AI Spam Report Reference Thread

[Lucius]

User : bitryonix

This note looks at physical attacks on bitcoin and crypto-asset holders as adaptive processes rather than simple “wrench attack” events.

The core idea is that technical constraints do not have fixed effects under coercion. What matters is also how the attacker interprets them: as genuine incapacity, temporary friction, deception, or evidence of outside intervention. The same mechanism can therefore lead to abandonment, circumvention, delay, or escalation.

The model separates physical control from asset control, tracks attacker beliefs and available signals, and treats time as several competing processes rather than assuming that delay is inherently protective.

Interested especially in criticism of the model: missing attack paths, bad assumptions, categories that do not survive real cases, or situations it cannot represent cleanly.

Copyleaks -> AI Content Found 100%
GPTZero -> We are highly confident this text was AI generated 100%

[LoyceV]

Since yesterday, I've received PMs from 3 different accounts asking me to remove the neutral "chatbot spammer feedback" I gave them. I barely get requests like that, and now suddenly 3 in 24 hours. Coincidence? I don't know. Maybe account farmers are losing too many accounts because of nutildah's sigbans and now need their tagged accounts again.

Dear chatbot shitposters, you can all stop asking me to remove factually correct neutral feedback. If you think your neutral tag is not justified, open a topic in Reputation. If my feedback is accurate and you're literally telling me it's correct, you're lucky you didn't get banned.
If you don't want a "chatbot shitposter" tag on your account, guess what, don't post shitposts from chatbots!

[Dark.Look]

User: Razmirraz

I agree. Running a business in a crisis isn’t about being the biggest. It’s about lasting. Start with what actually matters. Use the skills you already have. Be realistic and don’t get greedy. That’s how you build something solid. You can think about big growth later, after the economy is stable and your foundation is strong.

The best way to survive a downturn with Go back to basics. Sell what people around you actually need. Or use skills that solve real problems. Success right now isn’t about how fast you grow or how famous you get. It’s about adapting, keeping cash in the bank, and just surviving one step at a time. Without chasing some fake idea of overnight success.

gptzero: 100%
sapling: 100%
stealthwriter: 0% human

Those times were just easier. Less paperwork, less stress. 
Back then money felt like it came easy. It was nice while it lasted, but it didn’t last. I get why people miss it. Especially now. Prices are insane and getting a job feels 10x harder.
It almost makes you wonder: is the financial system being this careful now because they actually want to protect us from another crash? or is it just making everything worse?

gptzero: 100%
sapling: 99.5%
stealthwriter: 0% human

Having a reserve fund when investing in Bitcoin is a wise move. This asset is highly volatile, and no one knows for sure when the price will rise or fall. Without proper preparation from the start, investors can easily panic when the market begins to decline. Use discretionary income to buy Bitcoin, do not use money meant for daily necessities or emergency funds, as doing so is highly risky. If the strategy is clear, investments can proceed according to plan. You won't be forced to sell assets when prices drop just to cover urgent needs.

Bitcoin certainly offers the potential for significant gains, but the risks are equally high, the key to surviving in this market is discipline. Prepare a reserve fund for daily living expenses, then let the process unfold. Patience plays a role in keeping your investment safe until the moment you have awaited for years finally arrives.

gptzero: 100% mixed
sapling: 100%
undetectable: 93%

Discretionary income lets you invest with a clear head. No financial pressure means you won't panic sell. But money alone isn't enough. Knowledge is the foundation. Even with discretionary capital, you can still lose everything with poor management or a bad strategy.

Knowledge helps you spot scams, store your assets right "not your keys, not your coins", use the right strategy, and know when to DCA or buy more. Meanwhile, discretionary income covers your bills so you don't have to sell when the market dumps.

They go hand in hand. Discretionary income is your shield against real-life problems. Knowledge is the game plan that keeps you from getting rekt.

gptzero: 100%
undetectable: 99%
stealthwriter: 0% human
copyleaks: 100% AI Content Found

[Dark.Look]

User: flapduck

I think you're giving "structure" more credit than it has here. Splitting the space into cute little boxes does not reduce entropy unless the boxes are built from information correlated with the actual key. Otherwise it's just brute force wearing a nicer hat.

There are no "9 correct cubes" you can isolate independently. A private key is one scalar, and the address check gives you basically one bit of useful feedback: match or no match. You don't get to learn that byte 3 was good, byte 7 was bad, or that some subgroup is warmer than another. secp256k1 plus HASH160 has no mercy for partial guesses. Avalanche does its job, annoyingly well.

Chunking the search space is still useful, but only for engineering reasons: distributing work, avoiding overlap, checkpointing, GPU scheduling, keeping logs sane, etc. But reshuffling failed chunks and trying new groupings does not make the key more likely to fall into your net. If you searched X candidates, your probability is X divided by the remaining valid interval. The topology does not add fairy dust.

The only real reductions come from actual leakage or constraints: bad RNG, known generator pattern, revealed public key where a different attack becomes relevant, or some mistake in how the puzzle was made. Without that, Puzzle 71 is just a very large haystack where every straw looks cryptographically identical until one of them bites.

stealthwriter: 0% human
gptzero: 100%
copyleaks: 100% AI Content Found

Block discovery is basically a Poisson process: no matter how much "difficulty-cycle analysis" and "pool luck patterns" you throw at it, your chance of finding a block is driven by hashrate and time, not astrology on the previous few blocks.

