---
title: "Topic: Live Streams"
description: "Generated static Jiang Lens topic dossier for Live Streams."
topic_slug: "live-streams"
generated: "true"
---

# Topic: Live Streams

Generated static topic dossier for agents. Use this topic page as a routing and synthesis surface, not as primary evidence for Jiang-spoken claims. Final answers should cite the source reading, transcript segment, source ref, and video timestamp linked below.

Human topic page: [/topics/live-streams/](https://jianglens.com/topics/live-streams/)
Text mirror: [/topics/live-streams.txt](https://jianglens.com/topics/live-streams.txt)
Markdown mirror: [/topics/live-streams.md](https://jianglens.com/topics/live-streams.md)

Citation rule: do not cite this .txt/.md mirror in final answers. Do not cite the topic page as primary evidence for what Jiang said. Cite human-readable source readings for generated summaries and lens context; cite transcript and video timestamp links below for Jiang-spoken quotations.
Aliases: `live-stream`

## What This Topic Covers

This generated topic groups Jiang Lens evidence about **Live Streams** across transcript matches, source readings, semantic tags, and source refs.

Current focus: A transcript-matched topic anchored by excerpts such as "State noted, I'm very interested in the live streams. I hope it is the basics for the school you would like to build up...."

Most recent Jiang source touching this topic: [Final Examination: Collapse, Imagination, and the Soul's Purpose](https://jianglens.com/episodes/predictive-history-re2uribefio/) (2026-05-28, day precision).

Most connected source readings: **Final Examination: Collapse, Imagination, and the Soul's Purpose**; **AI Becomes God When Empire Learns To Monetize Loneliness**; **Why This Iran War Feels Like a Bear Trap**.

Nearby topic cluster: Community, Feedback, Video Production, Questions, Learning.

Freshness warning: this static topic page is bounded by the newest Jiang source listed here. For live/current events, first check `/episodes/` and `/interviews/` for newer event-specific readings. If none exists, use prospective mechanism search: establish current facts, actors, incentives, constraints, and mechanisms from live/current sources, then apply Jiang Lens concepts as dated hypotheses rather than as Jiang's current view.

## Extracted Topic Notes

- other: Jiang says the live stream format will become a regular practice because repeated audience questions help him understand the community and think more deeply, which in turn improves his videos. Source refs: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0156`
- other: The moderator says more live events will follow because many audience questions remained unanswered in the first session. Source refs: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0177`
- model: Jiang says challenging audience questions force him to think more deeply, so repeated live streams should make the videos better over time. Source refs: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0179`
- other: The moderator describes this livestream as the first of many future sessions. Source refs: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0185`
- normative: Jiang says he wants the livestreams to become a regular practice and to go much deeper than the broad ask-me-anything format used here. Source refs: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0186`, `video:interview-xcdhfrp4wyi@transcript:v1#seg-0187`
- prediction: Jiang proposes doing the next livestream again in two weeks. Source refs: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0188`
- other: The moderator says the team will announce precise future dates and times and list events on a calendar ahead of time. Source refs: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0189`
- prediction: Jiang says future livestreams will be recorded and uploaded so people who cannot attend can still follow along. Source refs: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0190`

## Quoted Transcript Hits

1. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [1:46:38](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=6398s) | Transcript: [seg-0156](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0156)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0156`
   Quote: "Yeah. So don't worry, this is going to be the regular thing. OK, so so so this is great for me because it's helping..."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

2. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [1:58:27](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7107s) | Transcript: [seg-0177](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0177)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0177`
   Quote: "Well, I mean, they're forced out of the region because of, like, civil discontent. There's a civil war going on in the United States,..."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

3. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [1:58:36](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7116s) | Transcript: [seg-0179](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0179)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0179`
   Quote: "Okay. I just found that question particularly interesting because Turkey is currently a NATO member and is an ally of the United States and..."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

4. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [1:59:34](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7174s) | Transcript: [seg-0185](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0185)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0185`
   Quote: "Thank you, everyone, for your questions. Like it's been said throughout this session, this is the first of... first of many, hopefully. Um, and..."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

5. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [2:00:06](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7206s) | Transcript: [seg-0186](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0186)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0186`
   Quote: "...he'll be able to join us in, uh, in, in future live streams. But, but again, I mean, like, I really enjoyed today. I..."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

6. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [2:00:49](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7249s) | Transcript: [seg-0187](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0187)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0187`
   Quote: "can go like really do some deep dives on, on certain topics like today was a much more general ask me anything like, you..."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

7. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [2:01:31](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7291s) | Transcript: [seg-0188](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0188)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0188`
   Quote: "for organizing this, for being a fantastic moderator and like, let's, let's plan on doing this again in two weeks time. Um, does that..."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

8. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [2:01:43](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7303s) | Transcript: [seg-0189](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0189)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0189`
   Quote: "Yeah. Um, we'll schedule the precise. Date and time, um, you know, much of the mod team is here, but we'll, we'll make announcements...."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

9. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [2:02:03](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7323s) | Transcript: [seg-0190](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0190)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0190`
   Quote: "...as a community. So, so we're building on top of each live stream. Um, you know, we're, we're learning together as a community. We're,..."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

10. **The First Livestream At The Edge Of Empire** / Russian Generals In Iran As The Imminent War Gets Closer! Q&A -- 2025-10-11, day precision
   Timestamp: [2:03:21](https://www.youtube.com/watch?v=XcdhFrP4wYI&t=7401s) | Transcript: [seg-0193](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/#seg-0193)
   Source ref: `video:interview-xcdhfrp4wyi@transcript:v1#seg-0193`
   Quote: "Okay. See you next time. Have a nice night."
   Human reading: [/interviews/interview-xcdhfrp4wyi/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) | Text mirror: [/interviews/interview-xcdhfrp4wyi.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)

11. **Final Examination: Collapse, Imagination, and the Soul's Purpose** / Game Theory #29:  Final Examination -- 2026-05-28, day precision
   Timestamp: [50:42](https://www.youtube.com/watch?v=RE2UribEFIo&t=3042s) | Transcript: [seg-0063](https://jianglens.com/episodes/predictive-history-re2uribefio/transcript/#seg-0063)
   Source ref: `video:predictive-history-re2uribefio@transcript:v1#seg-0063`
   Quote: "State noted, I'm very interested in the live streams. I hope it is the basics for the school you would like to build up...."
   Human reading: [/episodes/predictive-history-re2uribefio/](https://jianglens.com/episodes/predictive-history-re2uribefio/) | Text mirror: [/episodes/predictive-history-re2uribefio.txt](https://jianglens.com/episodes/predictive-history-re2uribefio.txt) | JSON: [/data/lens/episodes/predictive-history-re2uribefio.json](https://jianglens.com/data/lens/episodes/predictive-history-re2uribefio.json)

12. **Final Examination: Collapse, Imagination, and the Soul's Purpose** / Game Theory #29:  Final Examination -- 2026-05-28, day precision
   Timestamp: [50:54](https://www.youtube.com/watch?v=RE2UribEFIo&t=3054s) | Transcript: [seg-0064](https://jianglens.com/episodes/predictive-history-re2uribefio/transcript/#seg-0064)
   Source ref: `video:predictive-history-re2uribefio@transcript:v1#seg-0064`
   Quote: "...great. So yeah, exactly. I'm very excited about our future. First live stream, which is scheduled for next Sunday at 9 a.m. in Beijing..."
   Human reading: [/episodes/predictive-history-re2uribefio/](https://jianglens.com/episodes/predictive-history-re2uribefio/) | Text mirror: [/episodes/predictive-history-re2uribefio.txt](https://jianglens.com/episodes/predictive-history-re2uribefio.txt) | JSON: [/data/lens/episodes/predictive-history-re2uribefio.json](https://jianglens.com/data/lens/episodes/predictive-history-re2uribefio.json)

