# Jiang Lens Topic Router

Generated static topic router for agents. Prefer the human-readable HTML router at https://jianglens.com/topics/ when browser access is available. Use topic pages to find evidence; cite source readings, transcript anchors, source refs, and video timestamps in final answers. Do not load the bulk transcript-search files first for ordinary topic questions.

Lookup order:

1. Normalize the user topic to lowercase words, remove punctuation, and join words with hyphens.
2. Try `/topics/{normalized-topic}/` directly when HTML pages are available; use `/topics/{normalized-topic}.txt` only as a fallback mirror.
3. If that route is missing or ambiguous, open the first-letter shard under `/topics/index/{first-letter}.txt`.
4. If the shard is split, follow the narrower prefix shard that matches the normalized topic. Leaf shards are capped at 50 aliases.
5. Open the canonical HTML topic dossier linked by the shard or alias route.
6. Use the topic dossier to choose the best source reading, transcript anchor, source ref, and video timestamp to cite.
7. Use bulk transcript-search only as a fallback when no topic dossier exists.

Canonical topics: 7479
Static aliases: 14958
Static alias shards: 1728
Leaf shard limit: 50 aliases

## Letter Shards

- [/topics/index/1.txt](https://jianglens.com/topics/index/1.txt) (37 aliases)
- [/topics/index/2.txt](https://jianglens.com/topics/index/2.txt) (16 aliases)
- [/topics/index/3.txt](https://jianglens.com/topics/index/3.txt) (6 aliases)
- [/topics/index/4.txt](https://jianglens.com/topics/index/4.txt) (2 aliases)
- [/topics/index/5.txt](https://jianglens.com/topics/index/5.txt) (2 aliases)
- [/topics/index/9.txt](https://jianglens.com/topics/index/9.txt) (2 aliases)
- [/topics/index/a.txt](https://jianglens.com/topics/index/a.txt) (1052 aliases, 24 prefix shards)
- [/topics/index/b.txt](https://jianglens.com/topics/index/b.txt) (668 aliases, 9 prefix shards)
- [/topics/index/c.txt](https://jianglens.com/topics/index/c.txt) (1406 aliases, 12 prefix shards)
- [/topics/index/d.txt](https://jianglens.com/topics/index/d.txt) (664 aliases, 10 prefix shards)
- [/topics/index/e.txt](https://jianglens.com/topics/index/e.txt) (696 aliases, 21 prefix shards)
- [/topics/index/f.txt](https://jianglens.com/topics/index/f.txt) (594 aliases, 10 prefix shards)
- [/topics/index/g.txt](https://jianglens.com/topics/index/g.txt) (551 aliases, 10 prefix shards)
- [/topics/index/h.txt](https://jianglens.com/topics/index/h.txt) (587 aliases, 6 prefix shards)
- [/topics/index/i.txt](https://jianglens.com/topics/index/i.txt) (639 aliases, 16 prefix shards)
- [/topics/index/j.txt](https://jianglens.com/topics/index/j.txt) (222 aliases, 9 prefix shards)
- [/topics/index/k.txt](https://jianglens.com/topics/index/k.txt) (120 aliases, 10 prefix shards)
- [/topics/index/l.txt](https://jianglens.com/topics/index/l.txt) (513 aliases, 7 prefix shards)
- [/topics/index/m.txt](https://jianglens.com/topics/index/m.txt) (1056 aliases, 9 prefix shards)
- [/topics/index/n.txt](https://jianglens.com/topics/index/n.txt) (418 aliases, 6 prefix shards)
- [/topics/index/o.txt](https://jianglens.com/topics/index/o.txt) (363 aliases, 17 prefix shards)
- [/topics/index/p.txt](https://jianglens.com/topics/index/p.txt) (1321 aliases, 13 prefix shards)
- [/topics/index/q.txt](https://jianglens.com/topics/index/q.txt) (22 aliases)
- [/topics/index/r.txt](https://jianglens.com/topics/index/r.txt) (886 aliases, 6 prefix shards)
- [/topics/index/s.txt](https://jianglens.com/topics/index/s.txt) (1514 aliases, 14 prefix shards)
- [/topics/index/t.txt](https://jianglens.com/topics/index/t.txt) (630 aliases, 10 prefix shards)
- [/topics/index/u.txt](https://jianglens.com/topics/index/u.txt) (228 aliases, 11 prefix shards)
- [/topics/index/v.txt](https://jianglens.com/topics/index/v.txt) (161 aliases, 7 prefix shards)
- [/topics/index/w.txt](https://jianglens.com/topics/index/w.txt) (490 aliases, 8 prefix shards)
- [/topics/index/x.txt](https://jianglens.com/topics/index/x.txt) (8 aliases)
- [/topics/index/y.txt](https://jianglens.com/topics/index/y.txt) (48 aliases)
- [/topics/index/z.txt](https://jianglens.com/topics/index/z.txt) (36 aliases)