AI Spam Report Reference Thread

[TypoTonic]

What's up with this user Nwankwoala? His last 5 posts had '>' in every new line. These parts also made me quite suspicious:

> Subject: Re: All about "stuck" transactions and what you can do to fix them

> A well planned, patient strategy is profitable — not your keys, not your

> A well planned, patient strategy is profitable - hold

I tried checking using different detectors, but most of them don't flag the posts as AI generated. (I haven't reported them yet)

We just need to observe what this user will show in the future in his design of posts.🤷‍♀️

Update: he's now banned. Well, that didn't take long..

Code:

Autoban user: N/A in topic #0 by member #3771961

[lovesmayfamilis]

What's up with this user Nwankwoala? His last 5 posts had '>' in every new line. These parts also made me quite suspicious:

> Subject: Re: All about "stuck" transactions and what you can do to fix them

> A well planned, patient strategy is profitable — not your keys, not your

> A well planned, patient strategy is profitable - hold

I tried checking using different detectors, but most of them don't flag the posts as AI generated. (I haven't reported them yet)

Perhaps using such a marker ">", he shows that he is quoting some posts. This is typical for Reddit, as it seems, but here the text looks completely uncomfortable.. We just need to observe what this user will show in the future in his design of posts.🤷‍♀️

[LoyceV]

What's the verdict on Newbie popv9? I can barely get myself to read his post on Meta:

If the goal is to encourage worthwhile discussion and the users that would spam threads are now incentivized to push the needle toward interesting topics, then I say that's a good thing. If a good post is created by a bad user, does that affect the value judgment of its meritorious quality? One of life's pressing questions, I'm sure. For the persons that want to exclusively reward users based on their intentions, they can always find the time to conduct an investigation into their post history. After all, wouldn't they want to be extremely frugal? You would hate to reward someone with poor intentions.

[DYING_S0UL]

What's the verdict on Newbie popv9? I can barely get myself to read his post on Meta:

If the goal is to encourage worthwhile discussion and the users that would spam threads are now incentivized to push the needle toward interesting topics, then I say that's a good thing. If a good post is created by a bad user, does that affect the value judgment of its meritorious quality? One of life's pressing questions, I'm sure. For the persons that want to exclusively reward users based on their intentions, they can always find the time to conduct an investigation into their post history. After all, wouldn't they want to be extremely frugal? You would hate to reward someone with poor intentions.

Well according to,

copyleaks: 0% AI
gptzero: 0% AI
zerogpt: 0% AI
pangram: 100% human
originality: not enough words
sapling: 11% AI
Undetectable: 1% AI

Do you have a minimum value for the semantic strength of all boards? Even the most vapid posts should mark some floor which provides greater context to the current range. Certain boards may seem undermerited, but could you really believe that altcoin threads, or promotional gambling updates would contain that many useful posts? If you were to compare it to boards like Off-topic, or even better, Lending, where many posts will follow the same structure, I would wonder whether the strength of the correlation truly maps to reality.

With 4 decks, the odds are 1 in 75,760,620.
With 7 decks, the odds are 1 in 20,556,278.6

This specific game is played with 8 decks, which makes the odds 1 in 17,570,436. This makes the outcome seem extremely rare, but considering the dozens of tables playing tens of thousands of cards each hour, this may happen more often than you think. If you estimate 50 total tables of 3 players each averaging 50 hands per hour, that totals 20,000 cards, just from the initial two cards each player and dealer get at the start of the round. That makes for an average of 36.6 days between each time you see 4 Aces of Hearts in a row.

But that's only the Ace of Hearts: if you think that 4 Aces of Spades, Clubs, or Diamonds are an equally rare event, then that means these unbelievably rare events happen once every 9 days! Must be AI!

copyleaks: 0% AI
gptzero: 0% AI
zerogpt: 0% AI
pangram: 100% human
originality: 95% human
sapling: 0% AI
Undetectable: 1% AI

If the goal is to encourage worthwhile discussion and the users that would spam threads are now incentivized to push the needle toward interesting topics, then I say that's a good thing. If a good post is created by a bad user, does that affect the value judgment of its meritorious quality? One of life's pressing questions, I'm sure. For the persons that want to exclusively reward users based on their intentions, they can always find the time to conduct an investigation into their post history. After all, wouldn't they want to be extremely frugal? You would hate to reward someone with poor intentions.

copyleaks: 0% AI
gptzero: 0% AI
zerogpt: 0% AI
pangram: 100% human
originality: 96% human
sapling: 0% AI
Undetectable: 1% AI

This is what the AI detectors says....

[LoyceV]

This is what the AI detectors says....

So it's just old fashioned generic pointless posts from someone pretending to be a Newbie.

[nutildah]

Have a couple new ones to report.

budi691

#1

Every trader has their own unique trading patterns and systems, yet they often become trapped by the very strategies they use to pursue profits. As you pointed out, even a seemingly sound plan does not guarantee success in fact, it can sometimes backfire. It is likely far better to focus on identifying the right moments and opportunities to trade, which may ultimately lead to more efficient results.

Sapling: 91% AI
GPTZero: 100% Mixed (AI Polished)

#2

Most people tend to ignore offers from certain exchanges that promise deposit bonuses. Everyone understands the true intent behind such offers—bonuses that are, in reality, impossible to obtain. Even after depositing funds, you are faced with complex requirements and additional conditions that are practically unachievable. It is far better to steer clear of such exchanges, despite how enticing they may appear, they are nothing more than traps.

Sapling: 85.8% AI
GPTZero: 100% Mixed (AI Polished)

#3 (with 2 punctuation corrections applied)

There appears to be no confidentiality in storing one's seed phrase if the government can access it such a setup is effectively no different from using a third-party application. Furthermore, since you lack full control over your own coins—with the potential for outside interference—it is only a matter of time before you could lose the assets you have accumulated.

Naturally, everyone desires privacy regarding their assets and wishes to keep them entirely separate from government oversight. People generally do not want the government to have any knowledge of their private holdings personally, I would rather avoid such a system altogether than use it.

Sapling: 99.6% AI
GPTZero: 100% Mixed (AI Polished)

#4 (with 1 punctuation correction applied)

Long before the global Bitcoin boom, similar statements had already been voiced by various parties who oppose the existence of Bitcoin. Honestly, I am not particularly surprised by the statement made by Elizabeth Warren. However, the real question is who are the powerful figures behind her? For her to go so far as to label Bitcoin the "worst" currency—even worse than fiat currencies—and to go as far as linking it to terrorist organizations, it is clear that someone must have prompted her to say such things.

