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『Freezen』
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@Freezen_2 Oh, you can actually see that this was a mistake in our prompt (old part of prompt that we did not remove), the tool returned error there when accessing those files because they did not exist
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We replicated Mythos findings in opencode using public models, not Anthropic's private stack.
The moat is moving from model access to validation: finding vulnerability signal is getting cheaper; turning it into trusted security
A better way to read Anthropic's Mythos release is not "one lab has a magical model."
It is: the economics of vulnerability discovery are changing.
We took the patched public Mythos examples and tried to reproduce them with GPT-5.4 and Claude Opus 4.6 in an open-source harness. Every run stayed below $30 per file.
AI models are already good enough to narrow the search space, surface real leads, and sometimes recover the full root cause in battle-tested code.
The takeaway: model access is not the moat anymore. Validation is. Finding vulnerability signal is getting cheaper; turning it into trusted security work is still hard.
Co-authors: @KlaKlo_, Amadeusz, Marek, Kuba, Mikolaj
Dawid Moczadło@kannthu1
UPDATE: We were able to replicate the Mythos findings using existing models (GPT5.4) Writeup coming early next week, no BS prompts, it's real reproduction
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@Freezen_2 you can download full message transcript in the post
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@XYJtrades How many day to expiration you took for this swing position (out of curiosity) ? Great trade btw !
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There isn't a special method to positional/swing trading.
The logic is identical across all time-frames...
That's why it is so powerful.
Afyz@XYJtrades
Closed out my QQQ Swing puts on Friday at our monthly identified key level. This is really how wealth is generated... HTF models, letting capital do the heavy lifting. I don't feel the need to post a large P/L for you. My analysis was made public in February. I was extremely one sided for our Q1 indices candle. I want you guys to remember that these HTF models are always where I allocate large swing positions, and I want you to do the same in the future as well. We day trade to create a cash flow. Our investments create annuities/empires.
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@AccurateTradez 1. What's your filter to not trade/execute a setup ? (since you are able to trade most profile even seek and destroy)
2. When do you wait for 10.30 (beside when you try to long HOD/short LOD)
3. Do you always choose the leading asset, if not why ?
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I’m making a trading Q&A this week.
Be honest…
what’s actually holding you back from becoming profitable?
Or drop any question below 👇
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@TraderSumo1 oh ok thanks was just wondering btw, thanks for answering tho ! What broker are you looking at to add ?
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@Freezen_2 I never said they only allow 2. They allow up to 4 accounts. Read their terms. Do your own research.
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It's been a month running this experiment. In total running 6 accounts. Will continue to add more.
Where I started it and where I'm at currently:
Sumo@TraderSumo1
I am experimenting with running personal accounts through a copy-trader, similar to running prop accounts. Pros: Risk management, capital deployment, and psychology. Cons: Most brokers will only allow two accounts. I think getting 10 accounts along with with a bunch of props would be extremely profitable.
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Feeling good today
Recap NQ Longs
Accurate Tradez@AccurateTradez
Back from vacation, so I am back to clocking in😔 $NQ
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@sheentrades Common its only half a mil💀 (price went so up on those elegante that's crazy)
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I'd give up a kidney for this watch. Quartz movement = genius
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@RealBMTrades 30 to 33 is peak for male body, you are not getting old you just getting better (and also anything below 37 is still young)
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@Eli5defi didn’t they ban that and will suspend your account for that?
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completely forgot they banned using subscriptions for this and you need api
i hate anything api related such a waste
anyone finding the solution to this? my current one is too small to run a big model
any good small open source models?
Loopify 🧙♂️@Loopify
good morning help me name my Mac Studio
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@_not_a_fish @StoicTA Also question, what LLM did you use ? do you run it locally, or what subscription do you use ? Hope i was able to help if you weren't aware
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@_not_a_fish @StoicTA Hey man, if not done/aware I strongly recommand you to ask clawdbot to do a security audit and to fix potential security breach (many new user are not really aware of it), I also recommend of not pasting any API key directly in the chat but rather do it by pasting them in a file
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This is insane #openclaw
Spent my Valentine’s day figuring this system out, the amount of opportunity at my fingertips is wild, it’s hard to narrow in on one idea and push
What should I do with it???
Lil Fish@_not_a_fish
no trades today I WILL NOT BE LEFT BEHIND #openclaw ifykyk
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『Freezen』 me-retweet
@XYJtrades @Tradeify @LathyrusHQ I might be honest i would like to swap the Tradeify account for few free month into lathyrus discord if i win the giveaway
(All respect to Tradeify, but i struggle a bit in my trading career rn)
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『Freezen』 me-retweet
Going to be doing a little holiday giveaway.
I will personally be gifting 3 people a
150k lightening funded account with @Tradeify (who we recently partnered with and I really like their team / product / ethos)
All you gotta do is
1. Follow @LathyrusHQ
2. Follow my team (@Jay_ssmt @yusufali_khan @FerociousTrader @SplashTradez @traderiku)
3. Reshare this post
4. Comment why you need this account
I’ll announce the winners in a few days and we can do the giveaway via PayPal / zelle whatever works ($510 for the account)
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Trade breakdown.
How to use Advanced premium & discount
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