Artificial intelligence
2 observations across 2 KOL feeds
Social sentiment & KOL insights
Follow the language, recurring themes and differences across public financial discussions and selected commentator feeds. Every observation links to its source.
How these signals are calculatedFilter the observations
- Observations
- 70
- Source accounts / feeds
- 5
- Channels with observations
- 3
- Net text tone
- -35.7Classified observations: 14
Channel coverage
Coverage reflects the configured feeds, not platform-wide access. A successful check can contain no posts in the selected window.
| Channel | Feed access | Observations | Positive language | Negative language | Mixed language | Unclassified |
|---|---|---|---|---|---|---|
| Bluesky | Fetched1 configured feeds | 26 | 3 | 3 | 0 | 20 |
| Feed errors2 configured feeds | 25 | 0 | 2 | 1 | 22 | |
| YouTube | Fetched3 configured feeds | 19 | 1 | 4 | 0 | 14 |
| X | Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 |
| StockTwits | Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 |
| Telegram | Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 |
| Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 | |
| Xiaohongshu | Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 |
| Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 | |
| Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 | |
| TikTok | Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 |
| Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 | |
| Threads | Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 |
| Discord | Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 |
| Not connectedAuthorized source access required | 0 | 0 | 0 | 0 | 0 |
Last successful feed check:
What KOL feeds are discussing
Recurring themes across selected commentator feeds, grouped from matched topics. Language counts are not a statement of the authors’ positions.
KOL feeds onlyETFs
2 observations across 2 KOL feeds
- Positive language
- 0
- Negative language
- 0
- Mixed language
- 0
- Unclassified
- 2
Inflation
4 observations across 1 KOL feeds
- Positive language
- 1
- Negative language
- 2
- Mixed language
- 0
- Unclassified
- 1
Economy
2 observations across 1 KOL feeds
- Positive language
- 0
- Negative language
- 1
- Mixed language
- 0
- Unclassified
- 1
Interest rates
2 observations across 1 KOL feeds
- Positive language
- 1
- Negative language
- 1
- Mixed language
- 0
- Unclassified
- 0
Property
1 observations across 1 KOL feeds
- Positive language
- 1
- Negative language
- 0
- Mixed language
- 0
- Unclassified
- 0
Risk
1 observations across 1 KOL feeds
- Positive language
- 0
- Negative language
- 0
- Mixed language
- 0
- Unclassified
- 1
Trade
1 observations across 1 KOL feeds
- Positive language
- 0
- Negative language
- 1
- Mixed language
- 0
- Unclassified
- 0
Valuation
1 observations across 1 KOL feeds
- Positive language
- 0
- Negative language
- 1
- Mixed language
- 0
- Unclassified
- 0
- How BAD Are Stock Valuations Really?The Plain Bagel
KOL source digest
A compact view of each selected commentator feed and its latest matching publications. Inclusion is not an endorsement or a verified performance ranking.
我要做富翁
Original profileYouTube · 15 matching publications
- Positive language
- 1
- Negative language
- 3
- Mixed language
- 0
- Unclassified
- 11
- 賭波賭馬成日中，但長玩必輸？點解買股票就無事？拆解莊家必贏之謎！期望值：買中≠賺錢，揭散戶最易踩中的「賭徒投資法」【施傅教學】#投機 #投資 #賭博
- 大家幾歲開始學投資？tradingmeme #shorts #107
- 月供緊嘅各位又係咪咁容易就動搖？ #shorts #investment #115
Ben Felix
Original profileYouTube · 2 matching publications
- Positive language
- 0
- Negative language
- 0
- Mixed language
- 0
- Unclassified
- 2
The Plain Bagel
Original profileYouTube · 2 matching publications
- Positive language
- 0
- Negative language
- 1
- Mixed language
- 0
- Unclassified
- 1
- How BAD Are Stock Valuations Really?
