create account

Leo: The Power of Recommend Engines by taskmaster4450le

View this thread on: hive.blogpeakd.comecency.com
· @taskmaster4450le ·
$9.17
Leo: The Power of Recommend Engines
This is something that I have been harping upon.  Quite frankly, I am surprised that more aren't talking about it on [LEO](https://inleo.io/@leoglossary/leoglossary-leo).


When it comes to [Web 2.0](https://inleo.io/@leoglossary/leoglossary-web-2-0), recommend engines are commonplace.  We know the [algorithms](https://inleo.io/@leoglossary/leoglossary-algorithm) are working overtime on sites such as [YouTube](https://inleo.io/@leoglossary/leoglossary-youtube) and X to provide people with content it things they want.  The goal is to get people to engage more, hence remaining on the site.


We would be remiss, of course, to exclude Meta from this conversation.  Zuckerberg might be the king of this, bordering on a psychop that it uses on people.


Either way, this is something we really do not see in [Web 3.0](https://inleo.io/@leoglossary/leoglossary-web-3-0).  This is especially true on [Hive](https://inleo.io/@leoglossary/leoglossary-what-is-hive) where [data](https://inleo.io/@leoglossary/leoglossary-data) enters and is buried.


For example, when was the last [time](https://inleo.io/@leoglossary/leoglossary-time) you were able to easily pull up a thread from two [years](https://inleo.io/@leoglossary/leoglossary-year) ago?


It is not easy.  This is why the recommend engines are crucial.  


# Showing The Power of the Recommend Feature


Things are improving.  Hopefully, we can see a massive step forward in some areas.  That said, I do have some reason for optimism.


Here is an [article](https://inleo.io/@leoglossary/leoglossary-article) I was replying to earlier.


 <center> https://img.inleo.io/DQmNuyfm8Bn4ZQn7YhFpjcskEp9rLx1zL1fHiKXGfn3Jh62/recommend.png  </center>


Notice the date on it.  This was from two [months](https://inleo.io/@leoglossary/leoglossary-month) ago and was located at the bottom of an article.  While the recommendations can be wonky, this one was actually somewhat related to the topic.


When I clicked through it, this was something that I had voted up but did not [comment](https://inleo.io/@leoglossary/leoglossary-comment-hive).  Hence I was able to drop a comment on an older thread.


Is this a big deal?


On its own, not in the slightest.  However, when we step back, it can have a major impact in the aggregate.


As more content gets in front of people, it can stimulate activity.  If nothing else, this generated another page view.


The key is to think about this across the entire platform.  What if everything that is entered through Leo has the potential to show up.  That means we will be accessing what is in the [database](https://inleo.io/@leoglossary/leoglossary-database) instead of just having to depend upon the most recent additions.


Of course, a lot of stuff submitted is time sensitive, such as the [price](https://inleo.io/@leoglossary/leoglossary-price) of [Bitcoin](https://inleo.io/@leoglossary/leoglossary-bitcoin) on a given [day](https://inleo.io/@leoglossary/leoglossary-day).  Quite frankly, we do not care about the price of a [coin](https://inleo.io/@leoglossary/leoglossary-coins) 3 months ago.


There is, however, a lot of content that falls outside of this.   We can see how the stickiness of [music](https://inleo.io/@leoglossary/leoglossary-music), [movies](https://inleo.io/@leoglossary/leoglossary-movie-film), motivation, and success can apply.  The same is true for [entertainment](https://inleo.io/@leoglossary/leoglossary-entertainment).


Is a joke less funny if it is two years old?  If it is time sensitive, then it is.  Outside of that, it still applies.


## Shorts: TikTok Style


Over the last few days, the stability of [shorts](https://inleo.io/@leoglossary/leoglossary-short-film) have improved.  It appears we are about to move onto the next phase of this development.


Here is a short that was put out by @khaleelkazi: 


https://inleo.io/threads/view/khaleelkazi/re-zsxnixldhp


As we can see the shorts feed page should go live.  There were some [bugs](https://inleo.io/@leoglossary/leoglossary-bug-software), especially on [mobile](https://inleo.io/@leoglossary/leoglossary-mobile) that still require attention.  It seems the team is on it.