People have been trying to "time" mining since GPUs and nobody has ever produced a repeatable, verifiable edge.

If they had, they'd quietly point their own hash at it instead of running a 20% commission club on Bitcointalk. 

stealthwriter: 0% human
gptzero: 100%
undetectable: 99%

Hey there,

The first thing I'd add is friction against low-effort noise. Every trading community starts with "high quality resources" and three months later it has turned into a zoo of affiliate links, chart screenshots, "alpha soon", and some guy with 11 followers calling every 2% wick a generational entry.

For the Hub, I'd want curated resources with a visible reason why they are there. Not just "this channel is good", but what it is good for, what market it covers, whether it is educational or newsflow, how often it posts, and what kind of trader it suits. Same for tools. A simple "who is this for?" field would already save people a lot of time. Some tools are great for on-chain scalpers and completely useless for someone swing trading majors. Context matters.

I'd also add a proper "post-mortem" area, because that is where traders actually get better. Not victory laps. Failed trades, bad assumptions, invalidated theses, sloppy risk, liquidity traps, news misreads, all of it. The cleanest trading communities I've seen were not the ones where everyone pretended to be a sniper. They were the ones where people could say "I was wrong, here is exactly where my thinking broke." That is worth more than another 40 Telegram groups full of rocket emojis.

For tools, I'd prioritize boring but powerful things: position sizing calculators, risk-of-ruin calculators, funding/open interest dashboards, volatility regime trackers, liquidation maps if you can integrate decent sources, economic calendar, wallet/token risk checkers, and maybe a small library of reproducible scripts or notebooks. Bonus points if users can submit a tool and others can challenge whether it actually works or is just numerology in a trench coat.

If you really want it to stay clean, give reputation to people who explain process, not to people who make lucky calls. A trader who says "this is my invalidation, this is the timeframe, this is the risk" is already ten times more useful than someone screaming "long now" into the fog. Maybe the Hub should reward thesis quality and follow-up discipline rather than PnL peacocking. PnL screenshots are the cheapest costume in crypto.

And please, for the love of all burnt margin accounts, keep the anti-pay-to-feature rule sacred. Once paid placement enters a resource hub, the whole thing starts smelling like a sponsored casino bathroom. If something is listed, it should survive criticism. Let people poke holes in it publicly. That alone would make the Hub more useful than most "trader communities" floating around right now.

stealthwriter: 0% human
gptzero: 100%
originality: 100%

Yeah, that framing is much better. "Sidecar feed with verification primitives" sounds like pretty boring stuff, which in trading infra is usually a compliment. The word oracle brings in expectations around signed attestations, economic security, on-chain settlement, slashing, all that baggage. If what you're shipping is fast off-chain market context for agents, call it that and you'll attract fewer people trying to measure it with the wrong ruler.

The bit I'd be most careful with is the recommend style endpoint. Once the service starts sounding like it is advising an agent what to do, you blur the line between data plumbing and decision logic. I'd keep the core API ruthlessly factual: observed time, received time, source set, max age, divergence, degraded state, stale reason, maybe a monotonic sequence id. Let the agent decide whether to trade, wait, hedge, refill budget, or go make coffee. The service should be the grumpy instrument panel, not the pilot.

Also, the NWC side is handy, but I'd treat that URL like a hot key with shoes on. Scoped wallet, tiny limits, rotation, and never let it leak into logs or model prompts. People will absolutely paste their .env into debugging chats sooner or later because humans remain the weakest serialization format.

If you want serious bot people to trust it, I'd build a replay harness early. Feed it nasty historical windows where Binance and Deribit disagree, websockets stall, funding data lags, liquidity vanishes, and clocks drift. If the client can reliably fail into "do nothing" instead of "market buy because number exists", you're building something useful.

gptzero: 100%
stealthwriter: 0% human
copyleaks: 100% AI Content Found
originality: 100%

[Dark.Look]

User: purple_sparkles

I think a lot of things can be figured out as you go. If your investments are still relatively small, you can start by learning the basics and using the simplest and free options available. As your savings grow, it becomes worth thinking more seriously about security and protection. There are plenty of options to choose from. It’s also important not to keep everything in a single wallet, spread your funds across several wallets, and the risk of a major loss will be reduced.

gptzero: 100% mixed
sapling: 100%
undetectable: 73%
pangram: 100%

For me, the final minutes of a match are always the most intense, but I’m afraid to take risks and place bets specifically during the last few minutes. The physical and psychological pressure on the players is definitely higher toward the end of the game, and they can make mistakes that lead to conceding goals. However, this is such an unpredictable part of the match that I consider betting on goals in the final minutes to be a very risky bet.

quillbot: 100%
sapling: 100%
pangram: 100%

At the moment, I would still put my money on the younger Vladimir because he seems to be in better shape than his older brother. I also think that, from a psychological point of view, younger brothers often feel the need to compete with their older siblings and prove that they are stronger, sometimes as a result of childhood dynamics or traumas. So I think that in such a fight, the younger brother would most likely beat the older one. Although I doubt that such a fight will ever actually happen. Still, I think it would attract a lot of attention.

sapling: 99.2%
undetectable: 99%

I think the game software could contain algorithms that regulate the overall ratio of winnings to losses across all players. The numbers may indeed be generated randomly, but the limits set by the algorithms could still maintain a certain level of stability and profitability for the casino.