- Investment Analyst Reacts to Finance TikToks - Doomsday Doomscrolling
Original-source observations
Newest first. Text-tone labels describe literal language in the title and excerpt only.
One flight last week leaving from al-Qassim airport north of Riyadh to Geneva on a Bombardier Global 6000 — a 14-seater long-range…
One flight last week leaving from al-Qassim airport north of Riyadh to Geneva on a Bombardier Global 6000 — a 14-seater long-range aircraft — sold for €94,000, compared with a price of about €60,000 before the closure of Riyadh’s main airport. ft.trib.al/GxeYgqK
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Why globetrotting retail banks are back in fashion ft.trib.al/Adkslg7
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
How close to your planned retirement do you make your target date funds
Looking through my current allocations with my 401ks and my target dates are probably overly aggressive. Meaning I plan to retire about 5-10 years before that actual date. Historically I wanted my funds to just have more an aggressive mixed based on my age. I’m still pretty young at 38, want to retire around 58 and as of today’s world believe I’m on track…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
The hidden water crisis beneath the American west ft.trib.al/JgAZEQx
Negative language
Matched language
Negative terms: crisis
The hottest summer on record has played havoc with house foundations — experts predict insurance claims rising even more than last year’s…
The hottest summer on record has played havoc with house foundations — experts predict insurance claims rising even more than last year’s surge. And El Niño could compound things further: ft.trib.al/KAFAZ22
Positive language
Matched language
Positive terms: surge
Gilt market catches up with peers as investor worries over Budget ease ft.trib.al/Pmlq4wS
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Do not worry too much about European gas prices ft.trib.al/63PD3SZ | opinion
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Insurers face losses as riots in France become ‘like natural catastrophes’ ft.trib.al/Kf7Bsfs
Negative language
Matched language
Negative terms: losses
UK banks hit by Google Cloud outage ft.trib.al/pNDMftY
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Breaking news: The UK will deploy fighter jets to defend Saudi Arabia from attacks from the Houthis, stepping up defence of its ally after…
Breaking news: The UK will deploy fighter jets to defend Saudi Arabia from attacks from the Houthis, stepping up defence of its ally after the kingdom has been pummelled by strikes from the militant group in recent weeks. ft.trib.al/qb3ZBHM
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
UK to deploy jets to defend Saudi Arabia against Houthi attacks ft.trib.al/9BXYqYW
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Does this make sense for cash flow investments.
What should someone do if they are 44 yrs old. Recently paid off mortgage. No other debt. Contributing to 401K under max. Would it be best to max out Roth IRAs for that individual and their spouse then go back for higher 401 contributions considering in 5-10 years they plan to purchase a second home to use for part of the year and as a generational…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Daily General Discussion and Advice Thread - October 20, 2026
Have a general question? Want to offer some commentary on markets? Maybe you would just like to throw out a neat fact that doesn't warrant a self post? Feel free to post here! Please consider consulting our FAQ first - And our side bar also has useful resources. If you are new to investing - please refer to Wiki - Getting Started The reading list in the…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Why is everyone choosing Roth?
It seems like Roth retirement accounts have this weird cult mentality. Nearly every person I know under the age of 40 that has a retirement account has a Roth IRA or Roth 401k, despite the fact that nearly all of them will be in a lower tax bracket during retirement age. I ask people why and nobody can give me a good answer other than "I see no advantage…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
I invested a bunch in ETFs (SEMI, ASIA, HACK) (all ASX-listed ETFs) then the market crashed a day later. Any advice?
thoughts on SEMI, ASIA, HACK (they're in the ASX), and similar ones? I invested a bunch in them three, and then like 1-2 days later the market crashed. RIP. what should i do? I have a bunch of money in rare earth metals too and that flopped liked 6 weeks ago. There are ETFs that are specific industries/themes. Once i recover from this, im going to stick to…
Negative language
Matched language
Negative terms: crashed
Best investment strategy for self controlled 401K
Long story short, new company pays a pathetic match, thats not worth even bothering with. They also do the same payout like my last company where yearly match is not deposited unless you are with company on final day of each year. (Learned my lesson, and lost entire match for 2026) So heres where Im at. I have 4 separate Roth 401Ks, that are all 100% in…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Questions about growth investing.