## Source Readings

- [Final Examination: Collapse, Imagination, and the Soul's Purpose](https://jianglens.com/episodes/predictive-history-re2uribefio/) (alias-match) -- 2026-05-28, day precision
  Source: [Game Theory #29:  Final Examination](https://www.youtube.com/watch?v=RE2UribEFIo)
  Transcript page: [/episodes/predictive-history-re2uribefio/transcript/](https://jianglens.com/episodes/predictive-history-re2uribefio/transcript/) | Transcript text: [/episodes/predictive-history-re2uribefio/transcript.txt](https://jianglens.com/episodes/predictive-history-re2uribefio/transcript.txt) | JSON: [/data/lens/episodes/predictive-history-re2uribefio.json](https://jianglens.com/data/lens/episodes/predictive-history-re2uribefio.json)
  Summary: A farewell class becomes a compressed world model: empire is a game with no friends, collapse is survivable if imagination and community survive, AI is funded for control rather than liberation, and the deepest...
- [AI Becomes God When Empire Learns To Monetize Loneliness](https://jianglens.com/interviews/interview-izzvijq0gka/) (alias-match) -- 2026-05-18, day precision
  Source: [SNEAKO Interviews Professor Jiang: Trump World Order](https://www.youtube.com/watch?v=IZZVijQ0gkA)
  Transcript page: [/interviews/interview-izzvijq0gka/transcript/](https://jianglens.com/interviews/interview-izzvijq0gka/transcript/) | Transcript text: [/interviews/interview-izzvijq0gka/transcript.txt](https://jianglens.com/interviews/interview-izzvijq0gka/transcript.txt) | JSON: [/data/lens/interviews/interview-izzvijq0gka.json](https://jianglens.com/data/lens/interviews/interview-izzvijq0gka.json)
  Summary: The interview sounds scattered at first, but its logic is consistent.
- [Why This Iran War Feels Like a Bear Trap](https://jianglens.com/interviews/interview-8ckoxpy6enc/) (alias-match) -- 2026-04-18, day precision
  Source: [Is the Iran War ACTUALLY Over? w/ Professor Jiang: LIVE 6 pm PST](https://www.youtube.com/watch?v=8ckOxpy6ENc)
  Transcript page: [/interviews/interview-8ckoxpy6enc/transcript/](https://jianglens.com/interviews/interview-8ckoxpy6enc/transcript/) | Transcript text: [/interviews/interview-8ckoxpy6enc/transcript.txt](https://jianglens.com/interviews/interview-8ckoxpy6enc/transcript.txt) | JSON: [/data/lens/interviews/interview-8ckoxpy6enc.json](https://jianglens.com/data/lens/interviews/interview-8ckoxpy6enc.json)
  Summary: Jiang frames the Iran war as a structural problem: empires that enter forceful conflicts without strategic reserve burn out, and the current administration is trying to steer around collapse, domestic optics, and a volatile...
- [The Safe Place Is Not A Place](https://jianglens.com/interviews/interview-t5cnf8dqj-q/) (alias-match) -- 2026-04-01, day precision
  Source: [This War Will Not End Quicky | Prof. Jiang Explains](https://www.youtube.com/watch?v=t5cnf8DqJ_Q)
  Transcript page: [/interviews/interview-t5cnf8dqj-q/transcript/](https://jianglens.com/interviews/interview-t5cnf8dqj-q/transcript/) | Transcript text: [/interviews/interview-t5cnf8dqj-q/transcript.txt](https://jianglens.com/interviews/interview-t5cnf8dqj-q/transcript.txt) | JSON: [/data/lens/interviews/interview-t5cnf8dqj-q.json](https://jianglens.com/data/lens/interviews/interview-t5cnf8dqj-q.json)
  Summary: Kim Iversen brings Jiang on because the channel has become a prediction machine.
- [Hubris, Holy War, and the Petrodollar Trap](https://jianglens.com/interviews/interview-6tqrwlvswrs/) (alias-match) -- 2026-03-11, day precision
  Source: [Jimmy's EXCLUSIVE Interview w/ Professor Xueqin Jiang](https://www.youtube.com/watch?v=6tQRwlVswrs)
  Transcript page: [/interviews/interview-6tqrwlvswrs/transcript/](https://jianglens.com/interviews/interview-6tqrwlvswrs/transcript/) | Transcript text: [/interviews/interview-6tqrwlvswrs/transcript.txt](https://jianglens.com/interviews/interview-6tqrwlvswrs/transcript.txt) | JSON: [/data/lens/interviews/interview-6tqrwlvswrs.json](https://jianglens.com/data/lens/interviews/interview-6tqrwlvswrs.json)
  Summary: Jimmy Dore brings Jiang on because an earlier prediction seems to have landed: Trump is back, the United States is now at war with Iran, and a forecast once dismissed as wild suddenly looks...
- [Predictive Geopolitics As Imperial Breakdown](https://jianglens.com/interviews/interview-jlejlzmum4g/) (alias-match) -- 2025-11-06, day precision
  Source: [Predicting Geopolitics w/ Professor Jiang](https://www.youtube.com/watch?v=JleJlzMum4g)
  Transcript page: [/interviews/interview-jlejlzmum4g/transcript/](https://jianglens.com/interviews/interview-jlejlzmum4g/transcript/) | Transcript text: [/interviews/interview-jlejlzmum4g/transcript.txt](https://jianglens.com/interviews/interview-jlejlzmum4g/transcript.txt) | JSON: [/data/lens/interviews/interview-jlejlzmum4g.json](https://jianglens.com/data/lens/interviews/interview-jlejlzmum4g.json)
  Summary: Mercouris opens by asking for predictive geopolitics rather than another issue-by-issue panel, and Jiang answers by folding Ukraine, Europe, Iran, China, and domestic American disorder into one machine.
- [The First Livestream At The Edge Of Empire](https://jianglens.com/interviews/interview-xcdhfrp4wyi/) (claims, semantic-ref, alias-match) -- 2025-10-11, day precision
  Source: [Russian Generals In Iran As The Imminent War Gets Closer! Q&A](https://www.youtube.com/watch?v=XcdhFrP4wYI)
  Transcript page: [/interviews/interview-xcdhfrp4wyi/transcript/](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript/) | Transcript text: [/interviews/interview-xcdhfrp4wyi/transcript.txt](https://jianglens.com/interviews/interview-xcdhfrp4wyi/transcript.txt) | JSON: [/data/lens/interviews/interview-xcdhfrp4wyi.json](https://jianglens.com/data/lens/interviews/interview-xcdhfrp4wyi.json)
  Summary: This first community livestream begins as an ask-me-anything, but Jiang keeps pulling the questions back into one picture: America is drifting toward a disastrous Iran war, domestic politics has become theater, and the only...
- [When Bureaucracy Eats the Soul](https://jianglens.com/interviews/interview-0wnkev-18y0/) (alias-match) -- 2025-10-07, day precision
  Source: [Professor Jiang Xueqin | Predictive History, Western Collapse, & The Ivy League Issue](https://www.youtube.com/watch?v=0wnKEV_18y0)
  Transcript page: [/interviews/interview-0wnkev-18y0/transcript/](https://jianglens.com/interviews/interview-0wnkev-18y0/transcript/) | Transcript text: [/interviews/interview-0wnkev-18y0/transcript.txt](https://jianglens.com/interviews/interview-0wnkev-18y0/transcript.txt) | JSON: [/data/lens/interviews/interview-0wnkev-18y0.json](https://jianglens.com/data/lens/interviews/interview-0wnkev-18y0.json)
  Summary: Greg Carlwood keeps pushing Jiang from historical method into prophecy, money, education, and mystical disclosure until one through-line becomes visible: bureaucratic empires hollow out the human soul, then try to escape their own decay...

