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Author Topic: AI Spam Report Reference Thread  (Read 61713 times)
seoincorporation
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March 24, 2026, 07:42:09 PM
Merited by JayJuanGee (1)
 #2001

Hello guys, as some of you know i have been developing the AI Spam Tool.

Reference: https://bitcointalk.org/index.php?topic=5577337.0

and I know some people don't like the idea of using AI to chase AI, but in the end, this is the only way to prove that a post has been created with AI.

Right now the tool can verify a thread page (20 post) directly from the link, and users porfiles on the same way. But if any of you have some new ideas about the tool behavior or something to add, please let me know, and I will vibe code it.
nutildah (OP)
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March 24, 2026, 09:52:49 PM
 #2002

Hello guys, as some of you know i have been developing the AI Spam Tool.

Reference: https://bitcointalk.org/index.php?topic=5577337.0

I saw this and I appreciate the time you put into creating it. I haven't been able to use it yet b/c of this:

To use the AI tools, you will have to pay with your own tokens.

I know a bit about API but never tried to get tokens. I imagine its not that hard. I've just been able to do what I want quick enough on my own so far. But your tool could certainly be used to scan posts en masse and flag posters for manual review. Actually it could probably used in the process theymos started to outline a few months back.

seoincorporation
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March 24, 2026, 11:44:43 PM
 #2003

Hello guys, as some of you know i have been developing the AI Spam Tool.

Reference: https://bitcointalk.org/index.php?topic=5577337.0

I saw this and I appreciate the time you put into creating it. I haven't been able to use it yet b/c of this:

To use the AI tools, you will have to pay with your own tokens.

I know a bit about API but never tried to get tokens. I imagine its not that hard. I've just been able to do what I want quick enough on my own so far. But your tool could certainly be used to scan posts en masse and flag posters for manual review. Actually it could probably used in the process theymos started to outline a few months back.

Hey nutildah, I will send you a GPT API Key, the consumption of the tool is really low. it would be hard to spend more than $1 because i'm using gpt 4.1 mini model. The other tools aren't cheap at all, but it's good to have them optional if other users already have a Key for them. I will also share the Key with Loycev because I really want this tool to become useful for the community.

I know we could build a better process or a better prompt for the detection, but i need a brainstorm with the community about how to make it better.
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March 25, 2026, 04:00:39 PM
Merited by ABCbits (1)
 #2004

https://bitcointalk.org/index.php?action=profile;u=1612959

Trust summary for koplakremponk

This user recently woke up from a long period of inactivity.

Bitcoin 2026: Balancing Layer-1 Security with Layer-2 Scalability

As we move further into 2026, the debate between maintaining Bitcoin's core decentralization and achieving mass adoption through scalability is more relevant than ever. With Layer-1 fees occasionally spiking, the reliance on Layer-2 solutions has shifted from "optional" to "essential."

I've put together a small comparison to highlight why the L1/L2 synergy is the only sustainable path forward for the network:

The L1 vs. L2 Dynamic:
Code:
+-------------------+----------------------+-----------------------+
| Feature           | Layer-1 (Settlement) | Layer-2 (Execution)   |
+-------------------+----------------------+-----------------------+
| Finality          | ~10-60 Minutes       | Near-Instant          |
| Cost/Throughput   | Higher / 7 TPS       | Minimal / 10,000+ TPS |
| Security Model    | Pure PoW             | Inherited from L1     |
| Main Use-Case     | Wealth Storage       | Daily Payments/DeFi   |
+-------------------+----------------------+-----------------------+

Key Trends to Watch in 2026:
  • BitVM & Programmability: The ability to bring complex smart contracts to Bitcoin without a soft fork is a game-changer for DeFi on BTC.
  • Institutional Lightning Adoption: We are seeing more exchanges integrating Lightning for instant, low-cost withdrawals.
  • Privacy on L2: New developments in Discreet Log Contracts (DLCs) are making private, trustless betting and oracles a reality on Bitcoin.

My Question to the Community:
Do you believe that Bitcoin’s "purity" is at risk as we push more activity to L2, or is this the natural evolution required for Bitcoin to become a global reserve asset?

I personally believe that L1 should remain the "Digital Gold" vault, while L2 handles the "Digital Cash" velocity. I’m curious to hear your thoughts on where we stand in this cycle.