Here is what the page will look like.


https://inleo.io/threads/view/khaleelkazi/re-leothreads-2mrhhmvlv


This is obviously an [video](https://inleo.io/@leoglossary/leoglossary-video) that was posted horizontally, when shorts prefer vertical.  Hence we can see how it was adjusted to fit the layout.  Just like TikTok or YouTube, the page is scrolled down, with a new short appearing.


Here is what it looks like in action.


https://inleo.io/threads/view/khaleelkazi/re-puoykvfqxu


Having a page like this is crucial.  When it comes to getting content in front of others, it is a must.  As stated, this is a natural part of Web 2.0 yet is absent for much of Web 3.0.


Leo, it appears, is changing this.


The next question is how the algorithm is trained to feed into this.  For the moment, since there aren't a ton of videos, it probably doesn't matter.  But over time, if this is a heavily utilized function, we are going to need the engine to sort through the content.


Here is where things can change completely.


When shorts were mentioned as being in testing a few [weeks](https://inleo.io/@leoglossary/leoglossary-week) back, I mentioned that it was a 3 step process:


- shorts
- dedicated page
- recommend engine


According the one of the videos, we will have the second one implement soon (hopefully tomorrow).  After that, we will have to find out about what the [machine learning](https://inleo.io/@leoglossary/leoglossary-machine-learning) capabilities are.







