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PROJECT 02 / AI search · Monitoring

Research Lab

A separate place to investigate public sources and sample Doubao answers.

Explore interactive demo (fictional data) ↗

01 / THE PROBLEM

A single AI answer says little about where a recommendation came from or whether it can be repeated.

02 / WHAT TOOK SHAPE

A research tool that keeps sources, investigation snapshots and sampling results. Local tests checked the database and a bridge to GEO Copilot; ongoing live sampling has not yet been confirmed.

03 / MY PART

I framed the monitoring questions, tested workflows and reviewed the results. AI handled most of the code implementation.

04 / STILL LEARNING

Traceable sources and repeatable sampling matter more than one impressive answer.

A concise public account. Private client details and outcomes that have not been checked are left out.

Back to the things I’ve built ↗