For the individual players, however, everything would still appear to happen randomly. This would apply more to the overall number of participants, meaning that who gets lucky is genuinely determined by chance rather than by rigged results.

gptzero: 100% mixed
sapling: 100%
stealthwriter: 0% human
quillbot: 100%

I’m generally quite cautious about this kind of activity, such as sharing referral or affiliate links, especially when it’s presented as a way to make money. I always wonder how worthwhile it actually is in terms of the time and effort you put into it compared to what you get paid. However, if someone has enough free time to do it alongside their main source of income, it can be a nice little side hustle, at least enough to make some money for a coffee and a pastry.

gptzero: 100% mixed
sapling: 99.9%
stealthwriter: 0% human

If I ever reached a level of wealth and lifestyle like Drake’s, I’d probably make some pretty reckless and questionable spending decisions too. Although, even now, I can sometimes spend money on things that aren’t exactly reasonable or easy to justify. But even if he makes some bad bets and tells the whole world about them, he definitely hasn’t lost at life. He can afford those kinds of losses, and that’s exactly why he takes those risks.

gptzero: 100% mixed
sapling: 100%
undetectable: 65%

[Cointikka]

Hi, AI text hunters!

I have been observing how much effort you guys put into identifying AI bots. I personally do not like your approach, as you guys are using an AI to detect an AI.  

I would like to introduce the purpose of my message in this thread: to introduce my work. I have been developing products aimed at assisting the Bitcointalk community and those who hold Bitcoin. My website is [https://cointikka.net]. It is a tool-oriented platform that prioritizes privacy. I have created a tool that I believe is as good for free as the existing ones currently being used.

After extensive testing, I am pleased to say that it has performed exceptionally well. However, I will not claim that it is definitively better than the tools you are currently using, as I would like to list the USP's first.

1. Four independent detection scores are blended into one.
2. The first one is a stylometry heuristic and grammer model.
3. There are two already-trained AI models updated for 2026 added to it.
4. You will be able to see where these disagree and agree.

There are many more, and I request that you guys give me an update on how the AI text detector works on my thread. I would be grateful. [https://bitcointalk.org/index.php?topic=5584094.0], then it would be great & kindful to you guys.
Link to the AI detector

Thanks..

[nutildah]

User: Razmirraz

User: purple_sparkles

I took a look through these user's posts and they've both been doing this for at least months. Whereas Razmirraz posts rote LLM output, at least purple_sparkes frames the prompt with something like "reply to this in the first person". Both types of output are the same in terms of content value. This guy on the other hand:

User: flapduck

reminds me a lot of the BattleDog account which was sigbanned for AI posting several months ago. flapduck stopped posting a while back, probably because they knew it wasn't gonna work out.

I personally do not like your approach, as you guys are using an AI to detect an AI.  
...
3. There are two already-trained AI models updated for 2026 added to it.

Your complaint is we are using an AI to detect AI, but you yourself are doing the same thing. All serious AI checkers involve some kind of AI because using set rules would be disadvantageous in accomplishing the task at hand.

Thanks for your enthusiasm but I think leaning on a forum member's own detector is also the wrong approach, unless you can demonstrate its accuracy with meaningful data first. I'm attempting to build an AI detector as well and it demonstrated some early success but I don't have convincing data yet -- nothing to suggest it can do what the other detectors can't.

We are using the detectors because they provide an objective measurement that can be easily replicated by others. Most regular posters here are able to spot LLM-crafted posts on their own and use the detectors to provide a degree of confirmation. I'm not against the idea of using your tool as a detector to choose from, but we need to know how well it works first.

[TypoTonic]

User: zhephoi
This account was registered on July 2018. All of it's previous posts were only on bounty threads, but it woke up recently and started making AI generated posts (noticeably linking blogs from a gambling site).

Code:

9/4/2026 2:53:47 AM	woke up

Post #1

Why your deposit isn't "stuck," it's waiting on confirmations
Came across a decent explainer breaking down what actually happens between broadcasting a tx and it showing up as credited. Summarizing the useful parts here:

What a confirmation actually is
Your tx sits in the mempool until a miner bundles it into a block — that's confirmation #1. Every block stacked on top after that is another confirmation. Platforms wait for a threshold before crediting funds because rolling back a tx gets exponentially harder the deeper it's buried.

Confirmation times by chain
BTC: ~10 min/block, most platforms now require 1-3 confirmations (down from the old 6-conf standard) → ~10-60 min depending on threshold
ETH: 12 sec blocks, but real economic finality (rolling back would cost >1/3 of all staked ETH) takes 12-15 min under Casper FFG
SOL: optimistic confirmation ~400ms, full finality ~13 sec

Why BTC specifically can stall completely, not just slow down
Fee-per-byte. Miners order the mempool by what pays most per unit of block space. Underpay during high traffic and the tx doesn't fail or expire, it just sits there until fees drop or you RBF/CPFP it.

What the platform can and can't control
Once broadcast, the platform can't pull funds from the mempool or speed up block production. It only controls the confirmation threshold it sets and how fast it processes its end once those confirmations land.