Posted Using [InLeo Alpha](https://inleo.io/@taskmaster4450le/leo-the-power-of-recommend-engines-2qe)
๐Ÿ‘  , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , and 295 others
properties (23)
authortaskmaster4450le
permlinkleo-the-power-of-recommend-engines-2qe
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["hive-167922","shorts","recomment","web3","machinelearning","content","mancave","neoxian","proofofbrain","archon"],"canonical_url":"https://inleo.io/@taskmaster4450le/leo-the-power-of-recommend-engines-2qe","links":["https://inleo.io/@leoglossary/leoglossary-leo).","https://inleo.io/@leoglossary/leoglossary-web-2-0),","https://inleo.io/@leoglossary/leoglossary-algorithm)","https://inleo.io/@leoglossary/leoglossary-youtube)","https://inleo.io/@leoglossary/leoglossary-web-3-0).","https://inleo.io/@leoglossary/leoglossary-what-is-hive)","https://inleo.io/@leoglossary/leoglossary-data)","https://inleo.io/@leoglossary/leoglossary-time)","https://inleo.io/@leoglossary/leoglossary-year)","https://inleo.io/@leoglossary/leoglossary-article)","https://inleo.io/@leoglossary/leoglossary-month)","https://inleo.io/@leoglossary/leoglossary-comment-hive).","https://inleo.io/@leoglossary/leoglossary-database)","https://inleo.io/@leoglossary/leoglossary-price)","https://inleo.io/@leoglossary/leoglossary-bitcoin)","https://inleo.io/@leoglossary/leoglossary-day).","https://inleo.io/@leoglossary/leoglossary-coins)","https://inleo.io/@leoglossary/leoglossary-music),","https://inleo.io/@leoglossary/leoglossary-movie-film),","https://inleo.io/@leoglossary/leoglossary-entertainment).","https://inleo.io/@leoglossary/leoglossary-short-film)","https://inleo.io/threads/view/khaleelkazi/re-zsxnixldhp","https://inleo.io/@leoglossary/leoglossary-bug-software),","https://inleo.io/@leoglossary/leoglossary-mobile)","https://inleo.io/threads/view/khaleelkazi/re-leothreads-2mrhhmvlv","https://inleo.io/@leoglossary/leoglossary-video)","https://inleo.io/threads/view/khaleelkazi/re-puoykvfqxu","https://inleo.io/@leoglossary/leoglossary-week)","https://inleo.io/@leoglossary/leoglossary-machine-learning)","https://inleo.io/@taskmaster4450le/leo-the-power-of-recommend-engines-2qe)"],"images":["https://img.inleo.io/DQmNuyfm8Bn4ZQn7YhFpjcskEp9rLx1zL1fHiKXGfn3Jh62/recommend.png"],"isPoll":false,"dimensions":{}}
created2024-08-20 00:43:39
last_update2024-08-20 00:43:39
depth0
children24
last_payout2024-08-27 00:43:39
cashout_time1969-12-31 23:59:59
total_payout_value4.600 HBD
curator_payout_value4.567 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length5,758
author_reputation2,187,866,770,885,959
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,391,977
net_rshares30,715,755,907,485
author_curate_reward""
vote details (359)
@adese ·
This is really a suggestion that comes in a very wise timely and which I believe if picked inside will help the Leo 
properties (22)
authoradese
permlinkre-taskmaster4450le-siiesg
categoryhive-167922
json_metadata{"tags":["hive-167922"],"app":"peakd/2024.8.5"}
created2024-08-20 09:09:54
last_update2024-08-20 09:09:54
depth1
children0
last_payout2024-08-27 09:09:54
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length116
author_reputation21,964,300,013,056
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,405,613
net_rshares0
@barski ·
$0.03
@barski "Convenient, quick search for the necessary informa..."
Convenient, quick search for the necessary information is what makes a person return to where he can quickly and efficiently obtain it. !BEER
๐Ÿ‘  , , , , , , ,
properties (23)
authorbarski
permlinkre-taskmaster4450le-2l4hymxkx
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/barski/re-taskmaster4450le-2l4hymxkx","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 09:16:00
last_update2024-08-20 09:16:00
depth1
children2
last_payout2024-08-27 09:16:00
cashout_time1969-12-31 23:59:59
total_payout_value0.014 HBD
curator_payout_value0.014 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length141
author_reputation598,714,601,417,131
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,405,714
net_rshares103,788,477,116
author_curate_reward""
vote details (8)
@khaleelkazi ·
@khaleelkazi "definitely going to spend some time improving sear..."
definitely going to spend some time improving search in the near future 
๐Ÿ‘  , , , , ,
properties (23)
authorkhaleelkazi
permlinkre-barski-yw5w296a
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/khaleelkazi/re-barski-yw5w296a","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 15:50:48
last_update2024-08-20 15:50:48
depth2
children1
last_payout2024-08-27 15:50:48
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length72
author_reputation2,582,752,487,218,004
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,412,428
net_rshares2,089,885,226
author_curate_reward""
vote details (6)
@barski ·
@barski "I believe that the Internet has become what we see..."
I believe that the Internet has become what we see thanks to search engines and libraries, this is something that should pay off handsomely, I hope :) !BEER
properties (22)
authorbarski
permlinkre-khaleelkazi-epzsip91
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/barski/re-khaleelkazi-epzsip91","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 16:23:33
last_update2024-08-20 16:23:33
depth3
children0
last_payout2024-08-27 16:23:33
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length156
author_reputation598,714,601,417,131
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,413,067
net_rshares0
@krios003 ·
This topic, in my opinion, is one of the missing aspects of Hive and a reason why it doesn't attract more people from the outside or encourage newcomers to stay longer.

People prefer platforms that automatically feed them content tailored to their interests, rather than having to search for content they like. On Hive, the latter is typically the case.

Hive is essentially a vast database of transactions, links, blog posts, and more. However, unlike social networks like Meta and X, it is not designed with graph network algorithms that continuously work to connect users to other users and content. Hive operates more as a meritocratic system that expects users to compete for rewards "organically," with its recommendation system relying heavily on manual curation. Additionally, monetization is limited to the first seven days after content is posted.

Solving this problem is quite a challenge and is currently being addressed by frontend dApps like Leo.

> "As more content gets in front of people, it can stimulate activity."

I agree, but I would also suggest that "as more curated content based on users' activity, likes, and engagements is presented, more users may stay and contribute to increased activity." 

However, this approach could also introduce new challenges, such as concerns over privacy.

Beyond that, if there could be a single or decentralized graph network algorithm that continuously evolves to connect everyone and everything on Hive, I think it would have a significant impact.
properties (22)
authorkrios003
permlinkre-taskmaster4450le-sihzrb
categoryhive-167922
json_metadata{"tags":["hive-167922"],"app":"peakd/2024.8.3"}
created2024-08-20 03:45:30
last_update2024-08-20 03:45:30
depth1
children6
last_payout2024-08-27 03:45:30
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length1,511
author_reputation63,718,356,449,244
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,397,333
net_rshares0
@khaleelkazi ·
@khaleelkazi "the privacy question is actually solved in a massi..."
the privacy question is actually solved in a massively important way

On web2, they use your data and are sneaky about it. 