Looking forward to a productive discussion!
I don't need to waste any time scanning, this is how ChatGPT creates those kind of tables for overview. 6 year gap in post history.

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March 25, 2026, 07:43:25 PM
Merited by ABCbits (1), Satofan44 (1)
 #2005

https://bitcointalk.org/index.php?action=profile;u=1612959

Trust summary for koplakremponk

This user recently woke up from a long period of inactivity.

-snip-
I checked in the Indonesian he wrote the result like this https://bitcointalk.org/index.php?topic=5578373.msg66545128#msg66545128

Copyleaks = 100% AI
Quillbot = 89% AI
GPTZero = 100% AI

He instead translated into English as you mentioned it.

I already suspected that when he was just active in Lokal Indonesia, even in a 15-minute time gap he could create two good-looking Threads, which even Legendary members almost never do. But after checking the results as I mentioned above.

Here is another thread in Indonesian that I checked

[EDUKASI] Mengapa Seed Phrase Saja Tidak Cukup di 2026: Mengenal Social Recovery & MPC

Halo teman-teman Bitcointalk Indonesia,

Seiring dengan semakin canggihnya metode phishing dan malware saat ini, mengandalkan selembar kertas berisi 12-24 kata (seed phrase) mulai terasa berisiko bagi sebagian orang. Jika kertas itu hilang atau rusak, akses ke aset kita bisa tamat selamanya.

Saya ingin berbagi sedikit rangkuman tentang evolusi penyimpanan aset yang mungkin bisa membantu teman-teman mengamankan portofolionya lebih baik lagi di tahun 2026 ini:

1. Multi-Party Computation (MPC)
Berbeda dengan dompet tradisional, MPC memecah "kunci" menjadi beberapa bagian (shards) yang disimpan di perangkat berbeda. Tidak ada satu entitas pun yang memegang kunci utuh secara tunggal.
  • Kelebihan: Menghilangkan risiko Single Point of Failure.
  • Cocok untuk: Pengguna yang aktif bertransaksi di ekosistem DeFi.

2. Social Recovery Wallets
Konsep yang dipopulerkan oleh Vitalik Buterin ini memungkinkan pemulihan akun tanpa seed phrase. Jika Anda kehilangan akses, Anda bisa menentukan beberapa "Guardian" (bisa teman terpercaya atau perangkat hardware lain) untuk menyetujui pemulihan akun Anda.

3. Tips Tambahan Keamanan di 2026:
  • Check Allowance secara rutin: Pastikan Anda mencabut izin (revoke) smart contract yang sudah tidak digunakan lagi untuk menghindari drainer.
  • Hardware Wallet Is Still King: Jangan pernah mengetik seed phrase di perangkat yang terkoneksi internet dalam kondisi apa pun.

Semoga ringkasan kecil ini bermanfaat untuk menjaga aset kita tetap aman. Bagaimana menurut teman-teman, apakah kalian masih setia dengan metode kertas fisik atau sudah mulai beralih ke solusi smart contract wallet yang lebih modern?

Ditunggu diskusinya!

Originality = 95% Confident That's AI
GPTZero = 100% AI
Copyleaks = 100% AI
Quillbot = 55% AI
ZeroGPT = 34.96% AI GPT

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.Duelbits PREDICT..
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.
.WHERE EVERYTHING IS A MARKET..
█████
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Will Bitcoin hit $200,000
before January 1st 2027?

    No @1.15         Yes @6.00    
█████
██
██







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██
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  CHECK MORE > 
Ultegra134
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March 25, 2026, 07:52:25 PM
Merited by nutildah (1)
 #2006

User who has previously been reported by lovemayfamilies is still flooding the forum with AI garbage. User tagged (again) and posts reported.