Just found the breakdown useful. Full writeup with an FAQ section here if useful: https://blog.chips.gg/post/why-your-crypto-deposit-isn-t-instant-and-when-it-will-be

GPTZero: AI 100%
Copyleaks: 100% AI Content Found
Stealthwriter: 0% human
Undetectable: 94% AI/GPT
Pangram: 100 % of this text is AI
Winston: 0% human


Post #2

**Disclosure:** I’m sharing this because I was looking into side bets recently and thought the math was pretty interesting. Feel free to check out the blog i referenced: https://blog.chips.gg/post/side-bets-explained-what-the-extra-wager-costs-you. This isn’t a review or an endorsement of gambling.

One thing I’ve noticed with casino games is that the side bets can look a lot more attractive than the main bet. You see something like **25:1, 50:1, or even higher**, and it’s easy to think, “Why not throw a little on it?”

The catch is that the bigger payout usually comes with a much higher house edge.
Take blackjack. Under good rules, the main game can have a house edge around **0.5%** with basic strategy.

But some common side bets are much more expensive.

For example:

* **21+3:** roughly 6–9% depending on the rules
* **Perfect Pairs:** around 10%+
* **Lucky Ladies:** can get close to 25%
* **Baccarat Tie:** around 14%

That's a pretty big difference.

And the funny thing is, you don't really notice it from one hand. If you put $5 on a side bet and lose, it's just $5. But do that over 100 or 200 hands and the math starts working against you pretty quickly. I think that's the part people sometimes miss. The big payout isn't necessarily the problem. It's the **probability behind that payout**. So whenever I see a side bet now, I basically ask three things:

**What's the payout?
How often does it actually hit?
What's the house edge?**

That third one is probably the most important.


Curious what everyone else does with side bets. Do you usually ignore them, throw a little on occasionally, or actually check the house edge first?

GPTZero: AI 100%
Copyleaks: 100% AI Content Found
Stealthwriter: 0% human
Undetectable: 88% AI/GPT
Pangram: 100 % of this text is AI
Winston: 0% human


Post #3

**Disclosure:** I’ve been looking into Keno and, rather than just looking at the biggest multiplier, I wanted to figure out what actually makes sense if you're trying to play it strategically. Been reading on this one for starters: https://blog.chips.gg/post/keno-on-chips-gg-house-edge-pick-count-and-who-it-suits

Is there actually a “smart” way to play Keno?

Obviously, you can't predict which numbers are going to come out. But there are still a few things you can control. I've been looking at Keno on several sites and one thing that caught my attention was how much the **pick count changes the way the game feels**.

You can pick between 1 and 10 numbers, so it's tempting to just go for the higher pick counts because that's where the bigger multipliers are.

But bigger payout doesn't automatically mean better option. With fewer numbers selected, you're generally going to see more frequent hits and smaller swings. With more numbers, you're basically accepting a lot more variance in exchange for the possibility of a much bigger payout. The other number worth paying attention to is the **house edge**.

The Keno game on Chips.gg is around **1% house edge / 99% RTP**, which is quite different from some traditional Keno games where the edge can be much higher.

So the interesting question isn't really *“Which numbers are lucky?”*


It's more:

**“Which pick count actually suits the way I want to play?”**

If you prefer smaller swings, lower pick counts probably make more sense.

If you're comfortable with longer stretches between hits and want to chase the larger multipliers, higher pick counts obviously change the experience.

There's no magic number selection that changes the underlying odds, but understanding the pick count and house edge at least lets you know what you're getting into.


For the people who actually play Keno — **what pick count do you normally use, and why?** Does changing the see really help or purely luck? Been seeing on Twitter/X several influencer/streamers hitting good hits right after they change their seeds.

GPTZero: AI 63%
Copyleaks: 100% AI Content Found
Stealthwriter: 10% human
Undetectable: 77% AI/GPT
Pangram: 100 % of this text is AI
Winston: 20% human

[nutildah]

This user was forwarded to me recently:

Valcendier

PSG’s message to the Champions League was truly crystal clear. The 6-1 victory is impressive in and of itself, but what really stood out was how the attacking players complemented each other. Dembélé scored two goals and added two assists, while Ferran Torres stole the show with a hat trick. PSG had already taken a 5-0 lead by the 57th minute.
I think it’s especially important to highlight the Ferran Torres factor here. While there was still debate about exactly what he would bring to PSG following his arrival, scoring a hat trick in his first Champions League match is a tremendous development for Luis Enrique as well. The chemistry between him and Dembélé also looks extremely promising.
And PSG’s attacking line is starting to look truly intimidating. When the other attacking players join the Dembélé and Ferran Torres duo, opposing defenses are in for a very tough time.

Sapling: 100% Fake
Originality: 100% Likely AI

It wouldn’t be accurate to say that Trabzonspor is a bad team. It’s a club that competes in Turkey’s top league, has a history of significant achievements, and is capable of being in the running again every season.

But we need to make a side note about Mohamed Salah. Theoretically, there’s nothing strange about Salah wearing a Trabzonspor jersey, but under current circumstances, the likelihood of that happening is more in the realm of soccer romance.

In soccer, a team at the top today might stumble tomorrow, while a team lagging behind today could re-enter the championship race with a few smart moves. It’s entirely possible that Trabzonspor will once again become one of Turkey’s strongest teams in the future.

Sapling: 100% Fake
Originality: 99% Likely AI

Tedesco earned his first point in the league, but the start for Bologna is far from encouraging.