Sapling: 90.8% AI
GPTZero: 100% Mixed (AI Polished)


This one is a bit trickier since they appear to be using a custom-built or heavily-prompted LLM. I feel they have probably been around the forum for several years as they have some technical knowledge of Bitcoin, but AI is still doing the heavy lifting.

Multani Boy

#1

What should concern you is when the casino keeps changing the requirements or does not give you a proper explanation. Some payment delays may occur because of additional verification, but thats not the same as asking for documents only after a win. The Gambling Commission in the UK criticises casinos for that. Customer verification should happen before customers start gambling, not afterwards.

So, a brief payment delay is not necessarily a red flag, but you should worry about unnecessary obstacles when withdrawing from a casino.

Sapling: 86.5% AI
GPTZero: 100% AI

#2 - I am not reporting this one because it does not meet the minimum standards for declaring it to be "AI-generated," but the results strongly suggest AI was involved in its creation.

At the very least, it is reasonable to question whether foreign funding from political groups overseas should be treated any differently than if they were domestic groups. If we view the presence of such funding as a potential threat to democracy, shouldn't that logic also be applied when we consider foreign funding for groups that support organizations overseas? Their sources of funding and their activities should be made public, and the same scrutiny should apply regardless of the country in question.

Sapling: 89.9% AI
Pangram: 58% AI

#3 - same thing with this post: I am still posting it here because I believe it was generated with a customized LLM

It would also be interesting to see if the MEXC and Bitget policy changes were in response to political pressure. EU recently passed its 20th sanctions package against Russia which bans all EU persons and groups from dealing with Russian crypto asset service providers, and in July the EU sanctioned HTX and others for supposedly helping Russia bypass sanctions.

While this is not proof that MEXC and Bitget put changes in place due to political pressure or that the changes were timed to match the wider political situation, I do not think it is enough proof to rule that possibility out either based only on the fact that they did not directly mention it in their policy change announcements. Especially considering that exchanges have reason to make changes that help them avoid the risk of future secondary sanctions or other rule issues even before they are directly targeted by sanctions enforcement actions.

Sapling: 36.8% AI
Pangram: 52% AI

So the results are not definitive enough to label this account as an AI poster, but it makes me think we need better detectors.


PS: I am upping the standard length of AI sigbans to 720 days. This may apply retroactively, and in cases where an account continues to post AI even after receiving an earlier ban.

[Multani Boy]

Have a couple new ones to report.

Ah, thank you for mentioning! Yes I did used it in some of my posts, but not everything. I just use it to get ideas, and I ask questions, and then write my own posts.

​Are there rules against that? If it is frowned upon I will stop.

​I am well versed in bitcoin and have learned so much over the course of my life. Please do not think I do not know anything about it.

[nutildah]

Here's another one who introduces punctuation tweaks in order to evade detectors:

#CapsLOck

#1 - Original post:

It is important to note here that the genesis block is a special one. Because of how bitcoin deals with the genesis transaction. It was originally given a reward of 50 btc. Which is not an amount that can be spent. So it can't be used as proof of a deliberate decision on Satoshis part not to spend the reward. Still it doesn't explain why other coins often assigned to Satoshi have not been accessed, and wallet inactivity doesn't necessarily mean they were lost by their owner, or the owner opted not to spend, or for some other reason. The theory is just speculation. However since there is no direct evidence linking Satoshi to any government agency.

Sapling: 0.0% AI
Pangram: 100% Human

With corrected sentence structure and capitalization:

It is important to note that the genesis block is a special one, because of how Bitcoin deals with the genesis transaction. It was originally given a reward of 50 BTC, which is not an amount that can be spent, so it can't be used as proof of a deliberate decision on Satoshi's part not to spend the reward. Still, it doesn't explain why other coins often assigned to Satoshi have not been accessed, and wallet inactivity doesn't necessarily mean they were lost by their owner, or the owner opted not to spend, or for some other reason. The theory is just speculation, however, since there is no direct evidence linking Satoshi to any government agency.

Sapling: 94.6% AI
Pangram: 53% AI

#2 - Original post

Help could be a reputation system. But making it hard to fake reviews and easy to verify complaints seems to be the hard part. For instance a platform might identify verified transactions and differentiate them from unverified reviews. And make it possible for sellers to respond to certain complaints. Nevertheless even if a seller has an excellent rating. It does not mean that they are trustworthy. Particularly when they can open a new account. Transparency and an equitable dispute process would have to collaborate on a Bitcoin circular economy. Bitcoin can process transactions. But it can't guarantee the quality of whatever it's transacting for.

Pangram: 100% AI
GPTZero: 100% Human

With corrected grammar and sentence structure:

Help could be a reputation system, but making it hard to fake reviews and easy to verify complaints seems to be the hard part. For instance, a platform might identify verified transactions and differentiate them from unverified reviews, making it possible for sellers to respond to certain complaints. Nevertheless, even if a seller has an excellent rating, it does not mean they are trustworthy; particularly when they can open a new account. Transparency and an equitable dispute process would have to collaborate on a Bitcoin circular economy. Bitcoin can process transactions, but it can't guarantee the quality of whatever it's transacting.

Pangram: 100% AI
GPTZero: 25% AI, 75% Human

#3 - Original post:

While bonuses are great for attracting new players. It is the reliability of the payouts that foster long lasting trust. While a 5 BTC withdrawal limit may seem like a lot. It's crucial for players to review the specific withdrawal conditions speeds. And restrictions. A similar logic goes for wager requirements. A high wager bonus may not be worth as much as a reasonable wager bonus. Ultimately, the reputation of a casino relies in giving a consistent service. Clear regulations. Instead of extreme promotions or publicity stunts.

Sapling: 0.1% AI
Pangram: 100% AI
GPTZero: 4% AI, 96% Human

With corrected grammar and sentence structure:

While bonuses are great for attracting new players, it is the reliability of the payouts that foster long lasting trust. While a 5 BTC withdrawal limit may seem like a lot, it's crucial for players to review the specific withdrawal conditions speeds and restrictions. A similar logic goes for wager requirements: a high wager bonus may not be worth as much as a reasonable wager bonus. Ultimately, the reputation of a casino relies in giving a consistent service and clear regulations instead of extreme promotions or publicity stunts.

