefully to no-op when keys are unset, so live wiring of each key not independently confirmed; voice/image still on OpenAI by design (no Nebius equivalent).