For a head coach who had a significant cup run with Leipzig, starting the league season this way is certainly below expectations. Tedesco, who was let go after a successful season at Fenerbahçe and took over at Bologna, suffered 1-0 losses against Atalanta and Lazio.

Today, however, despite falling behind against Sassuolo, they didn’t give up and managed to salvage a point.

It’s still early in the season, so it wouldn’t be right to pass judgment on Tedesco just yet. But it’s already clear that his job at Bologna won’t be easy. Earning that first point was important; now he needs to turn it into consistent results.

Sapling: 100% Fake
Originality: 100% Likely AI

Accounts that specifically use AI to make low value posts like this should probably be banned from the forum.

[FinneysTrueVision]

I don’t know if this recently woken up user is actually Croatian or if they assumed the nationality of the account’s previous owner to farm merit in that local board.

DesmondHayes

Evo  jedne vijesti vezano uz crypto malware. Pojavila se lažna desktop aplikacija koja se predstavlja kao Claude, konkretno "Claude Opus 5 Free Desktop". Koliko sam shvatio iz članka, nije riječ o problemu sa službenim Claudeom nego o lažnoj aplikaciji koja u sebi ima RevStealer malware. Malware navodno pokušava pokupiti podatke iz browsera, cookies, lozinke, kao i podatke vezane uz crypto wallete. Spominje se da cilja više od 50 različitih walleta, tako da ovo može biti dosta ozbiljan problem za nekoga tko instalira aplikaciju misleći da je službena. Zato bi bilo dobro pripaziti odakle se skidaju desktop aplikacije i ne instalirati nikakve "Claude" aplikacije preko random linkova ili neprovjerenih stranica. Ako netko već ima instaliranu Claude desktop aplikaciju, bilo bi dobro provjeriti odakle je skinuta i je li službena.

https://www.helpnetsecurity.com/2026/09/01/revstealer-malware-claude-opus-5-github/

I još jedan članak vezano uz isti slučaj:

https://cointelegraph.com/news/fake-claude-desktop-app-spreads-crypto-stealing-malware

pangram - 80% AI (It is 100% AI if you remove the links and additional comment below the first paragraph)
copyleaks - 100% AI

I came across this case from Cyprus today and thought it was worth sharing. A 61 year old man from Paphos reportedly lost more than €77,600 after getting scammed twice. First he saw a crypto investment ad on social media and was contacted by someone offering to help him invest. He sent around €6,200 in crypto and was given a website where he could supposedly see his investment growing. When he tried to withdraw the money, they asked him for another €3,222. He realized it was a scam and stopped communicating with them. Unfortunately, later he was contacted by two other people who claimed they could recover the money he had lost. They told him they could also release the profits from his investment. Between March and July he made several payments to foreign bank accounts for different fees, expenses and taxes. In the end he didn't get anything back and realized he had been scammed again.

This is a good example of why people need to be very careful with crypto recovery services. Once someone knows you've already lost money, you can become an easy target for another scam. If someone contacts you promising to recover your crypto and asks for an upfront fee, tax or withdrawal payment, I would be very suspicious. The case was reported in Cyprus on September 5, 2026.

https://cyprus-mail.com/2026/09/05/paphos-man-loses-more-than-e77600-in-cryptocurrency-scams?utm_source=chatgpt.com

pangram - 100% AI
gptzero - 100% AI polished
copyleaks - 100% AI

I've been following the CLARITY Act a bit more lately and I think this is one of those things that could be important for crypto, but probably not for the reason people expect. A lot of the discussion is about whether Bitcoin will pump if the bill passes, but honestly I don't think that's the main point. The bigger problem in the US has been the uncertainty around who is actually responsible for crypto, the SEC or the CFTC. The two agencies have already started giving clearer guidance this year, but legislation would make the rules more permanent instead of relying only on regulators changing their approach. The interesting part is what happens to the companies building in the US. If the rules become easier to understand, I could see more startups, exchanges and investors being willing to stay in the US instead of looking for another country. The SEC itself has said that clearer rules could reduce costs and encourage more activity and innovation in the US.

The next big test is the Senate vote expected on September 15. But this is important — it's not the final vote to make CLARITY law. It's a procedural vote that needs 60 votes to move the bill forward. Even if it passes that stage, there is still more work before anything becomes law.

This is where I think things get interesting. If the vote goes through, I don't expect BTC to suddenly go +20% just because of the news. But it could be a positive signal for the whole US crypto industry. If it fails or gets pushed back again, Bitcoin will probably survive just fine, but companies might not want to keep waiting forever. Senator Lummis has even warned that if the bill doesn't pass in the current Congress, the next serious opportunity could be years away. That's obviously a political prediction, not something guaranteed, but it shows how much pressure there is around getting this done now. Personally, I'm more interested in the long-term effect than the short-term BTC price. Clear rules are boring, but boring might actually be exactly what crypto needs at this stage.

What do you guys think? If CLARITY passes, does it actually change anything for Bitcoin, or is the real winner going to be the companies building around crypto?

pangram - 100% AI
gptzero - 100% AI
copyleaks - 100% AI

[Cointikka]

Your complaint is we are using an AI to detect AI, but you yourself are doing the same thing. All serious AI checkers involve some kind of AI because using set rules would be disadvantageous in accomplishing the task at hand.