On web3, everything we use is from the blockchain directly. We donโ€™t collect device data which is what web2 is doing in the background 

That is a key difference 
๐Ÿ‘  
properties (23)
authorkhaleelkazi
permlinkre-krios003-imbmfdky
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/khaleelkazi/re-krios003-imbmfdky","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 15:52:54
last_update2024-08-20 15:52:54
depth2
children0
last_payout2024-08-27 15:52:54
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length287
author_reputation2,582,752,487,218,004
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,412,484
net_rshares286,277,975
author_curate_reward""
vote details (1)
@taskmaster4450le ·
@taskmaster4450le ">However, this approach could also introduce new c..."
>However, this approach could also introduce new challenges, such as concerns over privacy.

How could there be concerns over privacy?  Everything people are doing is being fed into a public database.  
properties (22)
authortaskmaster4450le
permlinkre-krios003-2lqdp5aen
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/taskmaster4450le/re-krios003-2lqdp5aen","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 12:19:09
last_update2024-08-20 12:19:09
depth2
children4
last_payout2024-08-27 12:19:09
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length202
author_reputation2,187,866,770,885,959
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,408,162
net_rshares0
@krios003 ·
$0.12
Well, you're not wrong about that. However, concerns over privacy can vary depending on how a recommendation algorithm uses our personal data. Itโ€™s a double-edged sword.

When it comes to content recommendations that enhance users' experience on the platform, I think we can both agree that itโ€™s generally acceptable.

But what if that data starts being used for other purposes, like selling it to brands, politicians, or others? Wouldn't that raise concerns about privacy and the use of personal data?

On the other hand, why do most people on this platform hide their identities? For example, I wear a mask in my profile picture, and you use a cat. Can we agree that it's because we don't entirely feel safe sharing our data here?

So, in my opinion, it depends on how the data is being usedโ€”or whether one can simply opt in or out of the algorithm. 
๐Ÿ‘  , , , ,
properties (23)
authorkrios003
permlinkre-taskmaster4450le-siir3p
categoryhive-167922
json_metadata{"tags":["hive-167922"],"app":"peakd/2024.8.5"}
created2024-08-20 13:36:33
last_update2024-08-20 13:36:33
depth3
children1
last_payout2024-08-27 13:36:33
cashout_time1969-12-31 23:59:59
total_payout_value0.061 HBD
curator_payout_value0.061 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length852
author_reputation63,718,356,449,244
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,409,715
net_rshares424,270,658,391
author_curate_reward""
vote details (5)
@krios003 ·
$0.12
I myself is interested to work in solving this problem. If Id have a time, maybe, I'll try to  dig into the database and implement some opensourced graph algorithm out there. Let's see ๐Ÿ˜„
๐Ÿ‘  , , , ,
properties (23)
authorkrios003
permlinkre-taskmaster4450le-siira1
categoryhive-167922
json_metadata{"tags":["hive-167922"],"app":"peakd/2024.8.5"}
created2024-08-20 13:39:42
last_update2024-08-20 13:39:42
depth3
children1
last_payout2024-08-27 13:39:42
cashout_time1969-12-31 23:59:59
total_payout_value0.061 HBD
curator_payout_value0.061 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length186
author_reputation63,718,356,449,244
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,409,782
net_rshares423,610,369,874
author_curate_reward""
vote details (5)
@melbourneswest ·
$0.13
I think we need to enhance this feature. I get recommended some odd things. But then do I really want Khal knowing my porn kinks via cookies? Lol
๐Ÿ‘  , , , ,
properties (23)
authormelbourneswest
permlinkre-taskmaster4450le-2024820t105142351z
categoryhive-167922
json_metadata{"content_type":"general","type":"comment","tags":["hive-167922","shorts","recomment","web3","machinelearning","content","mancave","neoxian","proofofbrain","archon"],"app":"ecency/3.1.5-mobile","format":"markdown+html"}
created2024-08-20 00:51:42
last_update2024-08-20 00:51:42
depth1
children4
last_payout2024-08-27 00:51:42
cashout_time1969-12-31 23:59:59
total_payout_value0.064 HBD
curator_payout_value0.064 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length145
author_reputation722,128,952,774,086
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,392,217
net_rshares437,412,875,324
author_curate_reward""
vote details (5)
@khaleelkazi ·
$0.02
@khaleelkazi "thatโ€™s the key difference between web2 and web3 Y..."
thatโ€™s the key difference between web2 and web3