Sapling: 93.2% AI
Pangram: 100% AI
GPTZero: 100% AI

This user's posts (since they woke up) are all generic advice just like this... they are not talking to anybody in particular and its obvious they exist simply to fill a quota.

​Are there rules against that? If it is frowned upon I will stop.

You noticed one of your posts was deleted... how did you manage to find the reason so quickly? If you were genuinely a new forum member, it would take you a while to put 2-and-2 together. You already know what the rules are. Stop using a LLM to write your posts for you.

[Multani Boy]

​Are there rules against that? If it is frowned upon I will stop.

You noticed one of your posts was deleted... how did you manage to find the reason so quickly? If you were genuinely a new forum member, it would take you a while to put 2-and-2 together. You already know what the rules are. Stop using a LLM to write your posts for you.

I never claimed that I am new to forums I set up an account on Altcointalk about two months ago, and began posting in much the same way. Someone suggested in local board that I should also set up an account on Bitcointalk, I did so, and continued to post in much the same way. I did not have this issue on Altcointalk, which is why I thought to ask here, after my post was deleted.

As for the LLM, I honestly do not know why you are convinced that I use one for everything. You can see in the posts above, Pangram results. Yes, I did use an AI to ask what I could respond with to those posts. I then formulated my response. If I am not allowed to do that, even to ask for help or suggestions, let me know, as I was not aware of that. If it is against the rules, I will stop doing that, as it is not my intention to break any rules or hide anything.

[nutildah]

Here's one more for good measure:

AEO_Nexora

#1

I agree that hardware and project development boards deserve more attention. Solving technical challenges and sharing the progress of real-world projects can be truly beneficial for the community, even though such posts do not always attract a large audience. At the same time, it could also be interesting to analyze the distribution of 'merit' for each post individually, rather than relying solely on the average merit of active users. Ultimately, in my view, the decision to award 'merit' should be based on how useful, original, and contributory a post is to the community—not on which board it was posted in. Encouraging high-quality discussion across all boards, rather than limiting 'merit' to just a few popular ones, would benefit the entire community

Sapling: 95.6% AI
GPTZero: 100% Mixed (AI Polished)

#2

The real problem is not limited to fake images or videos; it also lies in the potential to influence public opinion and financial markets through the use of artificial intelligence (AI).In the world of cryptocurrency, the risks are extremely high; AI-generated, convincing videos of a project founder, fake endorsements from major investors, or fabricated breaking news can all trigger panic selling, impulsive buying driven by "fear of missing out", or even 'pump-and-dump' schemes where prices are artificially inflated before being sold off. Many investors make decisions based solely on hype rather than research, and the use of AI could make it even harder to detect.

Sapling: 98.8% AI
GPTZero: 100% AI

#3

I'm offering SEO, AEO, and GEO services to website owners, startups, and online businesses looking to improve their visibility in search engines and AI-powered search platforms.

My goal is to help websites build a stronger organic presence through practical optimization, relevant content, and a strategy tailored to their niche.

🔹 Services I Offer

1. Search Engine Optimization (SEO)

Keyword research and search intent analysis

On-page SEO optimization

Title tags, meta descriptions, and heading optimization

Content optimization and internal linking

Competitor and website analysis

Technical SEO checks and recommendations

2. Answer Engine Optimization (AEO)

Optimize content to answer users' questions clearly

Identify question-based keywords

Improve content structure for featured snippets and answer-oriented search results

FAQ optimization and structured data recommendations where appropriate

3. Generative Engine Optimization (GEO)

Improve content clarity and topical relevance for AI-powered search

Build useful, well-structured, and trustworthy content

Strengthen topical coverage and supporting website content

Identify opportunities to improve visibility in AI-generated answers

🔹 My Working Process

Understand your website, niche, and business goals.

Analyze relevant keywords and competitors.

Identify SEO and content optimization opportunities.

Prepare a practical action plan based on your priorities.

Review the work and provide a summary of completed tasks and recommendations.

🔹 Who Can Work With Me?

Website owners and bloggers

Small businesses and startups

Affiliate marketers

E-commerce website owners

Crypto-related websites and projects

🔹 Pricing

Pricing depends on your website, project scope, and required services. I can discuss a suitable budget after understanding your requirements.

🔹 How to Get Started

If you're interested, please reply to this thread or send me to DM.

Website URL

Your main SEO goals

Target country or audience

Services you're interested in

Approximate budget

I'll review your requirements and suggest a suitable approach.

Important: SEO and AI search visibility depend on many factors. I do not guarantee specific rankings, traffic numbers, or inclusion in AI-generated answers.

Thank you for reading. I'm happy to discuss your website's SEO needs and explore how I can help?

Best regards,
AEO_NEX

Sapling: 99.7% AI
GPTZero: 100% AI

I never claimed that I am new to forums I set up an account on Altcointalk about two months ago, and began posting in much the same way. Someone suggested in local board that I should also set up an account on Bitcointalk, I did so, and continued to post in much the same way. I did not have this issue on Altcointalk, which is why I thought to ask here, after my post was deleted.

I was pretty obviously talking about this forum, not forums in general. You didn't have this issue on Altcoinstalk, didn't know why your post was deleted, so you went to the Reputation section for answers, happened to see this thread and your name mentioned in the most recent post... Sorry for being skeptical but I don't believe you. Usually AI spammers come here because the neutral tag on their profile directs them here. I didn't leave you a neutral tag...

As for the LLM, I honestly do not know why you are convinced that I use one for everything.

I'm not the only one.

~

It feels like I’m getting a response from a robot or maybe that’s just my impression.

[Multani Boy]

I was pretty obviously talking about this forum, not forums in general. You didn't have this issue on Altcoinstalk, didn't know why your post was deleted, so you went to the Reputation section for answers, happened to see this thread and your name mentioned in the most recent post... Sorry for being skeptical but I don't believe you. Usually AI spammers come here because the neutral tag on their profile directs them here. I didn't leave you a neutral tag...

I did not come here due to why my post was deleted.

What happened here? On October 20 I setup Telegram bot for notifications and got a notification that you mentioned me so I came here and saw this thread and my first post was "thanks for mentioning"





And regarding RGBTC posts. I responded him here.

