M M Faysal Iqbal@mmfaysaliqbal

Every year, people spend dozens of hours searching for misplaced passports, wondering which travel bag contains their charger, or forgetting who borrowed their equipment. Traditional home inventory apps fail because typing into forms is slow, tedious, and quickly abandoned. Liora is an ambient, voice-first physical memory assistant designed to make physical item tracking as natural as speaking to a friend. Powered by AssemblyAI's Realtime Voice Agent API, Liora allows users to simply speak when storing, packing, or loaning belongings—and ask aloud whenever they forget. Key Capabilities: 1. Realtime Voice Retrieval: Ask "Where is my passport?" and receive instant, sub-second spoken audio answers. 2. Safe State Mutation: Liora never changes records silently. It drafts structured on-screen confirmation cards before committing any move or packing action. 3. Lent & Borrowed Ledger: Tracks reciprocal peer-to-peer loans with borrower attribution, return deadlines, and one-click return resolution. 4. Chronological Event Timeline: Maintains a permanent, timestamped audit log of every move and return. 5. 100% Client Privacy: Built on a zero-remote-database architecture where all spatial and item records stay exclusively in the browser's local storage. Technical Highlights: Liora captures 16kHz microphone audio via Web Audio API's AudioWorklet (pcm-processor.js), streaming raw linear 16-bit PCM chunks through a secure Node.js WebSocket proxy to AssemblyAI's Realtime Voice Agent. This architecture isolates secret API keys, eliminates UI frame drops, and delivers responsive, bidirectional voice intelligence.

🌎 Online Hackathon | 💻 Month-long challenge | Dates: Sep 1–30, 2026 | 🏆 $10,000 Prize Pool ($5k cash + $5k in AAI credits) A month-long online challenge run by lablab.ai together with AssemblyAI, the Voice AI infrastructure company for builders. Every participant builds on AssemblyAI. You can join at any point — registration stays open for the whole build window, so you can start on day one or pick the project up halfway through and still submit. 🌍 Fully online hackathon. Join and build from anywhere in the world.