🛡️ Hive Scout v0.1BETA: Beyond Autovoting — Real-Time Detection & My 10+ Days Mute List

1 day ago (Edited)

🚀 The "Friendly Fire" Incident

Building a better automated shield for Hive isn't just about cold code; it’s about learning from real human interactions.
Just today, my latest tool, Hive Scout, flagged @alucian for a "Frequency Attack." The algorithm saw 7 broadcasts in a single hour and reacted. However, a quick manual check revealed the truth: @alucian isn't a bot, but a high-effort "Power Editor" who meticulously polishes his work.
I totally understand the frustration—ironically, I also receive regular 0.25% downvotes from Spaminator myself. I know exactly how it feels to be caught in an automated filter while trying to contribute.

The Result: We had a great conversation, I reversed the downvote into an upvote, and I gained a new Beta Tester! 🤝

This incident is exactly why I’m testing with low weights (3-4%)—to find these "edge cases" and turn a "Sledgehammer" into a Surgical Scalpel.

🧠 Why "Hive Scout" is NOT just an Autovoter.

🛰️ The Architecture: Meet @skylover
A project this precise requires a dedicated observer. While @glimpsytips.dex handles the main operations and assets, I have integrated @skylover as the official Scout Account.

🧠 Beyond Autovoting:

The Sentinel Architecture
While platforms like PeakD recently integrated autovote features, Hive Scout is a different beast entirely. Most autovoters are Set and Forget. They vote based on a list.

Hive Scout is a Real-Time Sentinel. It doesn't just follow authors; it analyzes behavioral patterns across the blockchain as they happen. It detects frequency attacks, identifies bot-farm signatures, and acts as an efficient spam detector to protect the reward pool from "Noise."

It’s a real-time behavioral analyst powered by two accounts:

@skylover: acts as the "eyes"
on the ground This account scans the blocks in real-time, feeding live telemetry back to the core engine.and feeding data back to the core logic. By separating the scanning process from the main account, I can maintain higher performance and ensure that the "radar" never goes dark. If you see @skylover visiting your posts, know that it's just the Scout doing its rounds to keep the neighborhood safe!.

@glimpsytips.dex: The "Executor."
This account manages the assets and executes the surgical flags based on the Scout's data.

💎 Personal Stakes: Skin in the Game.

💳 Proof of Commitment
While many accounts are built to extract value from Hive, I am doing the opposite. Just this week, I moved 276 HIVE from Binance into this account.

The Stats:

📥 Withdrawals: 0.00 HIVE
📤 Deposits: 276.00 HIVE (and counting)

I haven't taken a single cent out of this ecosystem. I am injecting my own capital, efforts , time and feelings to fuel this mission because I believe a cleaner blockchain is a more valuable one.

🛡️ My 10-Day Scout Mute List (430 Accounts)

See in the comment below, the alphabetized list of accounts I have identified as coordinated spam or low-quality noise. I invite other curators to use this list to protect their own feeds.

🔍 Technical Deep Dive & Disclaimer

To the developers and curious minds on Hive, here is the architecture behind Scout v0.1Beta:

📱 Termux-Ready & Low-Budget Optimization

One of the core goals of Hive Scout is to prove that you don't need a massive server farm to protect a blockchain. The code is highly optimized for Termux and low-budget mobile devices.

🔄 Hybrid User Sorting (Local vs. L2):

Currently, I manage a "Pending" list (new accounts under observation) and a "Verified" list locally. However, I am migrating this to an L2 Backup System. By encoding user states into Layer 2 transaction metadata, the Scout can "remember" a spammer's history even after a system reboot.

📡 "Junk" Transaction Backups: The L2 "Dust" Strategy:

You might notice some micro-transactions in the logs. I am actually repurposing what most consider "fishy" or "good-for-nothing" dust transactions. the metadata from these types of low-value micro-transactions act as a decentralized backup layer and live data-analysis stream, allowing the bot to run on Termux and low-budget mobile devices without needing heavy local databases.