~

It feels like I’m getting a response from a robot or maybe that’s just my impression. Haha... thanks for the details, by the way.

Hahaha. You made my day.

Do not say things like that, it almost took me an hour to collect this data and respond to you.

Back to the topic. My question was about is it a violation to ask LLM on how should I respond and write my own comment basing on the LLM suggestion? Instead of answering my question you have made a bunch of assumptions. I have tried to explain the situation. If using AI assistance is not welcome here, I will not do it anymore.

[lovesmayfamilis]

blindguy

This is a severely underrated topic. Most people think "Bitcoin works without internet" just means "the network keeps running." But from an individual user's perspective, a prolonged blackout is a nightmare for verifying state and managing UTXOs.

To answer your question: I would rely on my full node, my encrypted offline backups, and my hardware wallet.

But this is exactly why the architecture of BlindSats (a new ZK privacy meta-protocol) is surprisingly relevant here. It is actually built for an "offline-first" mindset:

1、Local Proof Generation: When you do a private transfer in BlindSats, the 14.6 KB ZK proof is generated entirely in your local browser or wallet runtime. It does not rely on a centralized server to compute the math. You can literally generate the proof while completely air-gapped.

2、Local Indexer & Offline Recovery: The project provides a downloadable, self-hosted indexer and an independent offline recovery tool. If the internet goes down for weeks, as long as you have your local Bitcoin Core node synced, you can run the recovery tool completely offline. It uses your encrypted backup to decrypt your private notes and show your balance without ever touching the web.

3、Broadcast Anytime: You can sign the transaction and generate the proof offline, save it, and broadcast it the second your internet comes back.

The Catch: Like all Bitcoin transactions, if you are offline, the broader network doesn't know you did anything. But unlike standard transparent UTXOs—where you have to trust a third-party block explorer to find your coins when you come back online—BlindSats' note model allows you to mathematically prove you own the funds locally via your offline indexer, ensuring no one can front-run or spoof your balance while you were dark.

If the grid goes down, ZK cryptography and local data are your only real friends.

pangram:100%
Copyleaks: 100%
GPTZero: 100%

To add to this, let me explain what "BlindSats as an L1 protocol" actually means, because it seems like you think L1 can only be transparent.

You are right that Bitcoin's base layer cannot execute smart contracts or verify ZK proofs natively. But BlindSats doesn't ask Bitcoin to do that. It operates as an L1 Meta-Protocol, which works like this:

1、Bitcoin L1 as the Immutable Data Layer:
When you make a private transfer, your wallet generates an encrypted "Note" and a Zero-Knowledge proof (UltraHonk). This payload is embedded into a Bitcoin transaction via OP_RETURN.
Bitcoin miners don't verify the ZK proof; they just blindly order and publish the data. This ensures your privacy state inherits Bitcoin's absolute censorship resistance and immutability.

2、Off-chain Indexers as the State Machine:
Independent indexers scan these Bitcoin blocks. They see the OP_RETURN payloads, cryptographically verify the ZK proofs, and update a global state (the Note tree and Nullifier set).
This completely breaks the on-chain transaction graph.

3、Why not an L2?
L2s (like Lightning or sidechains) require bridges. To move funds in and out, you still have to do an L1 on-chain transaction that exposes your UTXOs. BlindSats requires no bridge. You simply turn your Bitcoin L1 footprint into an encrypted state directly on the base layer.

You don't need to download a full node to "hide" your transaction. You need cryptography. BlindSats proves that you can have Zcash-level privacy without leaving the security of Bitcoin L1.

pangram:100%
Copyleaks: 100%
GPTZero: 100%

Honestly, I think you're fundamentally misunderstanding how Bitcoin works at the protocol level. Let me break it down for you:

Running a Bitcoin Core full node does NOT give you privacy.
A full node just lets you verify the rules independently without trusting anyone. But the second you broadcast a transaction, it hits the public mempool. Anyone running a node or using a block explorer can see your UTXOs, the amounts, and exactly when you moved them. Bitcoin is pseudonymous, not anonymous. Running a node just means you're verifying your own public nakedness, not hiding it.

L2s don't give you complete privacy on L1 either.
Layer 2 protocols (like Lightning) might hide some transaction data off-chain, but to open and close a channel, you still have to do an on-chain transaction. That exposes your funding UTXO and channel capacity to the entire world. On top of that, L2 routing nodes can leak metadata (like IPs and timing) and are pretty centralized. If L2s were the ultimate privacy solution, we wouldn't be seeing massive demand for Zcash or Monero.

Here's why BlindSats (ZK) is different:
BlindSats doesn't rely on off-chain L2s or blind trust. It uses UltraHonk zero-knowledge proofs right on L1. It mathematically breaks the transaction graph. When you do a public-to-private or private-to-private transfer, the blockchain only sees an encrypted commitment and a nullifier. It mathematically proves the transaction is valid without revealing who sent it, who received it, or how much it was.

Privacy isn't about hiding off-chain in an L2; it's about cryptographically guaranteeing unlinkability on the base layer. That is exactly what ZK-note models are designed to solve.

pangram:100%
Copyleaks: 100%
GPTZero: 100%


Recently woken up account. 10/24/2026 21:10:58   woke up
aliborn

I've spent a huge amount of time on crypto trading and development over the years. Countless hours experimenting with ideas, building tools, testing approaches, making mistakes, and starting over.

Sometimes I wonder whether all this time and effort will eventually pay off, or whether I've spent too much of my life trying to figure out something that may never work out the way I hope.

I'm still interested in Bitcoin, still experimenting, and still learning. But the longer I do this, the more I think about the real cost of the journey — not just money, but time, energy, and opportunities.

For those who've spent years trading or building things in crypto: have you ever wondered whether all the time you've invested will be worth it in the end?

pangram:100%
Copyleaks: 100%
GPTZero: 100%
QuillBot: 100%

Hi everyone!

I'd like to turn this thread into an open club for Bitcoin enthusiasts - a place where we can ask questions, share observations, exchange experiences, and discuss different ideas and approaches to Bitcoin.

The idea is simple: anyone interested in Bitcoin is welcome to join the conversation. You don't need to be an expert or agree with everyone. We can discuss what we're seeing in the market, how we approach BTC, what we're experimenting with, what has worked for us, and what hasn't.

