[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]  Vee Of The Most Highπ¦ [@Queenxrypt](/creator/twitter/Queenxrypt) on x 5840 followers Created: 2025-07-18 17:23:29 UTC ππ π’π¬ πππ―ππ§ππ’π§π πππ¬πππ« ππ‘ππ§ ππ§π²π¨π§π π©π«πππ’ππππ. But thereβs a hidden bottleneck creeping inβ¦ ππππ. Specifically, high quality, human-generated training dataβ¦ the lifeblood of machine learning models. Current estimates suggest we could run out of high-quality training data in the near future, as soon as X to X years. And itβs not because humans have stopped creating. Itβs because the systems scraping our work are doing it without consent, structure, or sustainability. The problem isnβt just scarcity. Itβs ownership. We creators are fueling this boom, yet most of us get nothing in return. Thatβs not a future anyone signed up for. ββββββΉ IIβββββ While the industry rushes to scale compute, @campnetworkxyz is scaling human inputβ¦ ethically, permissioned, and compensated. Through its Origin Framework and mAItrix Framework (I broke these down in my Camp series last week) Camp Network is building a sustainable, incentive-aligned data pipeline for the AI era. ββββββΉ IIβββββ Like @SamuelXeus implied in his tweet below: This isnβt just a Web3 problem. Itβs a Web2 one too. Whether youβre a researcher, artist, dev, or brandβ¦ your digital footprint is training machines. But unless something changes, youβll keep feeding AI for free, while big platforms collect the value. ββββββΉ IIβββββ You might be thinking: βWhatβs the real risk?β Simple: ππ¨π’π§π π§π¨ππ‘π’π§π . And you already know what that means. ββββββΉ IIβββββ AI needs better dataβ¦ and fast. Creators deserve to own and earn from their contributions. Camp Network is building the infrastructure to make that happen. If you read this far, youβre already ten steps ahead of the crowd. Iβd love to hear your thoughts in the comments β  XXXXX engagements  **Related Topics** [coins ai](/topic/coins-ai) [web3](/topic/web3) [Post Link](https://x.com/Queenxrypt/status/1946259543521906699)
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
Vee Of The Most Highπ¦ @Queenxrypt on x 5840 followers
Created: 2025-07-18 17:23:29 UTC
ππ π’π¬ πππ―ππ§ππ’π§π πππ¬πππ« ππ‘ππ§ ππ§π²π¨π§π π©π«πππ’ππππ.
But thereβs a hidden bottleneck creeping inβ¦ ππππ.
Specifically, high quality, human-generated training data⦠the lifeblood of machine learning models.
Current estimates suggest we could run out of high-quality training data in the near future, as soon as X to X years.
And itβs not because humans have stopped creating.
Itβs because the systems scraping our work are doing it without consent, structure, or sustainability.
The problem isnβt just scarcity. Itβs ownership.
We creators are fueling this boom, yet most of us get nothing in return.
Thatβs not a future anyone signed up for.
ββββββΉ IIβββββ
While the industry rushes to scale compute, @campnetworkxyz is scaling human input⦠ethically, permissioned, and compensated.
Through its Origin Framework and mAItrix Framework
(I broke these down in my Camp series last week)
Camp Network is building a sustainable, incentive-aligned data pipeline for the AI era.
ββββββΉ IIβββββ
Like @SamuelXeus implied in his tweet below:
This isnβt just a Web3 problem. Itβs a Web2 one too.
Whether youβre a researcher, artist, dev, or brandβ¦ your digital footprint is training machines.
But unless something changes, youβll keep feeding AI for free, while big platforms collect the value.
ββββββΉ IIβββββ
You might be thinking: βWhatβs the real risk?β
Simple: ππ¨π’π§π π§π¨ππ‘π’π§π .
And you already know what that means.
ββββββΉ IIβββββ
AI needs better data⦠and fast.
Creators deserve to own and earn from their contributions.
Camp Network is building the infrastructure to make that happen.
If you read this far, youβre already ten steps ahead of the crowd.
Iβd love to hear your thoughts in the comments β
XXXXX engagements