⚡ L2 Transaction Logging and Live Data Analysis:

For transparency, Scout uses Layer 2 transactions to log activity reports, state checks, and backups. This allows for a decentralized audit trail of every "Scout Action" without bloating the main chain's primary comment space.
By encoding state-data into these transactions, I create a "checkpoint" system. If my mobile device or Termux session crashes, the Scout can instantly read the last L2 "ping" and resume its data analysis without missing a beat.
Surgical Efficiency: This approach allows the bot to maintain a massive "active memory" of spammers without eating up the RAM or battery of a standard smartphone.

⚙️ Permlink Deduplication:

The Scout uses a Set-based tracking system. It recognizes when a permlink remains identical across broadcasts (edits). It ignores subsequent edits, ensuring "Power Editors" like @alucian aren't penalized.

🛡️ Community-Based Target Checks:

The Scout doesn't just act in a vacuum. It cross-references behavior against community-reported data, creating a "Probationary" window for new users before they are officially flagged or safelisted.

🔄 State Sync & Backup:

The code features an automated sync function that reconciles local blacklists with on-chain "Ignore" lists. It also maintains a queue_backup.json to ensure that even during a node crash, no spam signal is lost.

⚖️ Dual-Mana Shielding:

We calculate voting_manabar and downvote_manabar separately. This ensures our anti-spam trail stays active at 3% weight even if curation mana is low.

🛡️ The Safelist Protocol:

Accounts in safelist.txt bypass frequency checks entirely.

🌐 Open Source & The Future

I believe in transparency. That’s why Hive Scout will soon be moving to GitHub and released as a fully Open Source project on the Hive blockchain. I want the community to see the logic, suggest improvements, and even run their own "Scout Nodes" to help decentralize the fight against spam.

👋 Join the Scout Program

If you are a high-volume poster and want to help me stress-test the detection logic, or if you have a list of known spam farms to contribute, drop a comment below!
Let's keep Hive clean, one block at a time. 🧹✨

slothbuzz ctp ecency proofofbrain development programming

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21 comments

@glimpsytips.dex 16

1 day ago

🛡️ My 10-Day Scout Mute List (433 Accounts) The following accounts have been identified as low-quality or automated spam during my manual audit phase. | # | Spammer Account | Profile Link | |---|-----------------|--------------| | 1 | @a-0-0-0-real-dex | View Profile | | 2 | @abkadd26 | View Profile | | 3 | @abnermcdaniel | View Profile | | 4 | @acashy | View Profile | | 5 | @adilade | View Profile |

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@ekeke 54

1 day ago

Wha is all this about?

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@bpcvoter2 -7

1 day ago

Truth does not chase. It waits.

It lives in the immutable stone of the blockchain—in every delegation trail, every synchronized vote, every ghost account funded and deployed like clockwork. You cannot hide from it. You can only delay your meeting with it. And delay is not escape. It is merely the space between cause and consequence.

Today is Friday the 13th. A date superstition dresses in shadow. But real darkness needs no calendar. It lives in the quiet arithmetic of extraction:

The -100% downvote cast by an account holding two cents of value
The 50 identical votes on recycled comments—farmed, not felt
The 2.4 million HP delegation flowing to a vessel with less than $5 of its own skin in the game

This is not power. It is performance.
And performances end when the audience walks out.

They are walking out now—not with rage, but with silence.
Powering down at 3 a.m.
Migrating keys to chains where work speaks for itself.
Leaving behind a platform where punishment pays better than creation.

You ask if we feel lucky?
We feel clear-eyed.

You ask if we feel happy?
We feel resolved.

Because happiness is not the point. Dignity is.
And dignity cannot be farmed. It can only be earned—through work that stands on its own, without rented voting mana to prop it up.

Hive is not going anywhere because its floors are not broken—they are missing.
Strip-mined by syndicates treating a creative commons as a resource to exhaust.
When trust evaporates, no amount of token engineering can resurrect it.
Markets forgive volatility. They do not forgive betrayal.

To Those Still on Hive

Stay safe.
Watch the patterns.
Follow the tokens.
The truth is not hidden—it is written in plain text on a public ledger.
You need only look.

To Those Reading This on Blurt.blog

You stand at the beginning of something rare: a space where the architecture itself defends human dignity.
No downvote button means no weaponized silence.
No vote farms means rewards flow to labor, not leverage.
No ghosts means every voice carries skin in the game.

