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TLSelected work

Selected product & systems work

I build AI products that can show what happened when things get complicated.

The work below spans a live role-playing game, an auditable research system, and trading operations. Each case starts with the thing a person actually sees, then opens the machinery that keeps state, evidence, and human decisions intact.

Titus Lai · Applied AI systems & product builder

Selected systems

AI-native product · Live operations

Hallu/織夢

Choose a world. Act freely. Live with what it remembers.

A live multi-world text RPG where choices change relationships, abilities, and later scenes instead of disappearing after one model response.

Founded and built with a two-person team.

A player character standing inside Hallu’s luminous dream world.
Product proof400+ registered playersEnter the product case

Agentic financial research · Evidence integrity

Kairosys

Before a draft leaves the system, it must show where every material claim came from.

Kairosys coordinates specialist research, keeps source, period, and unit attached to each claim, and stops weak drafts before a human analyst receives them.

Designed and built solo by Titus Lai.

A six-channel research instrument feeding evidence through five review layers into a report.
Public evidence6 deterministic scenariosEnter the full case

Agent operations · External side effects

ORINX

The order closed. The position did not.

A long-running trading-operations system built around the moment a local ledger says closed while the exchange still says open—and the recovery path that follows.

Created and operated by Titus Lai.

Twin operational tracks split between a closed local record and an open exchange record.
Incident proofLOCAL CLOSED / EXCHANGE OPENEnter the incident case

Supporting work

Public repository · bounded evidence

Reusable AI workflows · Evidence & handoff

Agent Skills Lab

Three workflows that turn ambiguous AI work into artifacts another person can inspect.

Three reusable AI workflows for tracing a system defect, separating two research-review judgments, and approving a shot contract before generation begins.

Bounded evaluation25 preserved receipts · 0 new model callsOpen the evidence lab