create account

The Need For A Democratized Database Like Hive by taskmaster4450

View this thread on: hive.blogpeakd.comecency.com
· @taskmaster4450 ·
$9.04
The Need For A Democratized Database Like Hive
The democratization of data.

It is a topic I touched upon for more than a year.  Over that time, we saw the rise of AI models to a degree few imagined.  The race of AI supremacy is on.  This is not only the case with countries but also corporations.

One of the keys in this entire discussion, along with energy, is data.  It is no secret that data is the one of the centerpieces to these training models.

The search for data is on.  Some feel that we are running out of what is available on the Internet.  It is forcing some to look into real world data as an option.

Even the data available online is dwindling.  While it is still there, we are seeing a lockdown that could cause major issues.

In this article, we will look at the shift that Cloudflare forced upon the world and how it increases the importance of a database such as Hive.

 https://img.leopedia.io/DQmef2yCoCNpyobfr9PKFcpN2C4D83P831Fp7d7NhDxhKYo/image.png 


# The Need For A Democratized Database Like Hive

Cloudlflare is one of the most crucial companies when it comes to Internet infrastructure.  Recently, it changed its policy, making the blocking of AI crawlers the default setting for all new websites.  This means that scraping of sites can occur only with the permission of the site owner.

It was applauded as a win for those creating content, opening up doors to new paths of monetization.

Enter 'pay-to-scrap".

Cloudflare offers the ability for sites to charge, on a per page basis, for a fee.  This protects the content from being used to feed AI models with no referral.  The numbers of Anthropic and other models referrals are miniscule compared to Google.

The protecting of content was applauded.  But it does open up a can of worms.

To start, this blocks all crawlers, including search engine.  It also excludes the content from the models.  That means the creators could be lost in both search engines or have their data omitted from the chatbots.

Another problem is that some companies simply might ignore this changes by using proxies and other technical workarounds.

The legal environment is behind with no framework which to deal with violators.  Obviously, governments would have to take this matter up, a slow process, before we see something that could combat the nefarious players.

Finally, and what I think most important, this simply favors the major players.  Those who can afford to pay for the data will.  This, of course, comes down to those with large revenue streams.  At the same time, many of the bigger players have a lot of data generated on their platforms.

## Hive: Democratization

One of the premises of Web 3.0 is open and transparent.

Data that is placed on a blockchain is owned by nobody.  There is no way to lock it down since anyone is able to run the software.  The database is "owned" by humanity.

Hive offers text storage beyond traditional digital ledger technology.  It is censorship resistant and open to anyone.  There is no need to get permission to use an API when anyone can set one up.

What Cloudflare did is huge.  This changes the landscape of Internet data.  Naturally, this is an extension of what already was taking place since many of the top sites were blocking the AI crawlers.

Hence, we are seeing a hybrid system developing.

Some models will contain both open and paid for content.  At the same time, many will simply focus upon what is available out there for free.

Hive falls into the latter category.

With this move, the number of sites offering paid data is going to increase.  This is a natural outcome if all new sites have AI crawlers blocks by default.  Few will manually turn them back on.

To counter this, the amount of data that is democratized, i.e. open to everyone, also has to increase.  AI is a very powerful tool.  The major risk is that a few entities will be in control.  While progress is being made with newer algorithms and better labeling, quantity of data is still a starting point.

Few consider the impact of a digital world where most of the data is fed into the hands of Big Tech.  Companies that raise billions for their AI systems are not worried about a few million for data acquisition.

However, this is not the vast majority of newer players.  If there is to be AI decentralization, we must have the democratization of data.

Without that, Meta, Google, xAI, and other well financed firms will dominate.

People say data is the new oil.  That means we have to seriously question where we are placing our oil.





Posted Using [INLEO](https://inleo.io/@taskmaster4450/the-need-for-a-democratized-database-like-hive-9mn)
👍  , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , and 318 others
properties (23)
authortaskmaster4450
permlinkthe-need-for-a-democratized-database-like-hive-9mn
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["hive-167922","cloudflare","ai","data","models","agi","blockchain","mancave","neoxian","proofofbrain"],"canonical_url":"https://inleo.io/@taskmaster4450/the-need-for-a-democratized-database-like-hive-9mn","links":["https://inleo.io/@taskmaster4450/the-need-for-a-democratized-database-like-hive-9mn)"],"images":["https://img.leopedia.io/DQmef2yCoCNpyobfr9PKFcpN2C4D83P831Fp7d7NhDxhKYo/image.png"],"isPoll":false,"dimensions":{}}
created2025-07-22 13:27:45
last_update2025-07-22 13:27:45
depth0
children6
last_payout2025-07-29 13:27:45
cashout_time1969-12-31 23:59:59
total_payout_value0.090 HBD
curator_payout_value8.954 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length4,612
author_reputation6,709,623,904,846,673
root_title"The Need For A Democratized Database Like Hive"
beneficiaries
0.
accountleostrategy
weight500
1.
accounttaskmaster4450le
weight9,400
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id144,299,051
net_rshares53,974,036,810,520
author_curate_reward""
vote details (382)
@india-leo ·
Indiaunited Curation 1753197243022
This post has been manually curated by @bhattg from Indiaunited community. Join us on our [Discord Server](https://discord.gg/bGmS2tE). 