User: xbetz.io

Post 1.
I think the bigger “political trap” isn’t about Bitcoin being controlled, it’s about how governments choose to interact with it. Bitcoin itself doesn’t change, but regulation, taxation and narratives around it do. That’s where the real impact comes from. For example: Governments can’t stop Bitcoin but they can restrict access (exchanges, banks, on/off ramps). They can heavily tax profits, making it less attractive for average users. Or they can embrace it, which usually drives adoption and price. So it’s less about a single event crashing Bitcoin and more about long-term pressure from regulation and policy decisions. In the end, Bitcoin adapts but users are the ones who feel the effects first.
GPTZero: 100% AI
Undetectable: 100% AI
Stealthwriter: 100% Ai

Post 2.
Good breakdown. One thing a lot of people still underestimate is how advanced tracking has become over the years. It’s not just about IP anymore. Casinos combine device fingerprinting, behavioral patterns and timing analysis to connect accounts. Even if someone uses different IPs or wallets, repeating the same betting patterns, wager sizes or login schedules can easily flag accounts. In many cases it’s actually the consistency between accounts that gives it away, not a single factor. I’ve seen situations where accounts looked ‘clean’ individually, but once analyzed together, the patterns were obvious.
GPTZero: 100% AI
Undetectable: 100% AI
Stealthwriter: 100% Ai

 
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macson
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March 25, 2026, 09:55:21 PM
 #2007

This newbie user just spammed the forum with his AI posts. Of the three posts I included, all were AI-generated.

User:Herold

The level of sophistication in these phishing campaigns is getting alarming. Sending physical letters to home addresses is a massive red flag, as it implies a database leak that includes shipping info (names and physical addresses), similar to what happened with Ledger years ago.

For anyone reading this, especially those new to Coldcard or other hardware wallets:
1. **No firmware update requires your seed phrase.** If a "tool" or "website" asks for those 12/24 words, it's 100% a scam.
2. **Quantum attacks are the new "boogeyman".** While research is ongoing, any email or letter claiming you need an urgent "quantum-proof" update right now is just using fear-mongering (FUD) to make you act without thinking.
3. **Verify through official channels.** Always check the official X (Twitter) account or the official site (coinkite.com) before clicking any links or following instructions from an unsolicited letter.

If Coinkite denies a leak, it’s possible the data came from a third-party reseller or a compromised shipping database. Stay vigilant, everyone.

This is a wild experiment, but it feels like we’re entering the "Dead Theory" territory for online poker. If Realbet is advertising AI agents as a feature, they are essentially turning poker into a battle of prompts and compute power rather than a game of human psychology.

The big question for me is the "hallucination" factor. LLMs like GPT-4 are great at logic, but they can be unpredictable under pressure or when faced with "irrational" human betting patterns. If I knew half the table was AI, I’d probably change my strategy to exploit the known biases of these models.

However, for the average player, this sounds like a nightmare. Poker is a social game of "reading the person," and you can't read a server rack in a data center. If the AI doesn't "care" about losing $500, then the emotional pressure — which is a core part of poker — is completely gone. It’s no longer poker; it’s a high-stakes simulation. I’d be curious to see if they implement any "Human-Only" tables to keep the original spirit alive.

This is a fresh concept for the forum! Usually, we see signature campaigns or simple giveaways, but a performance-based swap competition actually adds some real utility.

Quick question regarding the "Versatility King" category: does the ranking account for the direction of the pair? For example, does a BTC -> ETH swap count as a different pair than ETH -> BTC, or are they treated as the same asset corridor? Also, it's great to see icopress as the escrow for the prizes — that definitely adds the necessary layer of trust for a 3-month event. Looking forward to seeing the first leaderboard updates!

Copyleaks: 100%
GPTZero.me: 100%
Originality.ai: 100%


nutildah (OP)
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March 25, 2026, 10:46:11 PM
 #2008

Hey nutildah, I will send you a GPT API Key, the consumption of the tool is really low. it would be hard to spend more than $1 because i'm using gpt 4.1 mini model. The other tools aren't cheap at all, but it's good to have them optional if other users already have a Key for them. I will also share the Key with Loycev because I really want this tool to become useful for the community.

I know we could build a better process or a better prompt for the detection, but i need a brainstorm with the community about how to make it better.

Alright thanks. Let's give it a test:

So I plugged the API key in 4 of the 5 detectors, and gave it this link:

https://bitcointalk.org/index.php?topic=5577202.msg66505941#msg66505941

I couldn't quite figure out how to select only 1 post, so it analyzed all 20 posts on the page. Unfortunately, it appears only the OpenAI detector is working at the moment... The other ones return a message of "ERR".

