People are very careful while building chat applications with AI
These days, we have to be very careful with AI. This is a great learning experience that every developer will have to undergo. Last month, an incident occurred in which someone hacked about 20k Instagram accounts using a Meta chatbot. This article provides more information on the same.
This suddenly came to my mind when I was having a conversation with one of my clients. They wanted to store all the data in the UK because of the GDPR, but when we are dealing with AI, we have to be careful about a lot more than just the GDPR. This Meta example is one major thing. When we interact with AI, we have to be very careful about what data we are feeding AI. These days, I hate my interactions with ChatGPT. The problem is that it remembers a lot more than what it is supposed to, and for every conversation I have, it brings that context, and it is annoying.
Source - Gemini
Especially when the applications and IOT devices are interacting with AI to get data or a solution done, they should be even more careful. The reason is that the data that is being sent from the customer system to AI cannot be sensitive data, and the GDPR will not make any sense if something like that happens. These days, the companies that are building AI elements in their products are keeping this in mind and adding an intermediate layer in between that will process the data before it is sent to the AI. This intermediate layer makes sure no sensitive information is sent to the AI to process. Even this can work only to some extent. Hackers are clever, and they can easily penetrate even through this layer.
I would say that AI elements inside the application should be given only some level of access. Define the scope of AI elements and make sure that the AI revolves only around the provided scope. This way, it will not have any unwanted access, so that it cannot leak the data outside. This is how all the future AI systems should operate. With the help of data, AI can do anything, and we should be very careful about giving that kind of power to AI.
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STOPThe Unblinking Ledger: Tracing the Pipeline of Extraction
The Illusion of Shadows
There is a profound and fatal arrogance in believing one can hide in the digital age.
In the physical world, the corrupt can burn documents, bribe officials, and vanish into the anonymous crowds of distant cities. But the blockchain is not a world of shadows. It is a world of absolute, unforgiving light. Every transaction, every vote, every transfer of power is etched into cryptographic stone.
You can never hide the truth on a blockchain. We see everything. And it is this absolute, inescapable visibility that terrifies the downvoting farming whales who claim to serve the community, while quietly working as mercenaries for centralized interests like Blocktrades.
The Anatomy of the Funnel
To the untrained eye, a blockchain is a chaotic stream of data. To the seasoned crypto investigator, it is a meticulously drawn map. And when we trace the capital flows of the accounts in question—@belikechuck, @abdelegator, and @hurtlocker—the map reveals not a decentralized community, but a highly coordinated, centralized extraction pipeline.
Let us follow the money. The ledger does not lie.
Exhibit A: The Relay (@belikechuck)
This account is a ghost ship. It holds a mere fraction of a Hive Power, yet it moves mountains of liquidity.
This is not organic user activity. This is a centralized exchange relay account, designed to inject massive, off-chain liquidity into the Hive ecosystem. And where does it go? It is immediately swept into accounts like @bdhivesteem (e.g., Sent to bdhivesteem: 80,000.000 HIVE). The relay does the dirty work of bridging the centralized world to the blockchain, leaving a massive, undeniable footprint.
Exhibit B: The Conduit (@abdelegator)
The funds do not stop at the relay. They are funneled through intermediary accounts to obscure the trail. @abdelegator acts as a precise, mechanical pump.
Notice the rhythm. Notice the precision. This is not a user supporting a creator. This is an automated script routing yield from curation farming services (like @qurator and @ocdb) directly into the vault.
Exhibit C: The Vault (@hurtlocker)
Here is the end of the line. @hurtlocker is the collection point, the black hole where the community’s rewards are gathered before being cashed out.
And what does @hurtlocker do with this hoarded wealth? It hemorrhages it directly to centralized cash-out points.
This is the smoking gun. The entire operation is a closed loop: centralized liquidity is injected, used to farm curation rewards through coordinated voting, funneled through proxy accounts, and finally dumped back into centralized exchanges for fiat conversion.
The Mechanical Vote
While the money moves, the votes are cast.
Look at the activity logs. The relentless, 100% upvoting spam by @buildawhale and its allied nodes. Ten votes a minute. Identical timestamps. Algorithmic precision. This is not "curation." This is a script designed to maximize yield for the very accounts we just traced.
They downvote independent voices to suppress competition, while their bot networks upvote each other in a synchronized dance of self-enrichment. They claim to protect the reward pool, but they are the ones draining it dry.
The Masters of the Puppet Show
Who benefits from this?
The community does not. The independent creators do not.
The beneficiaries are the centralized whales and the exchange-aligned entities (like Blocktrades) who use these accounts to maintain control over the network’s liquidity and governance. They preach decentralization to the masses, while operating a highly centralized, corporate-style extraction engine behind the scenes.
They are scared. And they should be. Because every time they cast a fraudulent vote, every time they route a thousand Hive to an exchange, they are adding another brick to the wall of evidence against them.
The Final Word
At Bilpcoin, we do not deal in rumors. We deal in the immutable arithmetic of the ledger.
We see the relay. We see the conduit. We see the vault. We see the exchange.
You can never hide the truth on a blockchain. We expose it, we document it, and we broadcast it to the world. The farming whales can try to silence us with downvotes, but they cannot downvote the math. They cannot erase the hash.
The ledger is open. The pipeline is exposed. And the truth is finally out.
For in the end, the corrupt can build many layers of obfuscation, but they cannot build a wall high enough to block the light of the blockchain.
#TruthUnsilenced #HiveTransparency #FollowTheMoney #BlurtRising #Bilpcoin
At Bilpcoin, we do not fight for attention. We fight for accountability.
A forensic blockchain investigation exposing the centralized extraction pipeline of Hive’s farming whales. Tracing the flow of funds from @belikechuck and @abdelegator to the @hurtlocker vault, revealing how downvoting cartels work for centralized interests like Blocktrades.
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You can never hide the truth on a blockchain. We traced the pipeline: from Binance relays (@belikechuck) through conduits (@abdelegator) straight to the cash-out vault (@hurtlocker). The downvoting farming whales are exposed. #TruthUnsilenced #HiveTransparency
Join the movement for digital integrity:
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If you are reading this on Blurt.blog, you are early. Like discovering crypto in its beginning. And best of all—there is no downvote button. What you earn, you keep. No sabotage. No fear. Just freedom.
"You are your wallet." Not a tool. Not a vessel. But your digital embodiment. Choose wisely what you embody. Choose transparency over extraction.
"In life, never forget this: The universe keeps a ledger. Not in ink. Not on paper. But in the quiet, unyielding echo of every choice."