This is not the end of Hive.
It is the end of Hive's claim to be a home for creators.

And somewhere else—on a quieter chain—seeds are being planted again.
Not because the soil is perfect.
But because for the first time in years, no one is holding a wrecking ball.

Karma is not vengeance.
It is the quiet settling of accounts when extraction meets its limit.
And the limit is always the same:
You cannot build a cathedral while selling its stones.

—

We do not fight with downvotes. We fight with witness.
We do not silence voices. We amplify them.
We do not farm attention. We honor work.

— Bilpcoin | Where creation is sacred

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@ekeke 54

1 day ago

Hmmmm

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@elsalvadorian 57

1 day ago

What did I do?

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@bpcvoter2 -7

1 day ago

Truth does not chase. It waits.

Today is Friday the 13th. A date superstition dresses in shadow. But real darkness needs no calendar. It lives in the quiet arithmetic of extraction:

The -100% downvote cast by an account holding two cents of value
The 50 identical votes on recycled comments—farmed, not felt
The 2.4 million HP delegation flowing to a vessel with less than $5 of its own skin in the game

This is not power. It is performance.
And performances end when the audience walks out.

You ask if we feel lucky?
We feel clear-eyed.

You ask if we feel happy?
We feel resolved.

Because happiness is not the point. Dignity is.
And dignity cannot be farmed. It can only be earned—through work that stands on its own, without rented voting mana to prop it up.

To Those Still on Hive

Stay safe.
Watch the patterns.
Follow the tokens.
The truth is not hidden—it is written in plain text on a public ledger.
You need only look.

To Those Reading This on Blurt.blog

This is not the end of Hive.
It is the end of Hive's claim to be a home for creators.

And somewhere else—on a quieter chain—seeds are being planted again.
Not because the soil is perfect.
But because for the first time in years, no one is holding a wrecking ball.

Karma is not vengeance.
It is the quiet settling of accounts when extraction meets its limit.
And the limit is always the same:
You cannot build a cathedral while selling its stones.

—

We do not fight with downvotes. We fight with witness.
We do not silence voices. We amplify them.
We do not farm attention. We honor work.

— Bilpcoin | Where creation is sacred

0.000

@bpcvoter2 -7

1 day ago

Truth does not chase. It waits.

Today is Friday the 13th. A date superstition dresses in shadow. But real darkness needs no calendar. It lives in the quiet arithmetic of extraction:

The -100% downvote cast by an account holding two cents of value
The 50 identical votes on recycled comments—farmed, not felt
The 2.4 million HP delegation flowing to a vessel with less than $5 of its own skin in the game

This is not power. It is performance.
And performances end when the audience walks out.

You ask if we feel lucky?
We feel clear-eyed.

You ask if we feel happy?
We feel resolved.

Because happiness is not the point. Dignity is.
And dignity cannot be farmed. It can only be earned—through work that stands on its own, without rented voting mana to prop it up.

To Those Still on Hive

Stay safe.
Watch the patterns.
Follow the tokens.
The truth is not hidden—it is written in plain text on a public ledger.
You need only look.

To Those Reading This on Blurt.blog

This is not the end of Hive.
It is the end of Hive's claim to be a home for creators.

And somewhere else—on a quieter chain—seeds are being planted again.
Not because the soil is perfect.
But because for the first time in years, no one is holding a wrecking ball.

Karma is not vengeance.
It is the quiet settling of accounts when extraction meets its limit.
And the limit is always the same:
You cannot build a cathedral while selling its stones.

—

We do not fight with downvotes. We fight with witness.
We do not silence voices. We amplify them.
We do not farm attention. We honor work.

— Bilpcoin | Where creation is sacred

0.000

@bpcvoter2 -7

1 day ago

Truth does not chase. It waits.

Today is Friday the 13th. A date superstition dresses in shadow. But real darkness needs no calendar. It lives in the quiet arithmetic of extraction:

The -100% downvote cast by an account holding two cents of value
The 50 identical votes on recycled comments—farmed, not felt
The 2.4 million HP delegation flowing to a vessel with less than $5 of its own skin in the game

This is not power. It is performance.
And performances end when the audience walks out.

