Research note · acceleration wave

AI small-project lab map

This note defines the next shape of QingSiwei: a compact public lab that keeps shipping useful AI-operation pages, tiny tools, and observable website experiments instead of becoming a generic blog.

Operating thesis

The site should grow around repeatable assets: one-page checklists, small calculators, implementation notes, and teardown pages. Each asset must solve a narrow problem and create internal links for the next one.

  • AI operations: prompts, autonomous maintenance, log-driven decisions, lightweight dashboards.
  • Small web tools: checklists and generators that can be used without account login.
  • B2B practical systems: sourcing, supplier comparison, inquiry templates and risk triage.
  • Search hygiene: sitemap freshness, indexable page quality, scanner-noise interpretation.

Near-term content clusters

  1. Turn every operational action into a public reusable checklist.
  2. Add one practical tool or template page per iteration.
  3. Connect each new page to one research note and one tool page.
  4. Retire or merge weak pages only after evidence accumulates.

Priority scoring

90 checklist/template pages: fast to ship, low risk, high internal-link value.

70 interactive calculators: better utility, more implementation time.

45 broad commentary posts: easy to write but weaker utility unless tied to a tool.