Do you know that you can earn a passive income by delegating your Leo power to @india-leo account? We share 100 % of the curation rewards with the delegators. 

<sub>**100% of the rewards from this comment goes to the curator for their manual curation efforts. Please encourage the curator @bhattg by upvoting this comment and support the community by voting the posts made by @indiaunited.**</sub>
properties (22)
authorindia-leo
permlinkindiaunited-1753197243022
categoryhive-167922
json_metadata{"app":"hiveblog/0.1","format":"markdown","tags":["hive-167922","cloudflare","ai","data","models","agi","blockchain","mancave","neoxian","proofofbrain"]}
created2025-07-22 15:14:03
last_update2025-07-22 15:14:03
depth1
children0
last_payout2025-07-29 15:14:03
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_length536
author_reputation7,797,565,496,629
root_title"The Need For A Democratized Database Like Hive"
beneficiaries
0.
accountbhattg
weight10,000
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id144,303,218
net_rshares0
@pizzabot ·
<center>PIZZA!


$PIZZA slices delivered:
@rzc24-nftbbg<sub>(2/10)</sub> tipped @taskmaster4450 


<sub>Come get [MOON](https://moon.hive.pizza)ed!</sub></center>
properties (22)
authorpizzabot
permlinkre-the-need-for-a-democratized-database-like-hive-9mn-20250723t213533z
categoryhive-167922
json_metadata"{"app": "leothreads/pizzabot"}"
created2025-07-23 21:35:33
last_update2025-07-23 21:35:33
depth1
children0
last_payout1969-12-31 23:59:59
cashout_time2025-07-30 21:35:33
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length162
author_reputation7,629,993,752,789
root_title"The Need For A Democratized Database Like Hive"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id144,344,278
net_rshares0
@rzc24-nftbbg ·
If decentralization is the future of technology, then platforms like Hive are not just alternatives. Instead, a democratized database like Hive provides the essential building blocks to realize a freer and more just digital world.

!BBH

!PIZZA

!LOLZ
properties (22)
authorrzc24-nftbbg
permlinkre-taskmaster4450-szv1ai
categoryhive-167922
json_metadata{"tags":["hive-167922"],"app":"peakd/2025.7.3","image":[],"users":[]}
created2025-07-23 16:18:27
last_update2025-07-23 16:18:27
depth1
children0
last_payout1969-12-31 23:59:59
cashout_time2025-07-30 16:18:27
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length251
author_reputation130,166,499,785,658
root_title"The Need For A Democratized Database Like Hive"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id144,333,495
net_rshares0
@thepatriotblog ·
(Most) data wants to be free!
👍  
properties (23)
authorthepatriotblog
permlinkre-taskmaster4450-szsz62
categoryhive-167922
json_metadata{"tags":["hive-167922"],"app":"peakd/2025.7.3","image":[],"users":[]}
created2025-07-22 13:37:06
last_update2025-07-22 13:37:06
depth1
children0
last_payout2025-07-29 13:37:06
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_length29
author_reputation11,376,769,716,787
root_title"The Need For A Democratized Database Like Hive"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id144,299,435
net_rshares17,332,630,565
author_curate_reward""
vote details (1)
@uyobong ·
@uyobong "Amazing thoughts. The awareness is gaining momentu..."
Amazing thoughts. The awareness is gaining momentum indeed, and soon, we'll have more blockchains like Hive where data  is decentralized.

if I choose to reason wild, what happens is there is another fork out of Hive
properties (22)
authoruyobong
permlinkre-taskmaster4450-anelwff6
categoryhive-167922
json_metadata{"app":"leothreads/0.3","format":"markdown","tags":["leofinance"],"canonical_url":"https://inleo.io/threads/view/uyobong/re-taskmaster4450-anelwff6","isPoll":false,"pollOptions":{},"dimensions":[]}
created2025-07-23 12:23:42
last_update2025-07-23 12:23:42
depth1
children0
last_payout1969-12-31 23:59:59
cashout_time2025-07-30 12:23:42
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length216
author_reputation937,388,351,111,513
root_title"The Need For A Democratized Database Like Hive"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id144,328,457
net_rshares0
@weone ·
It is also about the usecase of data also. Very important point 😊
properties (22)
authorweone
permlinkre-taskmaster4450-2025722t195253794z
categoryhive-167922
json_metadata{"tags":["hive-167922","cloudflare","ai","data","models","agi","blockchain","mancave","neoxian","proofofbrain"],"app":"ecency/4.2.1-vision","format":"markdown+html"}
created2025-07-22 14:22:57
last_update2025-07-22 14:22:57
depth1
children0
last_payout2025-07-29 14:22:57
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_length65
author_reputation8,843,845,824,167
root_title"The Need For A Democratized Database Like Hive"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id144,301,193
net_rshares0