Youโ€™re giving data via cookies to web2

On web3, we just use all the data thatโ€™s already public on the blockchain (who youโ€™re replying to, upvoting, etc.)
๐Ÿ‘  
properties (23)
authorkhaleelkazi
permlinkre-melbourneswest-vedqbmbc
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/khaleelkazi/re-melbourneswest-vedqbmbc","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 15:53:51
last_update2024-08-20 15:53:51
depth2
children1
last_payout2024-08-27 15:53:51
cashout_time1969-12-31 23:59:59
total_payout_value0.010 HBD
curator_payout_value0.010 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length203
author_reputation2,582,752,487,218,004
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,412,498
net_rshares73,942,389,716
author_curate_reward""
vote details (1)
@melbourneswest ·
@melbourneswest "That's a great solution to the web 2 problem. I gu..."
That's a great solution to the web 2 problem. I guess my comments and engagement switches alot so I probably confuse the heck out of it! 
properties (22)
authormelbourneswest
permlinkre-khaleelkazi-qh3puvkq
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/melbourneswest/re-khaleelkazi-qh3puvkq","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 23:21:39
last_update2024-08-20 23:21:39
depth3
children0
last_payout2024-08-27 23:21:39
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length137
author_reputation722,128,952,774,086
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,420,529
net_rshares0
@taskmaster4450le ·
@taskmaster4450le "There are improvements required. Of course, it is..."
There are improvements required.  Of course, it is also up to the individual to actually participate in training it. 

People seem to think algos are just going to recommend without any input.
properties (22)
authortaskmaster4450le
permlinkre-melbourneswest-2afnkrw4h
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/taskmaster4450le/re-melbourneswest-2afnkrw4h","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 12:20:36
last_update2024-08-20 12:20:36
depth2
children1
last_payout2024-08-27 12:20:36
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length192
author_reputation2,187,866,770,885,959
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,408,193
net_rshares0
@melbourneswest ·
@melbourneswest "this is true, I often engage in most the new thing..."
this is true, I often engage in most the new things. Been hard to keep up though 
properties (22)
authormelbourneswest
permlinkre-taskmaster4450le-qvqqlczh
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/melbourneswest/re-taskmaster4450le-qvqqlczh","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 12:58:33
last_update2024-08-20 12:58:33
depth3
children0
last_payout2024-08-27 12:58:33
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length81
author_reputation722,128,952,774,086
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,408,923
net_rshares0
@milaan ·
$0.13
@milaan "Very timely opinion and suggestion. It's not just..."
Very timely opinion and suggestion.

It's not just about adding data, how do we manage it and most importantly how do we retrive it spontanepusly, that is what the economy and USD of a social engagement is. 
๐Ÿ‘  , , , ,
properties (23)
authormilaan
permlinkre-taskmaster4450le-mavh7bj4
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/milaan/re-taskmaster4450le-mavh7bj4","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 00:50:45
last_update2024-08-20 00:50:45
depth1
children3
last_payout2024-08-27 00:50:45
cashout_time1969-12-31 23:59:59
total_payout_value0.064 HBD
curator_payout_value0.064 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length207
author_reputation136,121,749,319,493
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,392,192
net_rshares436,191,724,104
author_curate_reward""
vote details (5)
@taskmaster4450le ·
@taskmaster4450le "It is all a part of it. The challenge is what is ..."
It is all a part of it.  The challenge is what is in the database to begin with.  Here is where the community dictates things.  An algo isnt going to do anything is people do not participate in training it.