I'm particularly interested in Bitcoin itself: accumulating BTC over time, trading BTC, different approaches to market analysis, and turning simple ideas into practical methods. But the discussion isn't limited to these topics. Feel free to bring up anything related to Bitcoin that you find interesting.

I'd like this thread to grow naturally through our conversations. Ask questions, share your observations, challenge ideas, and tell us about your own experiences. Sometimes a simple question or an observation from another member can lead to a really interesting discussion.

To get things started:

- When did you first get into Bitcoin, and what got you interested?
- Are you mainly holding BTC, accumulating it over time, trading, or developing tools?
- What's an interesting Bitcoin-related observation or lesson you've learned?
- What questions or ideas about Bitcoin would you like to discuss with others?

A little about me: I first got into crypto in 2017. From the beginning, I was interested not only in trading but also in development. Over the years, I've experimented with many ideas, built and reworked different solutions, tested various approaches, and learned a lot from hands-on experience. I'm always open to exchanging knowledge and discussing different ideas and strategies.

Looking forward to hearing your thoughts. Let's make this a place where Bitcoin enthusiasts can learn from each other and have interesting discussions!

pangram:100%
Copyleaks: 100%
GPTZero AI Polished Mixed: 100%
QuillBot: 100%

Hey everyone!

I'm curious - how many of you trade BTCUSDT exclusively, without touching altcoins? Or am I a dinosaur in the crypto market? 😄

Personally, I use the  4h timeframe. My approach is pretty slow-paced, with around 2–4 trades per month.

I'm interested in hearing about your experience:

- Do you trade only BTC, or do you trade altcoins too?
- Which timeframe do you use?
- How many trades do you usually make per month?
- What do you like or dislike about focusing on Bitcoin instead of trading multiple coins?

Share your experience. I'd love to see how other traders approach the market!

pangram Possibly AI:100%
Copyleaks: 100%
GPTZero: 100%
QuillBot: 71%


Otaibayomi

I've been thinking about something in Nigeria's political space. The cost of living, unemployment, and the everyday struggle to make ends meet are real concerns for many people. Yet, even when people complain about these difficulties, some will strongly defend the same leaders they expect to address them.

Why does this happen?

Is it loyalty to a political party? Ethnic or religious identity? The belief that things would have been worse under another leader? Or are some people simply willing to endure present hardship because they believe things will eventually improve?

I also wonder whether we sometimes judge leaders by the promises they make rather than the results they deliver. Political loyalty is understandable, but shouldn't every leader be held accountable, regardless of party, tribe, or religion?

I'm interested in hearing different perspectives, especially from Nigerians who have watched successive administrations come and go.

At what point should loyalty to a leader end and accountability begin? And what should citizens use to judge whether a government is actually delivering?

pangram:100%
Copyleaks: 100%
GPTZero AI Polished Mixed: 100%
QuillBot: 55%
zerogpt:79.3%
originality.ai :91%

[nutildah]

Here we have an interesting case of an account that is posting AI spam in their local board. I was asked to look into it:

execijutiere

I know they are posting AI spam because even after translating them from Turkish, the results come across as AI-written. For example, this is an English translation of one such post:

#1

Artificial intelligence is no longer just a tool for tech enthusiasts. People are using it in their daily tasks, education, software development, design, healthcare, and countless other areas. Today, we can even consult AI to choose a watermelon; tomorrow, it will play a role in making far more critical decisions. It would be wrong to underestimate the future applications and resource requirements of a technology that is still in its early stages of development.

Sapling: 97.4% AI
Pangram: 100% AI
GPTZero: 67% Mixed (AI Polished), 33% Human

Here is the original post in Turkish:

yapay zekâ artık yalnızca teknoloji meraklılarının kullandığı bir araç olmaktan çıktı. İnsanlar günlük işlerinde, eğitimde, yazılım geliştirmede, tasarımda, sağlıkta ve akla gelebilecek daha birçok alanda kullanıyor. Bugün karpuz seçmek için bile yapay zekâya danışabiliyoruz, yarın çok daha kritik kararların alınmasında rol oynayacak. Henüz gelişiminin başlarında olduğumuz bir teknolojinin gelecekteki kullanım alanlarını ve kaynak ihtiyacını küçümsemek de doğru değil.

Sapling: 98.4% AI
Pangram: 100% Human
GPTZero: 72% AI, 28% Human

So it appears Sapling and GPTZero analyzes Turkish language text but Pangram does not. Let's do another one to confirm:

#2

People are moving beyond evaluating phones or cars and starting to take stances based on political identity. Both those who love and those who criticize sometimes act independently of the product itself. The fact that the government, instead of addressing all this with a unifying language, has turned it into political propaganda has only added fuel to the fire.

Vestel may have management problems, its products may lag behind its competitors; these are separate discussions. But we shouldn't forget that Samsung didn't reach its current level overnight either. If you want a domestic brand to develop, you have to point out its shortcomings and push it to do better. It's wrong to declare everything successful simply because it's domestic, and it's equally wrong to discard it from the start for political reasons.

Projects that could normally be a source of shared pride for people with different political views are unnecessarily becoming symbols of political identities. This division deepens when the sense of equality and justice in the law is undermined. When people don't believe that everyone is subject to the same rules, it becomes difficult to come together around shared values.

Sapling: 67.5% AI
Pangram: 100% AI
GPTZero: 100% Mixed (AI Polished)

Original post:

insanlar telefonu ya da arabayı değerlendirmekten çıkıp siyasi kimlik üzerinden tavır almaya başlıyor. seven de eleştiren de bazen ürünün kendisinden bağımsız hareket ediyor. iktidarın bütün bunları birleştirici bir dille anlatmak yerine siyasi propagandaya dönüştürmesi de işin üzerine tuz biber ekti.

vestel'in yönetim sorunları olabilir, ürünleri rakiplerinin gerisinde kalmış olabilir. bunlar ayrı tartışmalar. ama samsung'un da bir günde bugünkü seviyesine gelmediğini unutmamak lazım. yerli bir markanın gelişmesini istiyorsan eksiklerini söyleyip daha iyisini yapmaya zorlayacaksın. sırf yerli diye her şeyi başarılı ilan etmek de yanlış, siyasi sebeplerle daha baştan çöpe atmak da.

normal şartlarda farklı siyasi görüşlerden insanların bile ortak gurur duyabileceği projeler, gereksiz yere siyasi kimliklerin sembolüne dönüşüyor. hukukta eşitlik ve adalet duygusu zedelendiğinde de bu ayrışma daha derin hale geliyor. insanlar aynı kurallara herkesin tabi olduğuna inanmadığında, ortak değerler etrafında buluşmak da zorlaşıyor.