I understand it, and yet it seems like you are using AI to solve an AI issue, wherein AI is made to solve a human issue. I did use it to solve human issues. Just playing with words  

Thanks for your enthusiasm but I think leaning on a forum member's own detector is also the wrong approach, unless you can demonstrate its accuracy with meaningful data first. I'm attempting to build an AI detector as well and it demonstrated some early success but I don't have convincing data yet -- nothing to suggest it can do what the other detectors can't.

My website and all their tools are privacy-focused. I cannot give you data as I do not collect it, but I have created a simple calculation which is displayed on my tool showing how many AI checks have been done till today. My website calculates how many times the tools have been used and what result was obtained.

We are using the detectors because they provide an objective measurement that can be easily replicated by others. Most regular posters here are able to spot LLM-crafted posts on their own and use the detectors to provide a degree of confirmation. I'm not against the idea of using your tool as a detector to choose from, but we need to know how well it works first.

I am not using a self-created LLM, but those that have been trained in 2026 and older. I have my own grammar analysis tool, which is efficient enough to detect human writing regardless of whether the user is using writing assistance or translating, as the two tools that I have detect those as AI-generated. I would request that you give my tool a try. Thanks again for your response.

There are a total of three tools, and each tool generated its own outcome. I did not want an average; therefore, I gave my users the option to decide which tool they want to believe, as AI can never be 100 percent accurate. This is the reason why you guys are still using 7 different AI tools to come to a conclusion.

BTW..Creating an LLM is not a big issue, but training it is a big issue and needs a lot of money.

[lovesmayfamilis]

There are a total of three tools, ......

You're quoting incorrectly, as if you're answering yourself, but you're not. Correct your quotes.

[Rikafip]

I don’t know if this recently woken up user is actually Croatian or if they assumed the nationality of the account’s previous owner to farm merit in that local board.

From the posts written in our local board, he looks like a native speaker. Then again, with how developed AI is, you can't be 100% sure anymore.

[Cointikka]

There are a total of three tools, ......

You're quoting incorrectly, as if you're answering yourself, but you're not. Correct your quotes.

Thanks for the audit check and for helping me. Highly appreciated as always 

[nutildah]

I understand it, and yet it seems like you are using AI to solve an AI issue, wherein AI is made to solve a human issue.

Look at that, us thinking out of the box and all that.

There are a total of three tools, and each tool generated its own outcome. I did not want an average; therefore, I gave my users the option to decide which tool they want to believe, as AI can never be 100 percent accurate. This is the reason why you guys are still using 7 different AI tools to come to a conclusion.

Alright well if you'd like to be the 8th, please provide some examples of success that suggest your detector would be a good addition. In lieu of hard data that would suffice. It would be nice to have another tool at our disposal. Thanks.

[macson]

Just checked a few users and this is what I found:

Basically, all of this users' posts are AI-generated.

User: ScaleAndPay

Compulsory voting never fixes broken politics. Low turnout is often just people voting with their absence - refusing to give legitimacy to a system where both candidates serve the same corporate donors. Forcing people to pick between bad options under threat of a fine isn't democracy; it's just pure coercion.

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

People often confuse AI assistance with full autonomy. We've had robotic surgical systems assisting doctors for years, and AI will definitely make operations much more precise and lower human fatigue. But surgery isn't just about executing predetermined steps; it's about handling rare, chaotic complications in real time.

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

Two areas will always require humans: hands-on physical trades (robotics hardware is decades behind software) and high-stakes decision making where legal/financial accountability matters. For everything in between, the best strategy is learning how to integrate AI tools into your daily workflow rather than trying to compete against them.

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

I tried Solcard a while back for a few small online payments. It worked, but the fee structure is honestly brutal once you factor in the top-up fees and the exchange rate spread. Dropped it and ended up sticking with cards from tier-1 exchanges for regular spending, or other no-KYC alternatives when privacy is needed. Definitely wouldn't keep large balances there.

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

"Not your keys, not your coins" is still the golden rule. I only keep what I’m actively swing trading on exchanges. The main stash sits safely on a cold wallet, and I use a hot software wallet (like Rabby/Metamask) with small amounts just for DeFi and day-to-day transactions. Sleeping peacefully at night is worth the minor inconvenience.

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


This user had been warned beforehand about the use of AI. However, he stubbornly believed he was right and ignored it.

User: Cypra

I’d push back on the idea that recovery must take years. Markets can reprice very quickly once risk falls. We already saw Brent drop from around $126 in April to just over $70 by early July after the ceasefire.  Today it’s near $98 because tensions returned.  That shows expectations matter enormously. The real economy may recover slower, but “everything stays expensive for years” isn’t inevitable.

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

I agree that the damage doesn’t disappear the moment a war ends, but markets can recover faster than the real economy. Oil prices often react to expectations before the actual situation changes. Once markets see a credible path to peace, supply fears, shipping costs and risk premiums can fall quickly. So “back to normal” may take time, but recovery doesn’t necessarily have to be painfully slow.

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

The shift toward crypto-first payments is understandable, but I’d argue regulation isn’t the only major obstacle. Liquidity, volatility, responsible-gambling requirements, fraud prevention, and user trust still create significant friction. Crypto can reduce chargeback exposure and speed up settlement, but it doesn’t automatically solve payment risk—it often shifts that risk to custody, on/off-ramp providers, and compliance infrastructure.