As for the retrieval, that is a problem for Hive.
๐Ÿ‘  
properties (23)
authortaskmaster4450le
permlinkre-milaan-2nhx292u6
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/taskmaster4450le/re-milaan-2nhx292u6","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 12:22:06
last_update2024-08-20 12:22:06
depth2
children2
last_payout2024-08-27 12:22:06
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length257
author_reputation2,187,866,770,885,959
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,408,220
net_rshares0
author_curate_reward""
vote details (1)
@milaan ·
$0.12
@milaan "It is up to the people and the community to decide..."
It is up to the people and the community to decide how diverse they can build the data, add the data. Wider the data, better gambling of it by AI.
๐Ÿ‘  , , , ,
properties (23)
authormilaan
permlinkre-taskmaster4450le-cbkwljaj
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/milaan/re-taskmaster4450le-cbkwljaj","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 13:51:03
last_update2024-08-20 13:51:03
depth3
children1
last_payout2024-08-27 13:51:03
cashout_time1969-12-31 23:59:59
total_payout_value0.062 HBD
curator_payout_value0.062 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length146
author_reputation136,121,749,319,493
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,410,047
net_rshares429,069,485,049
author_curate_reward""
vote details (5)
@outwars ·
$0.16
That is great news. I do wonder how the recommend algorithm will work. Will it focus on showing related posts/comments/videos related to the post/comment/video, or if it will be customized to what the account wants to see. 
๐Ÿ‘  , , , , , , , , , , , , ,
properties (23)
authoroutwars
permlinkre-taskmaster4450le-sii59l
categoryhive-167922
json_metadata{"tags":["hive-167922"],"app":"peakd/2024.8.5"}
created2024-08-20 05:44:09
last_update2024-08-20 05:44:09
depth1
children3
last_payout2024-08-27 05:44:09
cashout_time1969-12-31 23:59:59
total_payout_value0.078 HBD
curator_payout_value0.077 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length223
author_reputation244,387,873,816,176
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,402,365
net_rshares543,162,448,827
author_curate_reward""
vote details (14)
@khaleelkazi ·
@khaleelkazi "The ultimate version will ask LeoAI to sort conten..."
The ultimate version will ask LeoAI to sort content based on the individual userโ€™s interests 
๐Ÿ‘  
properties (23)
authorkhaleelkazi
permlinkre-outwars-2z8mjlv5l
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/khaleelkazi/re-outwars-2z8mjlv5l","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 15:51:24
last_update2024-08-20 15:51:24
depth2
children1
last_payout2024-08-27 15:51:24
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length93
author_reputation2,582,752,487,218,004
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,412,452
net_rshares4,870,063,176
author_curate_reward""
vote details (1)
@outwars ·
That's great. I wonder if a three row recommendation would work. The first row is a recommendation of the user's interests [SPL, Travel, Educational, etc.], the second would be similar content to the one just viewed [they viewed a travel post, so other travel posts are shown], and the third row would be other content from the creator they just viewed. 
properties (22)
authoroutwars
permlinkre-khaleelkazi-sijojs
categoryhive-167922
json_metadata{"tags":["hive-167922"],"app":"peakd/2024.8.5"}
created2024-08-21 01:38:18
last_update2024-08-21 01:38:18
depth3
children0
last_payout2024-08-28 01:38:18
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length354
author_reputation244,387,873,816,176
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,422,154
net_rshares0
@taskmaster4450le ·
$0.03
@taskmaster4450le "To be effective, I imagine, it will have to take i..."
To be effective, I imagine, it will have to take into account what the account does.  How they feed all that in isnt my forte.  They might be using LeoAI for that ultimately.
๐Ÿ‘  , , , , , , , ,
properties (23)
authortaskmaster4450le
permlinkre-outwars-zezqexcy
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/taskmaster4450le/re-outwars-zezqexcy","isPoll":false,"pollOptions":{},"dimensions":[]}
created2024-08-20 12:16:15
last_update2024-08-20 12:16:15
depth2
children0
last_payout2024-08-27 12:16:15
cashout_time1969-12-31 23:59:59
total_payout_value0.015 HBD
curator_payout_value0.015 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length174
author_reputation2,187,866,770,885,959
root_title"Leo: The Power of Recommend Engines"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id136,408,110
net_rshares108,266,805,927
author_curate_reward""
vote details (9)