Sapling: 99.3% AI
Pangram: 76.3% AI (oh)
GPTZero: 99% Human, 1% Mixed (oh..)

OK we better do one more to make some sense of it (although by this point it should be evident there is some chatbot copy/pasting going on):

#3

We're talking about a situation that's been going on for years. If they really want to put an end to it, it shouldn't just be about catching the sellers; they should also uncover the production facilities, warehouses, supply chains, and organizers. Otherwise, you catch one person today, and tomorrow someone else will start selling in the same place. There's also the economic aspect. If there are so many buyers for this product, it means there's a significant demand. People may be turning to cheaper alternatives because of the prices of the original products. Some may be buying the product knowing it's fake, while others may be being deceived into thinking it's genuine.

Sapling: 83.1% AI
Pangram: 100% AI
GPTZero: 100% AI

Original post (I added a space after a period and a period at the end of the last sentence):

Yıllardır devam eden bir durumdan bahsediyoruz. gerçekten bitirilmek isteniyorsa sadece satıcıları yakalamakla kalınmamalı üretim yerleri, depolar, tedarik zinciri ve organizatörler de ortaya çıkarılmalı. Yoksa bugün birini alırsın, yarın başkası aynı yerde satışa başlar.Bir de işin ekonomik boyutu var. Bu kadar ürünün alıcısı varsa ortada ciddi bir talep de bulunuyor demektir. İnsanlar orijinal ürünlerin fiyatları nedeniyle daha ucuz alternatiflere yöneliyor olabilir. Bazıları ürünün sahte olduğunu bilerek alıyor, bazılarıysa gerçekten orijinal olduğunu düşünerek kandırılıyor olabilir.

Sapling: 97.4% AI
Pangram: 53.6% AI
GPTZero: 14% AI, 9% Mixed, 77% Human

So Sapling is the only detector that consistently detects AI in Turkish language posts, and the others are more fickle in that regard.

Additionally, their English-language posts seem to be either "AI assisted" or else written with the prompt, "Reply to this in the first person." Here's a few examples:

#4

Fabre’s return to Eternal Fire is quite significant in this regard. The impression is growing that his departure from Aurora was not entirely his own choice, but rather related to the team’s roster structure.

It’s understandable that Aurora, as a Russia-based organization, didn’t want to continue with six Turkish players they tried a different structure by transitioning to an international roster. However, looking at the results so far, it’s fair to say that the roster—which looked more international and promising on paper—has actually performed worse in practice.

If Maj3r also returns to EF, it is highly likely that Eternal Fire will largely reassemble its original core. In fact, if this happens, an interesting cycle will emerge from EF’s perspective: “they disbanded and ended up back at the same point.” This time, due to the players’ experience and history of playing together, a team that is even more cohesive than the original roster could emerge.

Sapling: 99.8% AI
Pangram: 100% AI
GPTZero: 100% AI

#5

I think there’s an issue with the role distribution at Aurora. In my view, Aurora’s squad came close to lifting the trophy this time, but against Vitality, they once again bowed out of the tournament in the semi-finals due to simple mistakes. To be honest, I’d like to say that we just can’t seem to shake off this run of bad luck when playing in front of a live audience. A solution needs to be found for this. Something happens to us when we step onto the arena.

Sapling: 96.2% AI
Pangram: 100% AI

#6

ESL Pro League Season 24 has kicked off, and our team, Aurora, didn’t put a foot wrong in their first match. Aurora defeated their opponents, 9Z, with a strong performance, getting the tournament off to a winning start. It was crucial that Aurora put in a dominant performance on the map chosen by their opponents. I simply cannot understand why they keep selecting Mirage—their own pick—even though they’ve been playing poorly on it.

Sapling: 97.3% AI
Pangram: 100% AI

Because the majority of this user's English language posts are "AI-assisted" commentary, I am issuing them a sigban. However, since they are a rather established member of the forum, I am limiting the ban to 6 months in hopes they will discontinue this practice in the future.

[macson]

Have a few users that I need to report.

[1]

User: josscrypto

Thank you for this topic, I am learning a lot. I am from Philippines where inflation is high and our peso loses value. From what I understand, Bitcoin protects from inflation because it has limited supply of 21 million, unlike peso that government can print. As a beginner, I am still learning how to properly store it safely. Do you think Bitcoin can really protect small earners like me who can only save small amount? Thanks for any guidance.

pangram: 100%
GPTZero: 100% AI Generated
Stealthwriter: 100%
Originality.io: 88% AI Generated
Undetectable: 67% AI/GPT

Thank you for this warning about public WiFi. I work as Shopify VA and sometimes I work from coffee shop in Quezon City using public WiFi. I learned now that I should not open my Bitcoin wallet or exchange when using public WiFi because hackers can see. Now I only use my mobile data for important transactions and I use VPN. This is good safety tip for newbies like me who work online.

pangram: 100%
GPTZero: 100% AI Generated
Stealthwriter: 100%

I completely agree with this. Bitcoin investment should not be treated like gambling. I am new here from Philippines and I learned this the hard way when my first posts were deleted because I rushed. Now I understand that investing in Bitcoin needs research, understanding of private keys, and risk management. It is not about luck, it is about patience and learning the fundamentals. As a beginner saving for my family, I only invest what I can afford to lose and I focus on learning first.

pangram: 100%
GPTZero: 100% AI Generated
Stealthwriter: 100%
Undetectable: 79% AI/GPT

This is the real issue. Network is decentralized, but supply is getting centralized.
After they confiscate, where it goes? US Marshals -> Coinbase Custody / Fidelity / Anchorage. Same custodians holding ETF coins.
So seized BTC from Silk Road, Bitfinex etc just adds to the pile controlled by 3 companies. Government doesn't need 51% attack. They just need to call Coinbase and show court order.
We have decentralized nodes but if 90% of users keep coins on KYC exchanges, it's not decentralized anymore. Confiscation is how they centralize it without attacking the chain.

pangram: 100%
GPTZero: 100% AI Generated
Stealthwriter: 100%
Undetectable: 63% AI/GPT


[2]

User: Teddy_Smoke

Biggest lesson: Never share your seed phrase or private keys with anyone, no matter who they claim to be. And if you’re out here flexing stolen money online, the internet keeps receipts. Those posts, screenshots, and car photos don’t disappear. They just sit there waiting for someone to connect the dots.

pangram: 100%
GPTZero: 100% AI Generated
Undetectable: 99% AI/GPT
Originality.io: 88% AI Generated

Yeah I’ve noticed that too. A lot of these young guys think money can buy their way out of anything, like they can just bribe the police or officials when things get hot. Meanwhile they’re living this flashy life their parents could never afford, and they’re not even trying to hide it. At that age, pulling up in Lambos and posting about it is basically writing your own case file.