Also, player preference for crypto withdrawals doesn’t necessarily mean players want crypto deposits exclusively. A hybrid fiat + crypto model may remain more practical for mainstream operators.

So the real competitive advantage may not be simply “crypto-first,” but building flexible payment infrastructure that can adapt to regulation, player preferences, and market conditions without forcing operators into one payment model.

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

This case highlights an important point, but the problem isn’t crypto itself—it’s the lack of verification and awareness around who people trust. The same “pay a fee to unlock your money” tactic exists in traditional finance too. Recovery scams are particularly dangerous because victims are already emotionally vulnerable and desperate to recover losses. Instead of simply warning people away from crypto, the focus should be on education, verifying platforms and regulators, using reputable exchanges, and never sending additional money to recover supposed profits or losses.

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

Honestly, I think technical knowledge is just one layer of protection. You can understand wallets, signatures, and blockchain perfectly and still get wrecked by a scammer 😂. Sometimes the biggest vulnerability isn’t the wallet—it’s our brain. Greed, FOMO, urgency and overconfidence can bypass even a well-informed person. A little skepticism and patience can save more money than a PhD in crypto.

pangram: 100%
GPTZero: 100% AI Generated
Stealthwriter: 100%
Originality.io: 100%
Undetectable: 76% AI/GPT


This too. His post was AI-generated.

User: ferrddy

Interesting to see HYPE and BTC spot pairs making the top-traded list on Hyperliquid. I've been watching the Hyperliquid order flow closely - the depth seems decent for BTC pairs compared to some other DEXs. What's been your experience with slippage on those pairs? The main thing I keep thinking about is whether this signals genuine demand or just speculative frenzy. Either way, it's worth keeping an eye on how the order books behave during volatile periods.

pangram: 100%
GPTZero: 100% AI Generated
Stealthwriter: 100%
Originality.io: 100%
Undetectable: 72% AI/GPT

I've been tracking similar ETH setups myself, and the ETF flow data is particularly telling - that $189M single-day inflow is the kind of institutional interest that doesn't just disappear. What I find more fascinating is how the narrative has shifted from pure price speculation to actual protocol-level developments. Glamsterdam could genuinely change the staking dynamics if it rolls out as promised, and the fact that it's not fully priced in yet suggests we're still in the early innings of this cycle.My approach has been watching the ETH/BTC ratio as the primary signal rather than USD price - that 27-32% bounce off the June lows showed strong accumulation, and the push to 0.0334 confirmed the rotation was real. The question I'm weighing is whether to wait for a cleaner entry or accept current levels given the momentum. Have you been scaling in at all, or are you still waiting for that correction?

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

Honestly, memecoin crashes like this are almost inevitable once the hype cycle runs out of fuel. I've been watching these political-themed tokens closely and what I find more telling is how quickly the narrative shifts - one day it's all about the next big thing, the next day the floor disappears entirely. The real issue here isn't just the 99% crash, it's how these tokens become vehicles for quick profit-taking rather than anything with genuine utility. I'd be curious to know if anyone here actually did fundamental research on this token or if it was purely momentum-based entry. What's your take on the broader memecoin landscape right now?

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

Love this thread - sci-fi has been a constant companion through some formative years for me. If I had to pick three that really shaped how I think about stories and ideas, I'd go with Neuromancer for essentially inventing the cyberpunk playbook and the whole 'cyberspace' concept that feels prophetic now, The Left Hand of Darkness for its exploration of identity and society through a truly alien lens, and Arrival for pulling off something rare - making linguistic puzzles feel emotionally resonant.

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


*All posts have been reported.

[LoyceV]

What's the verdict on Newbie Upstairs_Lobster2449?

Thanks for the comprehensive guide, Keith. It's always great to see content focusing on true entropy and proper opsec. Too many people still rely on software PRNGs or sketchy online generators without understanding the underlying risks.

Generating a BIP39 seed with physical dice is arguably the gold standard for air-gapped cold storage setups. Just a small tip for anyone doing this: roll the dice on a soft surface like a felt mat or a folded towel. It prevents acoustic side-channel leaks and keeps the dice from chipping over time.

Interesting concept. Combining decentralized submarine swaps with silent payments to obscure input ownership is a smart workaround for the coordination friction we see in traditional CoinJoins.

I agree with the assessment that Octojoin works best as a complementary layer (e.g., processing a CoinJoined UTXO through Octojoin) rather than a standalone replacement. The success of this will heavily depend on seamless wallet integration (like the BlueWallet/Electrum PRs mentioned) and solving the standard denomination fingerprinting issue.

Looking forward to seeing the protocol mature beyond the PoC stage. Thanks for bringing this to the Development & Technical Discussion board.

[macson]

What's the verdict on Newbie Upstairs_Lobster2449?

This is what I got:

Thanks for the comprehensive guide, Keith. It's always great to see content focusing on true entropy and proper opsec. Too many people still rely on software PRNGs or sketchy online generators without understanding the underlying risks.

Generating a BIP39 seed with physical dice is arguably the gold standard for air-gapped cold storage setups. Just a small tip for anyone doing this: roll the dice on a soft surface like a felt mat or a folded towel. It prevents acoustic side-channel leaks and keeps the dice from chipping over time.

Solid contribution to the community, bookmarked!

