09 Chapter 9 · 智 AI

Westward 向西

Summer 2025: a university programme in Silicon Valley and a two-week research internship at LiveX AI, where the question was how to turn messy manuals into Markdown an AI can actually use. The hinge of the turn toward AI — and a walker that is still walking.

Fig. 9 — The one walker that has not been absorbed yet.

Fig. 9The unabsorbed walkerillustrative

On the clock since 4 Aug 2025

t = 420 d

∞ still walking

as at 28 Sep 2026 · LiveX AI · research

Arrival times of 4,000 walkers that set off with it
arrived
2,412
still walking
1,588

time since 4 Aug 2025 (log scale)

Rows are places and time runs left to right; each place lights up gold at its first passage. From 4 Aug 2025 the walker’s clock has been running, and it has not been absorbed: past today the plate is fog. The histogram follows 4,000 walkers that set off with it toward a target none of them can see. In one dimension every one of them arrives eventually, yet the mean arrival time is infinite, so the histogram never finishes. Hold the button to wait longer.

The route so far

  1. Jul 2021TianjinMathematics and Applied Mathematics, Tianjin University Aug 2021
  2. Sep 2023Hong KongAn exchange year at HKUST Sep 2023
  3. Sep 2024BristolMSc Engineering Mathematics, University of Bristol Sep 2024
  4. Aug 2025Silicon ValleyLiveX AI — Researcher (Internship) 4 Aug 2025
  5. 4 Aug 2025∞ still walkingLiveX AI · research

Static print. The live figure runs with JavaScript.

The record

In the summer of 2025 the walk went west: a camp in Hong Kong, a university programme in Silicon Valley, and two weeks as a research intern at an AI start-up. It lasted about three weeks. It turned out to be the hinge.

The programme brought design thinking, company visits, a symposium at Stanford and evenings with founders. The internship brought a real question: which tool turns messy manuals into Markdown an AI knowledge base can actually use? The answer became an open benchmark that judges parsers by the questions they help answer.

What came after is still in motion. On the plate, it is the one walker that left through the right edge and has not been absorbed yet — its clock still counting.

Before: a CV sent twice in nine minutes

The earliest step of the summer is a CV emailed on 28 June 2025 to apply for Tianjin University's Silicon Valley programme — followed nine minutes later by a revised version. Everything westward starts with that small, slightly anxious double send.

Applied

HKUST Engineering summer camp

Selected for the HKUST School of Engineering's 2025 Summer Camp for Elite Students (21–25 July), a camp for prospective research postgraduates that included a visit to the Hong Kong Science Park. The first days in Hong Kong led straight on to the Bay Area — the opening of a three-city summer: Hong Kong, Silicon Valley, Bristol.

Selected

Silicon Valley Entrepreneurship Program

About three weeks in the Bay Area in the summer of 2025 on Tianjin University's Silicon Valley Entrepreneurship Program — the Xuanhuai School's ‘Stanford & Silicon Valley’ programme, run with Founders Space, a San Francisco venture builder, for a cohort of about twenty students. Arriving late from the Hong Kong camp, the weeks filled up with a design-thinking workshop, visits to Silicon Valley companies, a symposium at Stanford and evening founder-and-investor meetups — and, inside the same window, a research internship at LiveX AI.

Completed

A Saturday at Stanford Memorial Auditorium

The first weekend after landing in San Francisco meant a student ticket for the Saturday session of the Asian American Scholar Forum's Pioneer Medal Symposium and Ceremony at Stanford Memorial Auditorium, 26 July 2025 — the opening frame of the whole Bay Area chapter.

Design thinking: getting lost lights a beacon

In the first week on site the cohort took a Stanford-style design-thinking workshop, with the worked example ‘new students feel lost at Stanford’. Group 3's bilingual write-up turned getting lost into a feature: every wrong turn lights a community beacon and reveals a hidden story. It proposed four ‘bridges’ — E-ink beacon tags for leaving notes, a story-card deck whose AR clues unlock only on site, a sculpture projecting a live heat-map of wandering, and Bluetooth guide beacons carried by senior students — and scored wandering paths as ‘Bravery Points’. A random walk rewarded for wandering: the idea turns up again on this site.

Team concept

LiveX AI — Researcher (Internship)

About two weeks, 4–16 August 2025, as a research intern at LiveX AI, a Bay Area start-up whose AI helps consumer companies with customer support, retention and growth. The brief: find the most reliable way to turn product manuals and customer documents into clean, structured Markdown for the company's support knowledge base. The work ran from a survey of document parsers and a six-dimension quality rubric to a vendor compliance matrix for the engineering team, and ended in a retrieval-based benchmark that judges parsers by whether their output actually answers questions. CV line: LiveX AI — Researcher (Internship), Aug 2025.

Researcher (Internship)

Completed

A week in: an essay about a ladder in the clouds

About a week into the programme came a six-part Chinese reflection of roughly 1,700 characters: a night arrival and a ride with a driver who lived in his car; the Pacific coast and a quiet Stanford campus; walking into the campuses of the big technology companies; conversations with investors and founders; and dawn over the Alviso salt flats. It ends on motivation — everyone stands on a different rung of a ladder wrapped in cloud, so just take your own next step.

Completed

Week one: nine PDFs and a six-dimension rubric

The first week was a sprint: an investigation note on parsing benchmarks and popular tools, four converters run over nine representative test PDFs the same evening, and a written comparison the next day. When the engineering team asked for numbers and one more tool, a fifth was added, and by the end of the week a first deck scored the leading options from 0 to 10 on six dimensions — structural fidelity, formatting accuracy, special content, cleanliness, ease of post-processing and automation readiness. A follow-up request for something runnable set up the benchmark of week two.

Completed

An open retrieval-QA benchmark for document parsers

The internship's study became an open benchmark in its final week. Each parser's Markdown is treated as a knowledge base and judged by downstream usefulness rather than visual fidelity: the text is chunked, the best passages are retrieved, a model answers only from what was retrieved — and may say ‘not found’ — and every answer is scored by exact matching and then by a rubric judge. Wrong answers given with confidence are tracked separately as overconfidence. Five parsers, nine documents, a hundred questions per document: 900 questions for every parser.

Shipped

Parsers × documents × questions
5 × 9 × 100

After: the summer, written into LinkedIn

The summer entered the public record twice: a ‘Researcher’ position at LiveX AI, added to LinkedIn in late August 2025 shortly after the internship; and, about five months later in January 2026, a ‘Silicon Valley Entrepreneurship Program Participant’ entry at Tianjin University, added as the profile turned toward enterprise. What came after the summer is still in motion; on the plate it is the walker that has not yet been absorbed.

Completed

Evidence ledger

Every public item in this chapter, with its date, status and link.
DateItemStatusLinks
Before: a CV sent twice in nine minutesApplied
HKUST Engineering summer campSelected
Silicon Valley Entrepreneurship ProgramCompleted
A Saturday at Stanford Memorial AuditoriumAttended
Design thinking: getting lost lights a beaconTeam concept
LiveX AI — Researcher (Internship)Completed
A week in: an essay about a ladder in the cloudsCompleted
Week one: nine PDFs and a six-dimension rubricCompleted
An open retrieval-QA benchmark for document parsersShipped
After: the summer, written into LinkedInCompleted