I haven’t yet invested my money in anything, other than opening a HYSA. I‘m in my early 20s, working a full time job paying minimum wage. I have 30k saved, sitting in my HYSA. I made a post in r/dividends asking for investing tips, and discovered that I have nowhere near the capital required to make decent growth through dividends, which directed me…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Can REITs make money on residential properties without renting any units?
I often see a rather ridiculous sounding claim that new residential developments can be built and not rent any units and somehow that’s still profitable for developers and the real estate owners. I saw someone specify that REITs don’t pay taxes, and because of that they don’t have to sell or rent any units because the value is tax exempt. This just……
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Have you changed where/how you hold cash?
With rates increasing, and likely to increase again by EOY, have you made any changes to where you hold cash? I hold emergency funds plus money I may use for a home down payment in the next 12-18months in BIL. Probably not worth moving it since CDs and similar incur state taxes, which would erode any incremental income, but wanted to see what others are…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
China Q3 GDP hits 4.5% and retail sales came in double what forecasters expected
China's economy grew 4.5% in the third quarter, putting Beijing's full-year target back within reach. Retail sales grew at twice the pace analysts had penciled in, and factory output ran hot on the back of strong foreign demand for Chinese tech goods. The export side is doing most of the heavy lifting. Overseas buyers snapping up AI-linked hardware and…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
How do you research the clean energy sector and its long term growth?
I believe clean/sustainable energy is going to become a more and more important part of the world over the next 10-20 years, so I’ve been looking into the sector and ETFs like WENS and INRG. However, I’m realising there’s a lot more to researching an industry than just looking at an ETF’s holdings, fees and past performance. I want to understand what…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
Is Burford Capital a good investment?
The litigation finance giant (BUR) has hit a new low, with stock trading below $3 per share. I know there was a big scare due to the Second Circuit decision in YPF/Argentina, which was a big part of the portfolio. But this seems like an overcorrection. Anyone have a view?
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
[DD] Beammwave 3GPP Update: Digital beamforming moving into the global 6G standard
Key Developments The 6G Challenge & Digital Beamforming Next-gen networks need higher frequencies (mmWave/FR2 and cmWave/FR3) to handle projected data loads. Utilizing these frequencies requires beamforming via dynamic directional antennas. Current analog and hybrid setups are bulky, power-hungry, and expensive to scale. Swedish tech firm Beammwave has…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
How are cryptocurrencies not the dumbest thing ever?
Think about it. People essentially pay for the right to transfer numbers on a digital spreadsheet. When they pay more, all they get is the right to move a bigger number. In every other case, the more you pay, the more economic power you acquire. For instance, if you buy more wheat, oil, or gold, you control a larger share of people's needs for food…
Unclassified
Matched language
No matched sentiment terms; not treated as neutral.
How these signals are calculated
A transparent English/Chinese word list classifies literal positive and negative terms. Both kinds means mixed; no matches means unclassified. This is not a semantic model: sarcasm, negation and context can reverse meaning. A negative title does not establish a bearish market position. Video feeds provide titles and descriptions, not transcripts.
Net text tone = 100 × (positive − negative) / (positive + negative + mixed). Unclassified observations are excluded, not scored as neutral. Each post has equal weight; popularity and engagement do not increase its weight.
Source counts identify distinct feed accounts, not distinct people. Community feeds can contain many authors, and the same person across channels is not identity-matched. KOL themes and digests include only explicitly selected KOL feeds. Counts and evidence use the current filters and publication window; old stored posts are excluded.
For educational and informational purposes. Social discussion can be incomplete, manipulated or incorrect; these observations are not forecasts or verified claims.