I also used the by Profile option and this is what the results look like for the most recent posts by xbetz.io:

Post#Message IDOAI %
1msg6654310135%
2msg6653977425%
3msg6653614535%
4msg6652005930%
5msg6650935630%
6msg6650594120%
7msg6650236630%
8msg6650232030%
9msg6649874535%
10msg6649518730%
11msg6647242630%
12msg6647013330%
13msg6647002730%
14msg6646613255%
15msg6646184530%
16msg6646183335%
17msg6645724845%
18msg6645562255%
19msg6645211020%
20msg6644809640%

I'm willing to bet a lot of these would show up higher in the other detectors.

Anyway, its a good start.

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March 26, 2026, 11:14:22 PM
Merited by Lucius (1), nutildah (1)
 #2009

Another new user, another spammer. He seems overly worried about Bitcoin's price and keeps creating new topics about it. He's so worried that his mind is completely toast and has to use AI to express himself. Posts reported and user tagged.

User: Paul Bennett

Post 1.


Been watching Bitcoin closely these past weeks. Price has been bouncing between $62K-$75K during the US-Iran tensions, and despite all the headlines, the market feels strangely calm. Yet, long-term holders are quietly scooping coins - over 33K $BTC added in the past month - and exchange balances hit a record low. That tells me accumulation is real, but buying pressure isn’t strong enough to push above $75K yet  Huh

On the flip side, mining costs have dropped below $60K, and historically, that’s often where floors form. Combine that with potential Fed moves and geopolitical risk, and we might be looking at a subtle tug-of-war: shorts, inflows, and profit-taking all colliding.

I’m not convinced $50K is guaranteed, but it’s looking like a likely magnet if momentum fades. Anyone else seeing these signals or reading the market differently?
GPTZero: 100% AI
Undetectable: 99% AI
Copyleaks: 100% AI

Post 2.
$14 billion in options expiring Friday. Just… let that sink in. That’s almost 40% of open positions in the whole market, sitting there like a giant weight on BTC. You start thinking about how that much notional moves through the hands of a few big players, how gamma squeezes could twitch prices by tiny fractions, and suddenly $71k doesn’t feel so calm anymore.

With numbers this big, every small nudge can echo. Makes you wonder: how many of these $14B are actually going to change hands before anyone notices, and which parts of the market will feel it first?

GPTZero: 100% AI
Undetectable: 99% AI
Copyleaks: 100% AI

Post 3.
Been watching BTC around $70k while US bond yields creep up. Kinda wild - if yields pass 5%, could Bitcoin dip under $50k? Maybe, maybe not. Feels like BTC is just following the chaos. Some days it’s chill, some days it’s nervous. I don’t know, makes me wonder - are we overthinking it, or is this really just the start of something bigger?

Curious what everyone else thinks.
GPTZero: 100% AI
Undetectable: 99% AI
Copyleaks: 100% AI

 
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BitMaxz
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March 26, 2026, 11:36:58 PM
 #2010

I just want to bring this guy below for AI spam; with a 6-minutes gap in his posts, it looks like an AI or a bot that automates the post and spams the mining section.

This guy: marsel56235

I reported it already to moderators. I also reported it here because it looks like a spammy AI guy just born to spam the mining section. This account must be banned or at least give a temporary ban to learn about the forum rules.

BTC is still bearish at the moment, but it is getting weak. The market might shift while the RSI is making a reversal pattern.

To get more advantage analyzing the market, why not try to subscribe to TradingView and unlock the $15 reward from your first subscription?
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March 27, 2026, 02:21:09 PM
 #2011

Another new user, another spammer. He seems overly worried about Bitcoin's price and keeps creating new topics about it. He's so worried that his mind is completely toast and has to use AI to express himself. Posts reported and user tagged.
User: Paul Bennett
~snip~


https://bitcointalk.org/index.php?topic=5456516.msg66528943#msg66528943

He's been doing this for a while now, and I hope it won't be much longer considering the additional posts you've reported. Mods are too tolerant of AI spammers, I guess even more so after the AI ​​guidelines the admin recently released.


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.Duelbits PREDICT..
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.WHERE EVERYTHING IS A MARKET..
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Will Bitcoin hit $200,000
before January 1st 2027?

