Hackathon · Superlinked × Alibaba Cloud Qwen Hackathon · London 2026

Echo

One button on the table, and every meeting becomes something you can ask about later.

A hardware recorder that turns a meeting into searchable notes, action items and answers about what was decided.

Event
Superlinked × Alibaba Cloud Qwen Hackathon, London
Result
Track Winner
Stack
ESP32-S3, Python, FastAPI, React, Superlinked SIE, Qwen
Team
Mykyta Yakivets
Holding the Echo prizes, a DJI mic and Alibaba Cloud merchandise, beside someone in a Superlinked T-shirt, in front of the Qwen and Alibaba Cloud banners

Why it matters

A week after a meeting, it is hard to say what was decided and who agreed to do what. Notes catch part of it, in one person's notebook. Echo is a small recorder that sits on the table: press its button and the meeting comes back as a transcript split by speaker, with a summary, the decisions and the action items. Later you can ask a question in plain words and get an answer drawn from the past meetings that match it, with those meetings named underneath.

How it works

Press once on the device, and the meeting becomes notes, decisions and owners.

Recorder

A button to record, a dial for the agent

ESP32-S3 · 16 kHz mono

REC 00:42

Question

Typed on the dashboard

Search or ask anything

Backend

Stores each meeting and its embedding

FastAPI · WebSocket · SQLite

Qwen Omni

Transcribes and splits the speakers

Alibaba Cloud · qwen3.5-omni-flash

Speaker 1: Both bugs are fixed and deployed.

Superlinked SIE

Writes the notes, finds the action items

Qwen3.6-27B or Qwen3.5-4B, by agent

  • notes
  • action items
  • embedding

Meeting page

Summary, decisions and owners

React dashboard

Own the announcement · Speaker 1

Search

Meaning, recency and topics

Qwen3 reranker · weights 60/25/15

99% match

Qwen Max

Answers from the top five meetings

Alibaba Cloud · qwen3.8-max

Sources: Sprint planning, Payments update

AudioWordsNotesSolid boxes are what we built. Dashed ones are outside services.

Decisions we made

  1. The dial picks the agent, the agent picks the model

    Seven agents sit on the dial, from General and Standup to Fintech, Interview and Legal. Each brings its own instructions, the things to listen for and the model that writes the notes: Fintech, Interview and Legal get the larger Qwen3.6-27B, the rest the faster Qwen3.5-4B. The choice locks while recording, so a stray turn of the dial cannot change how a meeting is handled.

    Trade-off. The larger model is slower. In the one run we compared, the same recording took 5.4 seconds through Fintech and 2.9 through Engineering, and only Fintech gave every action item an owner.

  2. Superlinked first, Alibaba behind it

    Each step, from notes and extraction to embeddings and reranking, is set to run on Superlinked's inference engine or on Alibaba Cloud. If a Superlinked call fails, the same step runs again on Alibaba, so an outage slows the demo down instead of stopping it. A routing page shows which model served each call and how long it took.

    Trade-off. Nothing takes over when Alibaba fails, and transcription has no second option at all: Superlinked's speech endpoint failed on real audio, so who said what depends on Alibaba alone.

  3. One voice for 25 seconds means ask again

    A small microphone in a real room hears one person loudly and another faintly, and the transcriber can give the whole meeting to one speaker. So we raise the volume of the recording before sending it, and if 25 seconds or more still come back as one voice, we ask again with a prompt that says to expect several people and listen for turn-taking.

    Trade-off. A long stretch of one person really talking alone pays for a second transcription, and if the retry still hears one voice, we keep the first answer.

Demo

Photos

The Echo recorder on the hackathon table: a microphone, a button, a dial and a small screen showing IDLE and the Engineering agentThe entrance to the Alibaba office in London, where the hackathon ranA visitor pass for the Alibaba office dated 14 August 2026

Gallery

The Echo dashboard: a search or ask bar above four meetings, each with a short summary
Notes for a sprint planning meeting: a summary, one decision and three action items, each with the speaker who owns it

The full engineering is on GitHub.