# 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: 15331
Static aliases: 29894
Static alias shards: 2138
Leaf shard limit: 100 aliases

## Letter Shards

- [/topics/index/1.txt](https://jianglens.com/topics/index/1.txt) (93 aliases)
- [/topics/index/2.txt](https://jianglens.com/topics/index/2.txt) (68 aliases)
- [/topics/index/3.txt](https://jianglens.com/topics/index/3.txt) (8 aliases)
- [/topics/index/4.txt](https://jianglens.com/topics/index/4.txt) (3 aliases)
- [/topics/index/5.txt](https://jianglens.com/topics/index/5.txt) (6 aliases)
- [/topics/index/7.txt](https://jianglens.com/topics/index/7.txt) (2 aliases)
- [/topics/index/8.txt](https://jianglens.com/topics/index/8.txt) (2 aliases)
- [/topics/index/9.txt](https://jianglens.com/topics/index/9.txt) (8 aliases)
- [/topics/index/a.txt](https://jianglens.com/topics/index/a.txt) (1892 aliases, 24 prefix shards)
- [/topics/index/b.txt](https://jianglens.com/topics/index/b.txt) (1270 aliases, 9 prefix shards)
- [/topics/index/c.txt](https://jianglens.com/topics/index/c.txt) (2885 aliases, 14 prefix shards)
- [/topics/index/d.txt](https://jianglens.com/topics/index/d.txt) (1443 aliases, 12 prefix shards)
- [/topics/index/e.txt](https://jianglens.com/topics/index/e.txt) (1514 aliases, 22 prefix shards)
- [/topics/index/f.txt](https://jianglens.com/topics/index/f.txt) (1301 aliases, 11 prefix shards)
- [/topics/index/g.txt](https://jianglens.com/topics/index/g.txt) (1102 aliases, 12 prefix shards)
- [/topics/index/h.txt](https://jianglens.com/topics/index/h.txt) (1172 aliases, 8 prefix shards)
- [/topics/index/i.txt](https://jianglens.com/topics/index/i.txt) (1307 aliases, 15 prefix shards)
- [/topics/index/j.txt](https://jianglens.com/topics/index/j.txt) (359 aliases, 10 prefix shards)
- [/topics/index/k.txt](https://jianglens.com/topics/index/k.txt) (213 aliases, 12 prefix shards)
- [/topics/index/l.txt](https://jianglens.com/topics/index/l.txt) (1008 aliases, 10 prefix shards)
- [/topics/index/m.txt](https://jianglens.com/topics/index/m.txt) (2017 aliases, 9 prefix shards)
- [/topics/index/n.txt](https://jianglens.com/topics/index/n.txt) (775 aliases, 10 prefix shards)
- [/topics/index/o.txt](https://jianglens.com/topics/index/o.txt) (727 aliases, 19 prefix shards)
- [/topics/index/p.txt](https://jianglens.com/topics/index/p.txt) (2607 aliases, 14 prefix shards)
- [/topics/index/q.txt](https://jianglens.com/topics/index/q.txt) (56 aliases)
- [/topics/index/r.txt](https://jianglens.com/topics/index/r.txt) (1656 aliases, 8 prefix shards)
- [/topics/index/s.txt](https://jianglens.com/topics/index/s.txt) (2967 aliases, 17 prefix shards)
- [/topics/index/t.txt](https://jianglens.com/topics/index/t.txt) (1405 aliases, 12 prefix shards)
- [/topics/index/u.txt](https://jianglens.com/topics/index/u.txt) (470 aliases, 13 prefix shards)
- [/topics/index/v.txt](https://jianglens.com/topics/index/v.txt) (359 aliases, 7 prefix shards)
- [/topics/index/w.txt](https://jianglens.com/topics/index/w.txt) (1055 aliases, 10 prefix shards)
- [/topics/index/x.txt](https://jianglens.com/topics/index/x.txt) (14 aliases)
- [/topics/index/y.txt](https://jianglens.com/topics/index/y.txt) (74 aliases)
- [/topics/index/z.txt](https://jianglens.com/topics/index/z.txt) (56 aliases)