← Selected work
02 / LANGUAGE TECHNOLOGY · HUMAN–AI INTERACTION

Echoo.

The right cue, at the right moment.

Software developer & research contributor / 2025 — 2026

THE PROBLEM

Interpreters listen, remember and speak at once. On-screen assistance must fit into that limited attention.

MY CONTRIBUTION

Real-time subtitles, trigger-based highlighting, WebSocket audio, transcription and terminology services.

THE OUTCOME

Software supporting a 19-participant study; fourth author of the accepted manuscript, awaiting editorial production.

01 / A WORKING SYSTEM

Speech, subtitles and a place to look.

Echoo public website · captured 8 October 2026

The public website shows a later product version and its sample subtitles. The research below concerns the study system described in the revised manuscript; this screenshot is not an experiment record.

Explore Echoo ↗
02 / SOFTWARE CONTRIBUTION

Make a useful cue available in time.

  1. 01

    Capture audio

    PCM frames & timestamps

  2. 02

    Stream & transcribe

    WebSocket → ASR / translation

  3. 03

    Match triggers

    Exact matching to a prepared glossary

  4. 04

    Present a cue

    Subtitles + optional highlighting

From January 2025 to May 2026, I developed subtitle and highlighting functions and supporting audio, bilingual transcription, terminology and meeting-record services. The work supported research associated with National Social Science Fund youth project 24CYY094.

Process redrawn from the manuscript. Triggers were prepared before the task and matched exactly; the study did not automatically infer them with NLP.

ILLUSTRATIVE DEMO
ENGLISH · LIVE CAPTION EXAMPLE

Today, our team at Guangdong University of Foreign Studies is discussing language technology.

今天,广东外语外贸大学的团队正在讨论语言技术。

01 / 04

Authored sample text demonstrating the interaction; not a recording of study participants.

03 / STUDY & FINDINGS

A cue helps some difficulties more than others.

19 postgraduate trainee interpreters worked with and without highlighting in both Chinese–English directions. The study assessed accuracy, fluency, cognitive load and user acceptance.

The manuscript reports higher accuracy and lower perceived load. Trigger-specific gains were significant for proper nouns and terms, but not for lists or numbers.

What I take forward

Adding information is not the same as helping. The type of difficulty and the moment of assistance matter—a question I now want to examine in creative tools.

Prepared trigger pairs, controlled speeches and a small trainee sample. My contribution was the supporting software, not leadership of the full experimental design.

Human-centred, augmented simultaneous interpreting: supporting trainees with trigger-based highlighting

W. Su, Z. Chen, B. Zhu, M. Li & D. Li

Accepted with minor revisions · editorial production pending

Revised files received in August 2026. I also contributed technical analysis to provincial project GD23WZXC01-10 and participate in the national undergraduate project on subtitle support and cognitive load. These are related contexts, not separate claims of system delivery.