    No @1.15         Yes @6.00    
█████
██
██







██
██
██████

  CHECK MORE > 
Mitchell
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March 27, 2026, 04:25:21 PM
Merited by JayJuanGee (1), Lucius (1), ABCbits (1)
 #2012

Honestly, I find it much harder to moderate with the new guidelines, since it adds more things I need to consider before I act.

Both of them have been on my radar for a while, the situation hasn't changed, so I've dealt with both.

 
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March 27, 2026, 04:36:08 PM
 #2013

Honestly, I find it much harder to moderate with the new guidelines, since it adds more things I need to consider before I act.
Have you ever seen a Newbie AI spammer who later suddenly stopped spamming and became a contributing user?

¡uʍop ǝpᴉsdn pɐǝɥ ɹnoʎ ɥʇᴉʍ ʎuunɟ ʞool no⅄
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March 27, 2026, 04:38:44 PM
Merited by LoyceV (2)
 #2014

Honestly, I find it much harder to moderate with the new guidelines, since it adds more things I need to consider before I act.
Have you ever seen a Newbie AI spammer who later suddenly stopped spamming and became a contributing user?
Hard to say, but I would lean to no. Then again, I don't keep actual tabs (or a list) on people. More a "I've seen your name a few time and you're using AI again"-type feeling.

 
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March 28, 2026, 10:40:53 AM
Merited by JayJuanGee (1), nutildah (1), lovesmayfamilis (1), PowerGlove (1)
 #2015

I just saw a post from this newbie(exohashio) that was created few days ago, he necrobumped a thread and the post has a lot of emdash which is common to be seen on AI generated text so I checked it, and the result was  79% to 100% from 3 different AI detectors.

This entire debate exists because of a design failure: the player has no way to independently verify the bankroll's solvency before placing a bet.

Think about it. Johan is right that bankroll management is a real operational concern. The community is right that undisclosed caps feel predatory. Both sides are arguing about trust — and neither side can verify anything.

What if the protocol itself enforced this?

Imagine a system where, before your bet enters the ledger, the software automatically checks: "Can this bankroll cover the worst-case payout for this bet, given all existing outstanding positions?" If yes, the bet is accepted and the reserve is locked. If no, the bet is rejected before you even see a confirmation.

No win cap needed. No fine print. No surprise limits after you've already won. The bankroll either covers your bet or it doesn't, and you know before you play — not after.

This isn't theoretical. You can build it as a protocol rule rather than an operator policy. The bankroll balance and all outstanding positions are on a public ledger. The solvency check runs at the consensus level — the operator can't bypass it, pause it, or override it.

The cap conversation becomes irrelevant. The system is self-regulating: small bankrolls naturally accept smaller bets, large bankrolls accept larger ones. Transparently. Verifiably. Without anyone having to trust a quarterly audit.

The iGaming industry has spent decades debating the right policies around caps and limits. The better question is: what if you remove the need for those policies by making solvency a protocol guarantee?
gptzero: 79%
stealthwriter: 89%
originality.ai: 100%

The OP raises a valid concern but the categorization needs a more precise framework. The question isn't "does the casino show you a server seed hash before the game?" — it's deeper than that.

All of the casinos on the "truly fair" list (Stake, Shuffle, bc.game) use the same fundamental model: one server generates a seed, commits via hash, combines with a client seed + nonce, and revls after the round. This is better than  traditional RNG — significantly better. But it has a structural ceiling:

1. The server chooses the seed. It commits via hash, so it can't change it retroactively. But it CAN choose which seed to commit to before the commitment. The client seed mitigates this, but the server sees the client seed before   generating the next server seed in the chain.
2. Single point of trust. One server, one seed. If that server is compromised — whether by an insider, a hack, or a rogue operator — all randomness is compromised. The hash chain doesn't help because the attacker generates the chain.
3. No solvency guarantee. Provably fair proves the dice roll was honest. It says nothing about whether the house can pay when you win. That's a separate trust assumption.

The real question for your list isn't "does the hash appear before the bet?" — it's "who generates the seed, and how many independent parties are involved?" If the answer is "one server," then the fairness guarantee has a ceiling regardless of how clean the hash verification looks.

Distributed randomness (multiple independent signers using threshold cryptography) removes the single point of trust entirely. It exists — drand has been running it in production for years. It just requires dedicated infrastructure  rather than a single game server.