He really planned his own sentencing without realizing it. The cars, the parties, the Discord brags… all of it made him impossible to ignore. Plenty of scammers are still out there flying under the radar, but once the money gets too big and the lifestyle gets too loud, the mistakes start stacking up fast. But it's all about the bragging in the first place.  

pangram: 100%
GPTZero: 100% AI Generated
Undetectable: 99% AI/GPT
Originality.io: 88% AI Generated

Yeah I saw those posts too. Every government is out here saying “no immediate threat, don’t panic” while quietly telling people to stockpile food and emergency supplies. You can’t really have it both ways like that.

If there’s truly nothing to worry about, why the sudden push for people to prepare? And if preparation is needed, then just say it straight instead of trying to calm everyone down at the same time. Mixed messages like this just make people more uneasy.

pangram: 100%
GPTZero: 100% AI Generated
Undetectable: 99% AI/GPT
Originality.io: 85% AI Generated

I’ve been noticing the same thing for a while now. Everywhere you look there’s another new thread about the 2027 presidential election. One person starts something, then someone else opens another one, and before you know it the conversation is scattered all over the place. You have to jump from post to post just to follow what people are saying, and half the time the good points get buried or repeated without anyone connecting them.

That’s why bringing everything into one single thread actually makes sense. At least here people can stay in one place and the discussion won’t keep getting split into pieces. The main thing that links all of us in this conversation is still the presidential election. That’s the big one most people are watching and arguing about. But it doesn’t mean we have to ignore everything else. Talking about the National Assembly is fine too both the Senate and the House of Representatives. Those races matter a lot because the people who end up there will either work with the next president or make life difficult for him.

Same thing with the gubernatorial elections and the state houses of assembly. Those ones affect people more directly in their own states, so it would be strange to pretend they don’t exist just because the presidential race is louder. Anyone who wants to talk about their state or their candidates should feel free to do it here. No need to open yet another separate thread for every small angle.

I just think if we’re all going to keep discussing 2027, we might as well keep it organized. One solid thread where the presidential conversation is the center, but everything connected to it is still welcome. That way people can actually follow the discussion without getting lost.

pangram: 100%
GPTZero: 100% AI Generated
Undetectable: 84% AI/GPT
Originality.io: 93% AI Generated


[3]

User: denshin

I think if a real return comes it wont look like 2021. Back then almost everything was just a chart, people bought first and looked for a use later (or never).

What's missing now is stuff people actually use without caring about the token at all. Cheap L2s made that possible, a few cents per transaction means you can build apps and even games where the chain is just the backend and nobody has to think about it. Until people show up for the product and not the chart, every "alt season" is mostly rotation imo.

GPTZero: 100% AI Generated
pangram: 100%
Stealthwriter: 100%
Undetectable: 62% AI/GPT

I'd frame it the same way henmark does, "better" only makes sense per job. Bitcoin is the best at being money nobody controls, and nothing else comes close there.

But nobody is going to run a game or a social app where every action costs real money and takes minutes to confirm. The chains that won anything won it by being cheap and boring for one specific use case, not by replacing Bitcoin.

GPTZero: 100% AI Generated
pangram: 100%
Stealthwriter: 100%
Originality.io: 90% AI Generated
Undetectable: 63% AI/GPT

The barter -> gold -> fiat arc is a good spine, because each stage breaks in a way the player can feel instead of read. One thing that tends to work in learn-by-playing games: let the player hit the failure before anyone explains it. Let them store value in something perishable during barter and lose it, then have Sato comment. If the explanation comes first, it turns back into a lesson with extra steps.

Also worth logging where people stop playing in the demo. In our experience the drop is usually at the first long block of text, not at the hard part.

GPTZero: 100% AI Generated
pangram: 100%
Stealthwriter: 100%
Originality.io: 88% AI Generated
Undetectable: 99% AI/GPT

Chia ran into the same question with its timelords. The fastest timelord does win nearly every race there, but timelords don't earn block rewards: rewards go to farmers through proof of space, and the VDF only keeps the clock. So block production stays spread out even though the timing is done by the fastest machine.

In your design the VDF picks the winner directly, so I'd agree with Ucy that it drifts toward the fastest single prover, the same way hashing drifted toward ASICs. Your odds page is already the right instrument for this: once there are more nodes, if one box takes nearly every block, verification is decentralized but production isn't.

GPTZero: 100% AI Generated
pangram: 100%
Stealthwriter: 100%
Originality.io: 88% AI Generated


[4]

User: Soren Vale

There are so many chains fighting for users and liquidity right now. Some are pretty new, like Unichain, Monad, HyperEVM, Arc and Robinhood Chain, while Polygon, Avalanche and BNB Chain have been around for a while.

Which one do you actually use the most? And what makes you pick a chain: low fees, speed, liquidity, security, or just the ecosystem and apps on it?

Also curious which of the newer ones you think will still matter a year from now.

Vote in the poll and share your thoughts below.

Undetectable: 56% AI/GPT
Stealthwriter: 100%
pangram: 100%
GPTZero: 100% AI Generated
Originality.io: 90% AI Generated

DEXs have gotten a lot better over the past few years. Aggregators, cheaper L2s and better wallets have made swapping onchain much easier than it used to be. But mainstream adoption still feels slower than a lot of people expected.