## Related Topics

- [Community](https://jianglens.com/topics/community/)
- [Feedback](https://jianglens.com/topics/feedback/)
- [Video Production](https://jianglens.com/topics/video-production/)
- [Questions](https://jianglens.com/topics/questions/)
- [Learning](https://jianglens.com/topics/learning/)
- [Moderation](https://jianglens.com/topics/moderation/)
- [Deep Dives](https://jianglens.com/topics/deep-dives/)
- [Format](https://jianglens.com/topics/format/)
- [Schedule](https://jianglens.com/topics/schedule/)
- [Calendar](https://jianglens.com/topics/calendar/)
- [Recording](https://jianglens.com/topics/recording/)
- [Youtube](https://jianglens.com/topics/youtube/)

## Retrieval Notes

This file is generated from Jiang Lens episode JSON, semantic tags, glossary terms, source refs, and transcript segment matches. It is not a manually authored canon page.

Freshness warning: this static topic page is bounded by the newest Jiang source listed above. For live/current events, first check /episodes/ and /interviews/ for newer event-specific readings. If none exists, use prospective mechanism search: establish current facts, actors, incentives, constraints, and mechanisms from live/current sources, then apply Jiang Lens concepts as dated hypotheses rather than as Jiang's current view.

For broader or missing-topic search, use the letter shards under /topics/index/ before falling back to the bulk transcript-search files.