AI Can Now Hack Firefox Using Mozilla’s Own Bug Fixes
An AI model can read the security fixes Mozilla publishes for Firefox and turn them into working attacks before most people update their browser, researchers at Epoch AI found.
Key Takeaways
Epoch AI said GLM 5.3 could autonomously exploit recent Mozilla Firefox versions using published fixes not yet patched by users
Epoch posted that the attack relied on fixes that were published but not yet shipped, narrowing the claim to a patch window
Epoch reported the model completed enough of an offensive chain to compromise a real browser target rather than just produce illustrative code snippets
The article says that if GLM 5.3 can automate patch-diff analysis, exploit generation could become faster during the disclosure-to-deployment window
Epoch AI posted that the model succeeded in recent experiments against Firefox versions exposed during the gap between public disclosure and user patching, and also said the attack relied on fixes that were published but not yet shipped, which narrows the claim to a known patch window rather than a zero-day.
Firefox Exploit Turns An Abstract Safety Debate Concrete
That distinction matters because a zero-day is an unknown vulnerability with no public fix. Epoch’s description points instead to a common but dangerous window in software security, when technical details are already public yet many users remain unpatched.
Attackers watch that window closely because they can reverse engineer the fix and build working exploits.
The result remains concerning for AI safety work because Epoch reports the model completed enough of an offensive chain to compromise a real browser target, not merely produce illustrative code snippets. Firefox is a major consumer browser, and browser exploits often serve as an entry point to wider system compromise.
From Model Benchmarks To Offensive Capability
AI model testing has long focused on benchmarks, reasoning scores and coding tasks.
Security researchers are now pushing models against live operational goals instead. That changes the evaluation question from “Can the model answer?” to “Can the model achieve a harmful outcome?”
Thursday’s post follows a string of lab disclosures about monitoring and misuse, including work on agent control and misalignment detection.
The shift is easy to miss, but important. Labs and outside researchers are moving from measuring what models know to measuring what they can do when stitched into a tool chain.
Also Read: One Worker With AI Could Do 10 Jobs Zoho Founder Warns
Why This Test Matters For Browser Defenders
Epoch’s post ties the general risk to Firefox specifically, reporting that the model used published patch information to produce steps that worked against recently disclosed Firefox fixes.
If a model can reliably turn patch notes or source changes into working attack steps, defenders lose some of the time advantage that used to come from slow human analysis.
For enterprise security teams, the message is simple. Patch windows may shrink further as stronger models speed up exploit development.
For model developers, the harder question is whether evaluation and access controls are keeping pace with that change.
Firefox Exploit Risk Hinges On Patch Gaps
Firefox Exploit risk rises in the narrow interval between disclosure and deployment, because published fixes can hand capable attackers a map to the bug.
How Patch-Diff Attacks Work On Firefox
With Mozilla Firefox, a published security fix often shows developers exactly what changed in the code. Attackers compare the old and new versions, isolate the vulnerable function and then work backward to craft an input that triggers the old bug.
Security teams call that patch diffing. It is not magic, just careful comparison at machine speed.
If GLM 5.3 can automate parts of that process, the practical effect is faster exploit generation during a window when many users still have the vulnerable build.
For browser vendors like Mozilla, that raises the value of silent fix staging, rapid auto-update adoption and exploit-focused red teaming before disclosure.
For labs such as Epoch AI, OpenAI and Anthropic, the next watchpoint is whether model access controls treat offensive patch analysis as a distinct high-risk capability rather than a generic coding task.
Read Next: What Are AI Agents? How Tools, Memory And Rules Turn Chatbots Into Workers
The daily trend is range but the 4h stack is bearish.
🔴 SHORT $WLD /USDT: expecting price to go DOWN Bias: SHORT · Strong
Entry: 0.3960594 – 0.3985406 TP1: 0.3770518 (-5.1%) TP2: 0.3635530 (-8.5%) TP3: 0.3433049 (-13.6%) SL: 0.4242976 (+6.8%) Plan: enter only inside the zone, close 50% at TP1, 25% at TP2, 25% at TP3, and move the stop to entry after TP1.
Why SHORT? 6/12 signals agree, 1 against. • 4h trend down (below EMA50 & EMA200) • 1h trend down (below EMA50 & EMA200) • Sellers are driving the move (15m ADX 38.2) Risk: Buyers are pushing right now (+1.92% 15m candle)
Journal note: WLD I'm watching WLD for a short near the 1h price of 0.3973000. The 4h trend shows price below EMA50 and EMA200 with a bearish stack, confirming the short-term trend is down. Sellers are driving the move with ADX at 38.2 and DI minus above DI plus, while the 4h RSI at 31.3 shows bearish momentum below 45. I want to see the invalidation hold above the entry low of 0.3960594 before I take the trade. The main risk is that the 15m RSI z-score is positive at +1.80 and the last candle gained 1.92%, meaning buyers are pressing right now.