From what I've seen, a few things keep holding people back. New users still get confused by seed phrases, gas fees, token approvals and switching networks. MEV and sandwich attacks make trading feel unfair, especially on bigger swaps. Liquidity is spread across so many chains that the same pair can be deep on one and thin on another. Exploits and bridge hacks keep making the news, which doesn't help trust. And some front-ends are now geo-blocked or under regulatory pressure.

Which of these do you think is the biggest problem, and which one gets fixed first? And if one of them were solved tomorrow, do you think DEX volume would actually grow a lot, or would people keep doing what they already do?

Vote in the poll and let me know what you think.

Undetectable: 99% AI/GPT
Stealthwriter: 100%
pangram: 100%
GPTZero: 100% AI Generated
Originality.io: 89% AI Generated

I think the main difference is whether you’re taking a calculated risk based on an asset and its fundamentals, or simply betting on an uncertain outcome.

Crypto can become gambling if someone is just chasing short-term moves without understanding what they’re buying. But holding, trading, or using on-chain assets isn’t automatically gambling.

What I find more interesting lately is how DeFi tools are making it easier to actually see what’s happening on-chain. For example, I’ve been looking at LCX Liberty DEX (https://dex.lcx.com/) , where you can compare liquidity and swap routes across different sources while keeping control of your own wallet.

At the end of the day, the tool doesn’t make something an investment or a gamble, how you use it does.

Undetectable: 99% AI/GPT
Stealthwriter: 100%
pangram: 100%
GPTZero: 100% AI Generated
Originality.io: 94% AI Generated

Came across the newly launched LCX Liberty DEX and thought it might be worth discussing here, especially from the development/technical side.

From what they’ve published, Liberty DEX is a non-custodial DEX aggregator that builds its own view of on-chain liquidity instead of relying entirely on an external pricing service.

A few things caught my attention:

Tracks 400K+ liquidity pools and 400K+ tokens across 40+ venues
Supports Ethereum, Base, Arbitrum One and OP Mainnet
Can split larger trades across different liquidity sources
Ranks routes based on the amount reaching the wallet after gas
Supports cross-chain swaps in a single flow
No LCX platform fee on swaps
Includes a multi-chain portfolio view
Routing infrastructure is also available to developers through an API, TypeScript SDK and embeddable widget
They’ve also launched an MCP server for AI applications, but the tools are read-only and cannot sign transactions or move funds

What I find more interesting than the DEX interface itself is their decision to make the routing engine part of the developer product.

Instead of just building another swap frontend, they seem to be positioning the underlying liquidity/routing infrastructure as something wallets, trading apps and other developers can integrate.

The project is live here: https://dex.lcx.com

Has anyone here tested the routing yet?

Would also be interested to hear what developers think about maintaining an independent view of liquidity across hundreds of thousands of pools versus relying on existing aggregation/pricing infrastructure.

Undetectable: 66% AI/GPT
Stealthwriter: 65%
pangram: 100%
GPTZero: 100% AI Generated
Originality.io: 92% AI Generated


[5]

User: Mimideboy

I’m still learning about Bitcoin and one thing i am  trying to understand better is how supply and demand affect its price From what I understand when more people want to buy Bitcoin than sell it the increased demand can push the price higher On the other hand when more people are trying to sell than buy the price can go down

Bitcoin is also different because its total supply is limited to 21 million coins This makes me wonder how limited supply affects Bitcoin’s value when demand continues to change For example if more people and businesses start wanting to own Bitcoin in the future could the limited supply have a significant effect on its price?

I would really like to hear from more experienced Bitcoin users How important do you think supply and demand are when it comes to Bitcoin’s price? Are there other factors that you think beginners should pay attention to when trying to understand Bitcoin price movements?

pangram: 100%
GPTZero: 100%
Originality.io: 90% AI Generated

Thank you for pointing that out I agree that Laudas newbies  read before posting thread is very useful especially for someone who is new to the forum I will make sure to read it carefully because I believe understanding the rules and how the forum works is important before making posts.

I also appreciate your advice about the Meta and Reputation sections. Even if they are not the best places for a newbie to post I can still learn a lot by reading the discussions there i am still learning and trying to understand how everything works so advice from experienced members is really helpful to me
What is the most important thing you think a new member should learn before making their first few posts on the forum?

pangram: 100%
GPTZero: 100%
Originality.io: 90% AI Generated

[lovesmayfamilis]

elricalphons97

Bitcoin has taken another hit, falling to around $77K after breaking below the $80K support area. The reported Binance security incident has added more pressure to an already weak market.
Technically, I'm watching $76.8K and $75K as the next support areas. On the upside, BTC needs to reclaim $78.2K and then $80K to show that buyers are coming back. RSI is also getting close to oversold territory, but that alone doesn't mean the bottom is in.
Something I think deserves more attention is Bitcoin's actual use outside trading. For example, Uquid Shop lets holders spend BTC on physical and digital products, while Bitrefill supports BTC and Lightning for gift cards, mobile top-ups and eSIMs.
Of course, spending BTC doesn't automatically push its price higher. But if more people find useful reasons to hold and use it, that could strengthen its long-term role beyond speculation.
What do you think? Is the 76K–75K area likely to attract buyers, or could BTC fall further? And how much do you think real-world payment adoption matters for Bitcoin's long-term demand?

pangram:100%
Copyleaks: 100%
GPTZero: 100%

I can see why you focus on the fact that Satoshi never moved those coins, but I’m not fully convinced it points to the US government. Maybe the bigger question is why Satoshi chose to leave Bitcoin untouched even as its value grew beyond anyone's expectations. If the goal was simply to create a decentralized financial system, staying anonymous and never touching the coins might have been part of the original vision. Still, the NSA paper from 1996 is a fascinating piece of history. I wonder if there are other early cryptography documents worth looking into.

pangram:Possibly AI
Copyleaks: 100%
quillbot: 100%

I agree that Bitcoin’s real strength goes far beyond its price. With a fixed supply of 21 million BTC, growing institutional adoption, and the freedom to control our own assets, BTC has strong potential for long-term growth. What makes me even more optimistic is seeing Bitcoin become more useful in everyday life. I recently used BTC to pay in installments at 0% interest for a coffee machine through Web3 Uquid Shop, which showed me that Bitcoin is not just something to hold and wait for its price to rise. If more people can use BTC for real purchases like this, I believe its value and adoption could grow much further over time.

pangram:Possibly AI
Copyleaks: 100%
quillbot: 100%