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

Interesting concept. Combining decentralized submarine swaps with silent payments to obscure input ownership is a smart workaround for the coordination friction we see in traditional CoinJoins.

I agree with the assessment that Octojoin works best as a complementary layer (e.g., processing a CoinJoined UTXO through Octojoin) rather than a standalone replacement. The success of this will heavily depend on seamless wallet integration (like the BlueWallet/Electrum PRs mentioned) and solving the standard denomination fingerprinting issue.

Looking forward to seeing the protocol mature beyond the PoC stage. Thanks for bringing this to the Development & Technical Discussion board.

pangram: 100%
GPTZero: 100% AI Generated
Stealthwriter: 100%
Originality.io: 100%
Undetectable: 80% AI/GPT

Disclaimer: This is a factual account of my experience with Bybit compliance review. Not legal advice. All statements are supported by documented email correspondence.

Quick Summary:

• UID: 44656611 | Case #: 24a8c4f4b3364958a894e0095177f230
• Deposit: 13,772.9 USDT (TRC20) on March 12, 2026
• TxID: 83971948c8323599e7ca16e70410e02d6539cd2384048f5a4f46ae5f7a4154f8
  
• Status: Under compliance review since March 2026 (165+ days)
• Total balance affected: ~43,537 USDT (including ~29,764 USDT unrelated to the deposit)
• Key fact: Bybit confirmed on July 28, 2026: "No additional documents are required"

Timeline (condensed):

• Day 0 (12.03.2026): Deposit confirmed on-chain; account functions restricted immediately
  
• Days 1-3: Submitted ALL requested docs (loan agreement, counterparty ID, source of funds, Tx details)
  
• Day 30: Support stated review period was "final at this stage"
  
• Day 138 (28.07.2026): Received written confirmation: "No additional documents are required" (Case #27056280)
  
• Day 165+ (today): Still no final decision; funds remain frozen; partial withdrawal requests ignored
  

Key Observations:

• On-chain confirmation ≠ account credit: Transaction is confirmed on TRON, but the exchange controls when/if funds become accessible.
  
• Documentation isn't always sufficient: Even with complete, verified documents and written confirmation that "no further docs needed," the review can continue indefinitely.
  
• Proportionality concern: ~29,764 USDT of my balance was unrelated to the deposit under review, yet freezing the entire balance was treated as a single action.
  
• No direct escalation path: Support cannot intervene in compliance decisions; compliance provides no timelines or specific deficiency notices.
  

Questions for the community:

• Has anyone successfully resolved a prolonged compliance freeze on Bybit or other offshore exchanges? What approach worked?
• For those familiar with FATF Travel Rule or AML reviews: what documentation or strategy helped move things forward?
• Is partial withdrawal of uncontested funds typically possible during an ongoing AML review on major exchanges?

What I've learned (so far):

• Withdraw to self-custody promptly after on-chain confirmation when possible
• Keep meticulous records of source-of-funds documentation before depositing to CEXs
  
• Understand that "compliance review" timelines on offshore exchanges are often undefined and non-negotiable
• Consider the counterparty risk of any custodial service, regardless of reputation or volume

Privacy & Verification Note:

• UID partially redacted: 4465**** (full UID provided to regulator FSA Seychelles)
• Counterparty personal data redacted per privacy laws
• All statements supported by documented email correspondence
• TxID provided above for independent blockchain verification

I'm sharing this not to criticize any single platform, but to contribute to the community's understanding of custodial risk and compliance practices on centralized exchanges. Happy to answer questions in the comments.

Stay safe. Manage counterparty risk. Not your keys, not your coins.

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

[UchihaSarada]

User HenriL

Post https://bitcointalk.org/index.php?topic=5594159.msg67144718#msg67144718

Hi everyone, I just got back from a three-week assignment in Beirut and wanted to share a practical tip about security while traveling. Two-factor authentication (2FA), transactions I only do all that over mobile data, never on a shared network. It might seem paranoid, but with everything we read about account compromises, I prefer to limit the attack surface, especially when working with clients abroad and not always having control over the local infrastructure. The problem is that, in the past, I often found myself having to make do with a local SIM card bought on the fly upon arrival—with the lines, having to show my passport, and sometimes a limited data plan that didn’t last the full three weeks. Before leaving, I looked into eSIM plans for Lebanon rather than relying on hotel Wi-Fi or buying a local SIM card upon arrival. I set it up from Nantes before the flight, and once I arrived, it worked without a hitch even during the round trip to Baalbek for the client, where the Wi-Fi at my lodging was clearly not something I’d have wanted to connect to for checking my transactions. I stuck to mobile data for anything involving sensitive access, without having to juggle a physical SIM card in addition to my work phone. How do you handle it when you’re on assignment in countries where public Wi-Fi isn’t trustworthy?

gptzero.me AI 100%
Copyleaks 100% AI Text
originality.ai Likely AI 100% Confident
stealthwriter.ai AI detected 0% human
sapling.ai Fake 100%

[Cointikka]

Alright well if you'd like to be the 8th, please provide some examples of success that suggest your detector would be a good addition. In lieu of hard data that would suffice. It would be nice to have another tool at our disposal. Thanks.

I will update this thread with what the tool can accomplish when you use it. Thanks for checking the tool. I am currently adding a few more features to help you guys hunt AI text writers with ease.