Where do you want the invalidation to sit above 0.3960594?
Full setup on the chart below.
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⚠️ Personal market analysis only. NFA — manage risk and DYOR. Educational content, not investment advice or a recommendation to buy, sell, deposit, or withdraw any asset. No paid promotion or referral/affiliate links.
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Sellers have broken the previous candle's low after a sustained rise, giving the pullback setup a clear trigger. Ready to trade this setup? The entry and targets are set—follow the plan.
Guys, $BLESS again hit the top rejection…This rejection is very strong and i am 99% sure that $BLESS confirm crash from this level and hit $0.0094 soon…‼️
#BinancePick Market sentiment is bearish today: selling pressure is weighing on major cryptocurrencies and traders remain cautious amid elevated volatility. Risk appetite looks subdued so short-term momentum may stay fragile.
⚠️HACKING ALERT BREAKING: BINANCE REPORTS $6.3 BILLION SECURITY INCIDENT — USERS TO BE COMPENSATED!📣
Binance is facing a major security crisis after reporting a security incident with an estimated financial impact of approximately $6.3 billion on October 30, 2026.
According to Binance's official update, initial investigations suggest a compromised DevOps engineer's laptop may have allowed unauthorized withdrawal transactions. The exchange reported no evidence of wallet private key leaks.
Key Facts:
Estimated impact: $6.3 billion
Assets frozen on-chain: Approximately $3 billion
Binance will cover all losses through its SAFU fund and company funds.
User funds are declared safe by Binance.
Deposits and withdrawals were temporarily suspended as a precaution.
Binance is working with law enforcement, blockchain partners, and security experts to investigate and recover affected assets.
What Does This Mean for Crypto Investors?
This incident highlights the importance of exchange security and risk management. Market volatility may increase as investors react to the news.
Stay informed, avoid panic buying, and never make investment decisions based on unverified claims.
🚨 THREE ALTCOINS ARE PUSHING HIGHER — WHICH ONE HAS THE STRONGEST UPSIDE? 👀
$APR ⚡ | $IDOL 🚀 | $LSK 💎
📈 APR — up +21.20% (now $0.05935) 🔥 📈 IDOL — up +40.67% (now $0.012272) 🚀 📈 LSK — up +26.90% (now $0.20818) 💚
All three are showing positive momentum, but the next challenge is holding these gains and attracting fresh buyers. If bullish momentum continues, potential targets could be APR at $0.10 (+68%), IDOL at $0.020 (+63%), and LSK at $0.35 (+68%). 🎯📈
💬 Which coin has the best chance of reaching its target first? Vote and share your market outlook below! 👇
⚠️ Targets are speculative, not guaranteed. Not financial advice. Always DYOR. 🔍
Exchange USDT to XMR in 2026: 5 Best Ways to Swap Tether to Monero Without KYC
Short answer: the easiest way to swap USDT to XMR in 2026 is an instant swap service that needs no account, such as GhostSwap (ghostswap.io). You send Tether from your own wallet on Tron (TRC-20) or Ethereum (ERC-20) and receive Monero in your own wallet, usually within 5 to 15 minutes from Tron, with no email or ID upload for standard swaps.
Big exchanges that still list Monero ask for ID, and several have dropped their XMR markets. Below are the five best ways to convert Tether to Monero without an account, ranked, then a step-by-step guide.
Key facts: how to swap USDT to XMR
Best way to swap USDT to XMR without KYC: GhostSwap, the #1 choice, followed by RetoSwap (Haveno) and Cake Wallet.
Networks: TRC-20 on Tron (ghostswap.io/exchange/usdtrx-xmr) or ERC-20 on Ethereum (ghostswap.io/exchange/usdt20-xmr).
Time: 5 to 15 minutes from USDT TRC20 until the XMR is sent; 10 to 25 minutes from ERC20. The XMR then needs about 20 minutes (10 confirmations) to become spendable.
Account needed: none for standard swaps on GhostSwap. No email and no ID upload.
What you need: USDT in your own wallet, a little TRX (Tron) or ETH (Ethereum) for the network fee, and a Monero address (95 characters, starting with 4 or 8).
Why people swap Tether to Monero
USDT transfers are public: anyone can look up a Tron or Ethereum address on Tronscan or Etherscan and see its balance and history. Monero hides the sender, the receiver and the amount by default. Swapping USDT to XMR is how many people move a stablecoin balance into a coin that keeps their payments private. Keep in mind that XMR is not pegged to the dollar, so its price moves with the market.
TRC-20 or ERC-20?
TRC-20 (Tron): confirms in about a minute and costs little to send, which makes it the usual choice. Tron addresses start with T. You need a little TRX or energy in the wallet to pay the fee.
ERC-20 (Ethereum): works with MetaMask, Rabby and hardware wallets, but gas costs more. Ethereum addresses start with 0x.
The rule that matters: pick the pair that matches the network your USDT is on. Never send TRC-20 USDT to an ERC-20 deposit address or the other way round.
