Public research and experiments
Source-linked experiments by Stan Shih · 施博瀚.
Research artifacts are separate from released products. Each project defines its own methods, evidence and limitations.
Typeless Lab
A public experiment comparing speech recognition and language-model correction for Traditional Chinese dictation.
The README identifies synthetic TTS speech, a small corpus and hardware-specific timing. Reported benchmark results should not be generalized to ordinary live speech.
Vesuvius ink-depth validation
A public preregistered study of Vesuvius 3D ink labels against an independent scan.
A validation study, not a claim of a solved historical-text or mathematics problem.
Autoresearch — Index Strategies
A public experiment in hypothesis-driven automated research, with strategy evaluation, experiment records and a separate historical validation step.
The README describes a limited historical training and validation period and lists broader market-regime testing as unfinished. This directory does not independently validate its financial results or present them as investment advice.
Financial commentary factor research
A public research roadmap studying whether Chinese-language financial commentary adds predictive information beyond existing price-and-volume factors.
The June 2026 roadmap explicitly marks the core incremental-information test against Alpha101 as unfinished. Existing proof-of-concept results do not establish independent predictive value or verified investment performance.