I'm working on exactly this — consensus-level randomness where the seed is produced by a validator committee during block production. No single party can predict or influence it.
gptzero: 100%
stealthwriter: 79%
originality.ai: 100%

  Solid analysis. You've identified the core structural issue that most "provably fair" discussions miss entirely.

  The hash proves the server didn't change the seed after the fact. It doesn't prove the seed was chosen blindly. Between seeing your client seed and committing the next server seed, the server has a window to
  cycle through candidates and cherry-pick a favorable one. The hash verification passes either way.

  Your two requirements are exactly right: (1) the server must commit before knowing the player's input, and (2) seed rotation must be enforced. But here's the deeper problem — even if you fix the sequencing, you
  still have a single party generating the seed. One compromised server, one insider, one vulnerability — and all randomness is controlled.

  The cryptographic fix exists: threshold signatures. Instead of one server holding one seed, you distribute key generation across N independent signers using a protocol called DKG (distributed key generation).
  Each signer holds a share. The final seed is only reconstructable when 2/3+ of them contribute their share. No single signer ever holds the full key.

  In practice this means:
  - The seed for round N+1 is determined by combining shares from multiple independent parties
  - No party can predict or influence the outcome without colluding with a supermajority
  - The commitment happens inside the signing process itself — there's no reveal phase to game

  This is the same cryptography behind drand (the distributed randomness beacon run by Cloudflare, Protocol Labs, EPFL, and others). It's been in production for years.

  The tradeoff: you need your own signer set. You can't bolt this onto a single server. That's why most casinos don't do it — it requires infrastructure they don't have.

  I've been building a chain that embeds this directly into consensus. Each block, validators produce a BLS threshold signature as part of block production. The randomness finalizes with the block. No async
  callback, no oracle, no window for manipulation.

  Happy to go deeper on the math if anyone's interested.
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originality.ai: 100%

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March 28, 2026, 02:24:19 PM
 #2016

Honestly, I find it much harder to moderate with the new guidelines, since it adds more things I need to consider before I act.
Both of them have been on my radar for a while, the situation hasn't changed, so I've dealt with both.


Instead of making it easier for you, the boss complicated the whole thing. Seeking any justification for someone using AI to generate their posts is completely pointless, just like seeking justification for plagiarism.

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.Duelbits PREDICT..
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Will Bitcoin hit $200,000
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    No @1.15         Yes @6.00    
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March 28, 2026, 02:53:43 PM
Merited by lovesmayfamilis (1)
 #2017

What can anyone say about the posts exohashio
I see that the AI ​​is working, but the detectors aren't coping. Does anyone have a different opinion?🤔


Haven't you seen this post, just two above yours?

You must be tired or something as we all know you usually read. I guess that can happen to all of us at some point.

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March 28, 2026, 02:59:32 PM
 #2018

What can anyone say about the posts exohashio
I see that the AI ​​is working, but the detectors aren't coping. Does anyone have a different opinion?🤔

At this point, I don’t think AI spammers are newbies because they have a pattern of posting in boards where they can hide and build their activity. All the posts made by this user is AI generated and have been reported, I think the mods should nuke the account but we will see what happens.

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March 28, 2026, 03:08:44 PM
 #2019

What can anyone say about the posts exohashio
I see that the AI ​​is working, but the detectors aren't coping. Does anyone have a different opinion?🤔


Haven't you seen this post, just two above yours?

You must be tired or something as we all know you usually read. I guess that can happen to all of us at some point.

Oh my God, I'm sorry, I wasn't paying attention. I've seen @acroman08 report, but for some reason, I haven't looked at it carefully. Usually, posts on this topic are deleted quickly, perhaps because they are still not deleted. I noticed his posts again.
Nevertheless, the question has become even more interesting. Was there a report for every post?


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Will Bitcoin hit $200,000
before January 1st 2027?

    No @1.15         Yes @6.00    
█████
██
██







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██
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  CHECK MORE > 
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March 29, 2026, 07:31:43 PM
Merited by JayJuanGee (1), nutildah (1), ABCbits (1)
 #2020

Caught a bunch of spammers today, all posts reported and the accused users have been left a neutral tag.

User: DeFCoN Network

Post 1.
I get your point about not relying on Bitcoin only, i also see value in holding a few strong altcoins like ETH, BNB or SOL on a longer horizon.