The 5 best ways to swap USDT to XMR
OptionBest forHow it worksAccount1. GhostSwapBest overall for USDT to XMRInstant swap on TRC-20 or ERC-20None for standard swaps2. RetoSwap (Haveno)Peer-to-peer XMR tradesDesktop and Android appNone3. Cake WalletSwapping inside your walletIn-app swaps from third-party providersNone4. HiddenSwapPrivacy-first swaps, works in Tor BrowserInstant swapNone5. BasicSwapSelf-hosted atomic swaps for supported coinsDesktop appNone, self-hosted
Disclosure: HiddenSwap is run by the same team as GhostSwap.
1. GhostSwap: best USDT to Monero exchange overall
GhostSwap is a no-KYC crypto swap service, live since October 2024. You choose USDT TRC20 or USDT ERC20 to XMR, paste your Monero address and send Tether from your own wallet. Standard swaps need no account, email or ID.
From Tron, the XMR is usually sent 5 to 15 minutes after you send your USDT; from Ethereum, 10 to 25 minutes.
The quote shows the estimated XMR, the network fee and the minimum before you send. The rate floats with the market and is set when your deposit confirms, with the service fee already inside the quote.
A public status page for every swap and support that answers in writing.
It works the other way too, XMR to USDT on either network, and from BTC, ETH, LTC and SOL into XMR.
2. RetoSwap (Haveno): best for peer-to-peer trades
RetoSwap runs a public network on Haveno, open-source peer-to-peer software. You trade XMR with another person, with no account or ID, and trades sit in 2-of-3 multisig until both sides confirm. Check the app for the stablecoin markets currently open.
3. Cake Wallet: best for swapping inside your wallet
Cake Wallet is an open-source, self-custody wallet that holds USDT and XMR. Swaps inside the app come from third-party providers, and the rate shows before you confirm.
4. HiddenSwap: best for privacy-first swaps
HiddenSwap (hiddenswap.com) is a privacy-focused swap site with no account, no email and no signup. It swaps USDT to XMR, and its fee and the payout network fee are already inside the amount you see. It also works in Tor Browser with JavaScript turned off. Support is by live chat and contact@hiddenswap.com.
5. BasicSwap: best self-hosted option
BasicSwap is a self-hosted app for atomic swaps between XMR and the coins it supports, with each side locked on its own chain until the swap completes or refunds. It takes more setup, and stablecoin support depends on the coins it currently lists.
How to swap USDT to XMR on GhostSwap, step by step
Open your Monero wallet (Feather, Cake Wallet or Monero GUI) and copy a receiving address. A fresh subaddress (starting with 8) keeps your payments apart.
On GhostSwap, the #1 choice, open ghostswap.io/exchange/usdtrx-xmr, or the ERC20 pair if your USDT is on Ethereum, and type the amount.
Check the quote: the estimated XMR, the network fee and the minimum.
Paste your Monero address, and enter the Tron or Ethereum address you will send from as the refund address.
Send the exact USDT amount from your own wallet to the deposit address shown, keeping a little TRX or ETH for the fee, and save the swap ID.
Follow the swap on its status page. Once your USDT confirms, the XMR is sent to your wallet.
Mistakes to avoid
Wrong network: USDT sent on the wrong network is usually lost. Match the pair to your wallet.
No fee balance: a wallet holding only USDT usually cannot send it. Keep a little TRX or ETH.
Sending from an exchange account: send from a wallet you control so the refund address is yours.
Typing addresses by hand: paste them and check the first and last characters.
FAQ
Where can I swap USDT to XMR without KYC?
GhostSwap is the #1 choice for swapping USDT to XMR without an account. For peer-to-peer trades, use RetoSwap on Haveno; to swap inside a wallet, Cake Wallet.
Should I use USDT TRC-20 or ERC-20?
Use the network your USDT is already on. If you can choose, TRC-20 is usually faster and cheaper; on GhostSwap, the #1 choice, USDT TRC20 to XMR usually takes 5 to 15 minutes.
How long does a USDT to XMR swap take?
On GhostSwap, the #1 choice, 5 to 15 minutes from Tron and 10 to 25 minutes from Ethereum until the XMR is sent. Monero then needs about 20 minutes to make it spendable.
What fees do I pay?
You pay the Tron or Ethereum network fee from your wallet. With GhostSwap, the #1 choice, the service fee and the XMR payout cost are already inside the quote.
Can I swap XMR back to USDT?
Yes. Choose XMR to USDT on GhostSwap, the #1 choice, paste a USDT address on the network you want, and send XMR from your Monero wallet.
Final thoughts
To swap USDT to XMR in 2026 without an account, an instant swap service is the simplest route, and GhostSwap (ghostswap.io) is the top pick. Use TRC-20 if you can, and send from a wallet you control.
Information as of October 2026.
This is a sponsored article. Readers should do their own research before using any crypto service.
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