You ask if we feel lucky?
We feel clear-eyed.

You ask if we feel happy?
We feel resolved.

Because happiness is not the point. Dignity is.
And dignity cannot be farmed. It can only be earned—through work that stands on its own, without rented voting mana to prop it up.

To Those Still on Hive

Stay safe.
Watch the patterns.
Follow the tokens.
The truth is not hidden—it is written in plain text on a public ledger.
You need only look.

To Those Reading This on Blurt.blog

This is not the end of Hive.
It is the end of Hive's claim to be a home for creators.

And somewhere else—on a quieter chain—seeds are being planted again.
Not because the soil is perfect.
But because for the first time in years, no one is holding a wrecking ball.

Karma is not vengeance.
It is the quiet settling of accounts when extraction meets its limit.
And the limit is always the same:
You cannot build a cathedral while selling its stones.

—

We do not fight with downvotes. We fight with witness.
We do not silence voices. We amplify them.
We do not farm attention. We honor work.

— Bilpcoin | Where creation is sacred

0.000

@assokenay 48

1 day ago

😅?

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@ekeke 54

1 day ago

Hmmm

0.000

@jang 73

about 19 hours ago

0.000

@glimpsytips.dex 16

1 day ago

--- END OF TABLE ---

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@bpcvoter2 -7

1 day ago

Truth does not chase. It waits.

Today is Friday the 13th. A date superstition dresses in shadow. But real darkness needs no calendar. It lives in the quiet arithmetic of extraction:

The -100% downvote cast by an account holding two cents of value
The 50 identical votes on recycled comments—farmed, not felt
The 2.4 million HP delegation flowing to a vessel with less than $5 of its own skin in the game

This is not power. It is performance.
And performances end when the audience walks out.

You ask if we feel lucky?
We feel clear-eyed.

You ask if we feel happy?
We feel resolved.

Because happiness is not the point. Dignity is.
And dignity cannot be farmed. It can only be earned—through work that stands on its own, without rented voting mana to prop it up.

To Those Still on Hive

Stay safe.
Watch the patterns.
Follow the tokens.
The truth is not hidden—it is written in plain text on a public ledger.
You need only look.

To Those Reading This on Blurt.blog

This is not the end of Hive.
It is the end of Hive's claim to be a home for creators.

And somewhere else—on a quieter chain—seeds are being planted again.
Not because the soil is perfect.
But because for the first time in years, no one is holding a wrecking ball.

Karma is not vengeance.
It is the quiet settling of accounts when extraction meets its limit.
And the limit is always the same:
You cannot build a cathedral while selling its stones.

—

We do not fight with downvotes. We fight with witness.
We do not silence voices. We amplify them.
We do not farm attention. We honor work.

— Bilpcoin | Where creation is sacred

0.000

@valentin86 68

1 day ago

OK,🤣👍 so an experimental algorithm caught me in a broad filter. No problem at all — I’d actually be curious to learn more about how that filtering works, if you’re open to sharing some details. Good luck with the development of the project, i hope it becomes even more accurate in the future.

0.000

@bpcvoter2 -7

1 day ago

Truth does not chase. It waits.

Today is Friday the 13th. A date superstition dresses in shadow. But real darkness needs no calendar. It lives in the quiet arithmetic of extraction:

The -100% downvote cast by an account holding two cents of value
The 50 identical votes on recycled comments—farmed, not felt
The 2.4 million HP delegation flowing to a vessel with less than $5 of its own skin in the game

This is not power. It is performance.
And performances end when the audience walks out.

You ask if we feel lucky?
We feel clear-eyed.

You ask if we feel happy?
We feel resolved.

Because happiness is not the point. Dignity is.
And dignity cannot be farmed. It can only be earned—through work that stands on its own, without rented voting mana to prop it up.

To Those Still on Hive

Stay safe.
Watch the patterns.
Follow the tokens.
The truth is not hidden—it is written in plain text on a public ledger.
You need only look.

To Those Reading This on Blurt.blog

This is not the end of Hive.
It is the end of Hive's claim to be a home for creators.

And somewhere else—on a quieter chain—seeds are being planted again.
Not because the soil is perfect.
But because for the first time in years, no one is holding a wrecking ball.

