MemRelay/projects/8e229c96-a83b-4a02-ac40-10a0a9da444e/Checkpoint 2026-09-16 08-42-16 UTC [d3acb9ff6e].md

title, type, permalink, stable_id, scope, project_id, memory_type, status, revision, restored_from_commit, created_at, updated_at, tags

title	type	permalink	stable_id	scope	project_id	memory_type	status	revision	restored_from_commit	created_at	updated_at	tags
Checkpoint 2026-09-16 08:42:16 UTC [d3acb9ff6e]	checkpoint	main/projects/8e229c96-a83b-4a02-ac40-10a0a9da444e/checkpoint-2026-09-16-08-42-16-utc-d3acb9ff6e	9c962bc8-f856-4bdb-955a-2b0e3920ab1b	project	8e229c96-a83b-4a02-ac40-10a0a9da444e	checkpoint	active	1	6a6a895eaf	2026-09-23T15:01:00.083323+00:00	2026-09-23T15:01:00.083381+00:00	streamlit start-ui

start-ui.ps1 已改为：启动前结束本项目及占用 8501 的 Streamlit/python 实例；固定入口 http://127.0.0.1:8501；进程起来后在控制台打印 URL 并用 Start-Process 打开浏览器。Streamlit 以 headless 启动，避免重复开页。脚本仍为 UTF-8 BOM。提交 e843e56 已推送 origin/feat/Streamlit。未代用户启动界面。