For me the main difference is position size and expectations. I’ve held smaller altcoins in the past and it was a real rollercoaster, huge swings, some went up a lot, some never recovered. That taught me that "diversifying" inside crypto doesn’t automatically mean less risk, it often just means taking on different kinds of high risk.

That’s why I still keep Bitcoin as my main long‑term position and treat altcoins as a much smaller satellite part of the portfolio. If they perform well over time, great, but I’m not relying on them. I’d rather aim for more steady long‑term growth with BTC and a few large caps than chase quick gains in small caps again.
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Post 2.
For the long term I still stick with Bitcoin as my main position. It has proven over many years that it can survive all the hype cycles and drama in this space.
Besides that I hold a few other coins that I’ve liked for a long time because of their ideas and tech, but I keep those much smaller than BTC. I see Bitcoin as my “hard money” base and the rest more like higher‑risk side bets that I’m willing to ride out over the long run.
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Post 3.
It looks like several people in this thread over the years have asked what they can do with old PAC coins or existing masternode setups after development stopped.

From a purely technical and practical point of view, there are only a few options:
- keep the historical coins as they are,
- try to restore or maintain an old PAC chain yourself,
- or move on to a different masternode-based infrastructure if you still like that model.

Some former PAC users and masternode operators (including people who ran PAC masternodes for years) have started a new Dash-based L1 project that focuses on a clean codebase, long‑term masternode support and resource contribution (CPU/GPU/RAM/storage) instead of abandoning the chain. The idea is not to revive PAC or make any promises about old coins, but to provide a maintained alternative for people who still like the original masternode concept.

Out of respect for this original PAC thread I won’t post links or promotional material here. If anyone from the old PAC community is still active and wants to discuss masternode infrastructure or potential migration paths on a purely informational basis, feel free to PM me.
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User: AnisEverRise

Post 1.
Excellent guide, @NotATether. It’s a very comprehensive and useful roadmap for anyone launching a service. As you mentioned, major hacks are fatal, and prevention is always cheaper than recovery.

I especially liked your focus on Origin server hardening. In my experience with risk management, people often focus so much on the frontend that they leave the back door (the origin IP) wide open to direct-to-IP attacks, bypassing Cloudflare or any other WAF.

To add even more value to your Section 2 (Web login / API brute force), I’d suggest implementing Fail2Ban with custom jails for specific application logs. It’s an automated way to let the server defend itselfµhile you sleep. Also, for Section 6 (Injection), moving towards Prepared Statements is non-negotiable in 2026.

Thanks for this high-quality contribution. It’s definitely a must-read for the community!

 Smiley
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Post 2.
I really appreciate this perspective, @Darker45. You right regarding the blindness of the protocol to external chaos.

As the OP of this thread, I’ve been reflecting on this through the lens of my professional background in Resilience Management. In the corporate world (QHSE), we spend years building Business Continuity Plans that often fail during the first real crisis because they depend on human intervention or centralized infrastructure.

What you described is the perfect example of a self-healing system. My own life is a testament to this concept: Resilience isn't just surviving a hit it's having a structure that continues to function while the parts are being repaired.

Bitcoin is the only financial system that doesn't need a 'recovery phase' because it never actually stops. While traditional banks in conflict zones face 'Single Points of Failure (closed doors, cut wires), Bitcoin’s decentralization ensures that the Global Ledger is always alive.

The Middle East tensions are a tragic human reality, but technically, they prove that Bitcoin is antifragile: it doesn't just resist stress, it remains indifferent to it.
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Post 3.
Great points on the portability of Bitcoin during times of crisis. While Bitcoin is indeed a pioneer in digital self-sovereignty, it's worth noting that even conventional gold has been evolving in that same direction for a long time.

Projects like BitGold (often cited as a precursor to Bitcoin) or Goldmoney have been bridging this gap for years, attempting to combine the scarcity of physical gold with the digital utility of e-rewards and global payment systems. This marks a significant evolution: gold is no longer just a heavy bar in a vault; it has become a digital resource that can be moved as easily as any other asset.

Whether it's Bitcoin's decentralization or Goldmoney's digital physical backing, we are seeing a massive shift where utility and  portability are becoming the ultimate metrics for survival assets.

What’s your take on these hybrid models do you think they offer a safer middle ground than pure crypto?
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