Karma is not vengeance.
It is the quiet settling of accounts when extraction meets its limit.
And the limit is always the same:
You cannot build a cathedral while selling its stones.

—

We do not fight with downvotes. We fight with witness.
We do not silence voices. We amplify them.
We do not farm attention. We honor work.

— Bilpcoin | Where creation is sacred

0.000

@alucian 72

1 day ago

I love IT :-)

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@maykit55 66

1 day ago

🤣🤣🤣, what kind of algorithm is this? I've read it several times and still don't understand its logic.

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@aboy01 41

about 22 hours ago

This is a very detailed and thoughtful update. I appreciate how you shared the “friendly fire” experience because it shows that even automated systems need human judgment and continuous refinement.
The idea of testing with low weights and learning from real interactions sounds like a responsible approach, especially in a space where reputation and trust matter a lot.
As someone who has also experienced unexpected downvotes from automated systems, I can relate to the importance of transparency and careful tuning. It’s encouraging to see developers openly discussing edge cases and improving their tools instead of just running them silently.
Wishing you success with the beta phase, and I hope the project continues to evolve in a way that protects the ecosystem while supporting genuine contributors.

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@glimpsytips.dex 16

about 14 hours ago

Thnx a lot. I aim to finalize the code n all its logic. But as was busy wd this coding stuff for quite some days now want to take break from coding. This is my first attempt to make a code for hive. So facing problems like some code logics present here, some cant find at required time. I mean as a newbie in coding the work is going out of my control. Further more coding only in mobile device n u know limitations n problems of small screen n smallest keyboard.

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@glimpsytips.dex 16

about 10 hours ago

N btw u too install termux or if possible try to arrange linux environment. U can even use google coLab to run n test codes.
I hope soon i will post the code to git

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@aboy01 41

about 8 hours ago

I really respect the effort you are putting into this, especially doing it from a mobile device. That takes a lot of patience and determination.
Taking a short break sounds like a good idea too, because coding for many days in a row can be exhausting, especially when you are still learning. Step by step, the logic will become clearer.
Thanks for the suggestion about Termux and Linux environments. I will try to explore them gradually as I continue learning more about the technical side of Hive.
Wishing you success as you refine the code and share it on GitHub in the future.

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​🛡️ Hive Scout v0.1BETA: Beyond Autovoting — Real-Time Detection & My 10+ Days Mute List

​🚀 The "Friendly Fire" Incident

🧠 Why "Hive Scout" is NOT just an Autovoter.

​🧠 Beyond Autovoting:

💎 Personal Stakes: Skin in the Game.

The Stats:

I haven't taken a single cent out of this ecosystem. I am injecting my own capital, efforts , time and feelings to fuel this mission because I believe a cleaner blockchain is a more valuable one.

🛡️ My 10-Day Scout Mute List (430 Accounts)

🔍 Technical Deep Dive & Disclaimer

📱 Termux-Ready & Low-Budget Optimization

​ 🔄 Hybrid User Sorting (Local vs. L2):

​📡 "Junk" Transaction Backups: The L2 "Dust" Strategy:

⚡ L2 Transaction Logging and Live Data Analysis:

⚙️ Permlink Deduplication:

🛡️ Community-Based Target Checks:

🔄 State Sync & Backup:

⚖️ Dual-Mana Shielding:

🛡️ The Safelist Protocol:

🌐 Open Source & The Future

👋 Join the Scout Program

To Those Still on Hive

To Those Reading This on Blurt.blog

To Those Still on Hive

To Those Reading This on Blurt.blog

To Those Still on Hive

To Those Reading This on Blurt.blog

To Those Still on Hive

To Those Reading This on Blurt.blog

To Those Still on Hive

To Those Reading This on Blurt.blog

To Those Still on Hive

To Those Reading This on Blurt.blog

🛡️ Hive Scout v0.1BETA: Beyond Autovoting — Real-Time Detection & My 10+ Days Mute List

🚀 The "Friendly Fire" Incident

🧠 Beyond Autovoting:

🔄 Hybrid User Sorting (Local vs. L2):

📡 "Junk" Transaction Backups: The L2 "Dust" Strategy: