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September Fed rate hike fears look overblown as the probability stands at just 58%, not 90%

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September Fed rate hike fears look overblown as the probability stands at just 58%, not 90%


Odds of a rate hike in September remain below 60% despite Warsh’s hawkish speech on Friday. Observers downplay fears of tightening.

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Zcash private transactions could fall below 200ms

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Shielded Labs warns Ironwood delay could disrupt Zcash upgrade

Zakura released an open-source cryptography toolkit on Aug. 29 that it says can reduce the time required to construct some private Zcash transactions from more than three seconds to below 200 milliseconds.

Summary

  • Zakura Common cuts transaction construction from over three seconds to under 200 milliseconds, developers claim.
  • Mobile proof generation improved more than fourteenfold, while desktop benchmarks showed gains exceeding fivefold overall.
  • Sinsemilla hashing accelerated more than twenty-onefold, while proof verification improved between fourfold and eightfold overall.
  • Wallet developers can adopt the open-source libraries without requiring a coordinated Zcash network upgrade first.
  • Zakura version 1.3.0 uses the stack, while Vizor Wallet is among its earliest confirmed adopters.

The toolkit, called Zakura Common, replaces several cryptographic components used by wallets and full nodes. The developers said the changes improve proof generation, transaction verification, wallet scanning and hashing without altering Zcash’s consensus rules.

Zakura released the software under dual MIT and Apache 2.0 licenses. Wallet and node developers can therefore integrate the libraries without waiting for a hard fork or synchronized network upgrade.

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Zcash wallets generate privacy proofs faster

Zcash shielded transactions conceal the sender, recipient and transferred amount. A wallet must create a zero-knowledge proof showing that the hidden transaction follows the network’s rules before broadcasting it.

That computation happens on the user’s device. Slow proof generation can therefore delay a payment before validators or nodes begin processing it.

Zakura’s benchmarks showed mobile proof generation running more than 14 times faster under the new stack. Desktop performance improved by more than five times.

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The developers said those gains could bring transaction construction below 200 milliseconds “in many cases.” The figure is a benchmark result rather than a guaranteed time for every device, wallet or transaction.

Hardware, operating systems, transaction complexity and wallet implementations may produce different results.

Zakura Common improves more than proof generation

The toolkit also made Sinsemilla hashing more than 21 times faster, according to Zakura. Zcash uses Sinsemilla within its Orchard shielded protocol for cryptographic commitments and related operations.

Trial decryption improved by more than 1.5 times. Wallets use that process while scanning blockchain data to identify shielded transactions belonging to their users.

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Zakura also reported fourfold to eightfold gains in zk-SNARK verification. Faster verification could help full nodes validate transactions sooner and reduce the risk of block-processing delays.

“Shielded wallets that use Zakura Common, and full nodes like Zakura itself, all benefit,” Zcash co-founder Sean Bowe said.

The release does not shorten Zcash block production or settlement on its own. It primarily targets the cryptographic work performed before broadcasting and while checking transactions.

Wallet developers can adopt the toolkit immediately

Zakura version 1.3.0 has moved to the new cryptography stack. Vizor Wallet is among the first wallet projects adopting the libraries, according to the development team.

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Other wallets must integrate and test Zakura Common before their users receive the same performance gains. Adoption will therefore depend on individual development schedules rather than a single network activation date.

The update arrives as Zcash wallet development becomes more distributed. In January, former Electric Coin Company developers formed CashZ to continue work based on the Zashi wallet code.

Wallet integrations have also expanded access to shielded transfers. A previous ShapeShift wallet integration added Zcash privacy support across its non-custodial platform.

ZEC briefly rose before the broader pullback

ZEC initially rose about 5% following the Zakura Common announcement and traded near $839. The timing indicates a market reaction but does not prove the software release caused the entire move.

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CoinGecko subsequently placed ZEC near $829 on Aug. 31, down about 0.8% over 24 hours. The token traded between approximately $808 and $888 during that period.

The next evidence will come from real wallet deployments. Developers will need to confirm whether the benchmark gains persist across consumer devices, larger shielded transactions and different operating environments.

Zakura is also preparing for the proposed NU7 upgrade, which could reduce Zcash block times to about 25 seconds. The team says its current software can already operate under that target, although NU7 requires a separate network governance and activation process.

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Live updates: Bitcoin holds $78,000 as yen breaks 160 and rate-hike bets lift the dollar

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Live updates: Bitcoin holds $78,000 as yen breaks 160 and rate-hike bets lift the dollar


Bitcoin is holding just under $78,000 as August closes. The dollar strength that pushed the yen past its intervention line is the same force capping crypto.

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More Markets Lending Reserve Drained for $9.3M: Blockaid

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More Markets Lending Reserve Drained for $9.3M: Blockaid

Decentralized finance (DeFi) vault infrastructure protocol More Markets had a lending reserve drained of about $9.3 million in digital assets on Flow EVM, according to Web3 security platform Blockaid.

The attacker drained about 15.5 million Wrapped Flow (WFLOW) tokens, valued by Blockaid at approximately $9.3 million, from the mFlowWFLOW lending reserve, according to blockchain data shared by Blockaid in a Monday X post.

Blockaid said the attacker used Ankr Staked FLOW (ankrFLOW), a liquid staking token, alongside E-mode to overborrow from the reserve.

E-mode, short for efficiency mode, is an Aave V3 feature that increases borrowing power for assets whose prices are expected to move together, such as a liquid staking token and its underlying asset.

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The exploit pushed total losses from cryptocurrency hacks to $139.7 million for August, making it the third-largest month by value stolen so far in 2026. However, it marks a significant decrease from $254 million stolen during July, according to DefiLlama data.

On Sunday, Cronos halted its blockchain network after a reported $75 million exploit targeting DeFi lending protocol Tectonic.

More Markets had not publicly confirmed the incident or disclosed whether users suffered losses at the time of publication. Cointelegraph contacted Blockaid for more details but did not receive a response by publication and was unable to reach More Markets for comment.

Related: Humanity Protocol to prioritize operational security following $36M hack

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Cointelegraph is committed to independent, transparent journalism. This news article is produced in accordance with Cointelegraph’s Editorial Policy and aims to provide accurate and timely information. Readers are encouraged to verify information independently.

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U.S. jobs report, Russia’s digital ruble rollout: Crypto Week Ahead

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Bank of Russia speeds up digital asset rules following fresh western sanctions


Your look at what’s coming in the week starting Aug. 31.

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Ripple mints 11M RLUSD as supply tops $2.3B

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Ripple wins EU-wide access as ESMA adds it to MiCA register

Ripple recorded another round of RLUSD treasury activity on Aug. 31, including an 11 million-token mint and a separate 11 million-token burn.

Summary

  • 11 million RLUSD was minted and 11 million burned at treasury addresses on August 31.
  • CoinGecko placed RLUSD’s circulating supply and market capitalization near $2.37 billion on August 31.
  • Ripple reported $1.87 billion circulating against $1.98 billion in reserves as of August 20.
  • Treasury mints create tokens but do not independently confirm circulation, customer demand or completed issuance.
  • Ethereum and XRP Ledger remain RLUSD’s main networks, although Ripple supports several additional blockchain deployments.

The transactions were reported by the Ripple Stablecoin Tracker. They followed several large operations on the XRP Ledger and Ethereum during the final days of August.

CoinGecko placed RLUSD’s circulating supply and market capitalization at approximately $2.37 billion on Aug. 31. The stablecoin continued trading close to its intended $1 peg, meaning supply growth rather than price appreciation drove the higher valuation.

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RLUSD minting does not necessarily show net demand

A stablecoin mint creates tokens at an issuer-controlled address. Those tokens may remain in treasury, move to an institutional customer or support transfers between networks.

A mint therefore does not prove that an equivalent amount entered public circulation. Likewise, a burn removes tokens from supply and can accompany customer redemptions, treasury management or network rebalancing.

The matching 11 million-token mint and burn on Aug. 31 illustrate that distinction. Viewed separately, the mint suggests expansion. Considered together, the two transactions produced no net increase from those specific operations.

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Ripple did not identify the customer, purpose or economic relationship behind either transaction. The ledger records establish that the transactions occurred, but they do not establish new institutional demand.

As crypto.news previously reported, Ripple minted another 10 million RLUSD on XRPL on Aug. 17. Ripple also did not disclose the receiving customer or intended use of that issuance.

RLUSD supply moved above $2 billion in August

RLUSD crossed $2 billion in market capitalization during August, less than two years after its December 2024 launch. Ripple confirmed the milestone on Aug. 25 and said close to $1 billion had been issued on the XRP Ledger.

In related coverage, RLUSD approached an even split between XRPL and Ethereum when it crossed the threshold. Ethereum held a modestly larger amount at that time.

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Available data now show continued supply expansion. CoinGecko reported approximately 2.37 billion circulating tokens on Aug. 31. XRP Ledger trackers placed the network’s portion above 1 billion tokens after several late-August mints.

Ethereum remains another major venue for RLUSD. Ripple has also extended the stablecoin to Base, Ink, Optimism, Unichain and the XRPL EVM sidechain. Public dashboards do not always provide synchronized supply totals for every network, which can produce differences between data providers.

Ripple’s reserve report trails the latest mints

Ripple’s transparency page reported $1.866 billion in circulating RLUSD and $1.981 billion in reserve funds as of Aug. 20. That official snapshot predates the latest issuance and the $2 billion milestone.

Standard Custody & Trust Company, a Ripple subsidiary supervised by the New York State Department of Financial Services, issues RLUSD. Ripple says reserves consist of cash and permitted cash equivalents held in segregated accounts.

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Deloitte prepares monthly attestations covering the reported circulation and reserve balances. However, those reports are retrospective. They do not provide real-time confirmation of reserve changes after every mint or burn.

The next attestation should offer a clearer view of whether reserve assets increased alongside the late-August supply expansion.

What happens next for RLUSD

Further treasury transactions will show whether the latest mints move into circulation or are offset by additional burns. Transfers from treasury accounts to exchanges, custodians or institutional counterparties could provide more context, although wallet movements alone may not reveal their purpose.

The next reserve report will be the more important disclosure. It should show whether Ripple maintained reserve assets above circulating liabilities as RLUSD moved beyond $2 billion.

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No verified XRP price movement could be directly attributed to the RLUSD transactions. RLUSD growth may add dollar liquidity to the XRP Ledger, but it does not automatically create equivalent demand for XRP.

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Navigating the Noise: HTX Turns 13 with Resilience in Action

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Navigating the Noise: HTX Turns 13 with Resilience in Action

Amid recent discussions in the crypto space, HTX has drawn significant attention.

Like many other exchanges, regulatory scrutiny has become subjects of discussion on this exchange.

However, activity on the HTX platform presents a contrasting picture.

The HTX 13th Anniversary Carnival is now well into its second half, with more than 120,000 rewards already distributed.

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Every day, users set their alarms for 13:13 (UTC+8) to make sure they don’t miss the anniversary red packets. Some are lighting up 9, 11, or 13 Future Gems to unlock rewards, while others have already received their $HTX rewards and shared their wins on social media.

The market has also begun to warm up. Amid price movements in major assets such as BTC, trading activity across both spot and futures markets on the platform has surged.

Furthermore, the 13th Anniversary celebration extends far beyond a single Carnival Month.

Futures traders can participate in the HTX Trading Championship, spot traders can join the Spot Trading Carnival, and users seeking yield opportunities can take part in the HTX Earn Bonanza. In addition, a series of campaigns focused on $HTX, referrals, P2P, and margin trading are being launched in rapid succession.

For users, one way to assess whether an anniversary event is truly engaging is to look beyond its headline prize pool.

Prize pool figures may attract attention, but actual reward distribution is a much more direct measure of the true user experience.

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To date, more than 120,000 rewards have been distributed to users.

The anniversary celebration has only just passed its midpoint.

01 | How Are 120,000 Rewards Being Distributed?

For its 13th anniversary, HTX designed a distinctly crypto-native interactive framework.

Thirteen Future Gems correspond to 13 specific tasks.

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Rather than forcing users to complete every challenge at once, they can progress step by step, starting with the simplest tasks.

Posting a 13th Anniversary wish, completing a Learn & Earn quiz, and purchasing 50 USDT worth of $HTX are among the early-stage milestones. As users progress, the tasks gradually extend into core areas such as spot and futures trading, Earn, fiat deposits, margin trading, and TradFi.

The second half of the progression introduces higher-tier incentives.

At 9 Gems, you can start drawing rewards and receive up to 130 USDT worth of $HTX. At 11 Gems, you can claim an anniversary red packet every day at 13:13 (UTC+8). Light up all 13 Gems for a chance to win up to 1,300 USDT worth of $HTX and unlock the grand prize.

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02 | A Particular 13th Anniversary Period

HTX’s 13th anniversary coincides with a notable period of market and operational backdrop.

There’s a lot of noise in the industry.

Like many other exchanges, HTX is subject to public discussion and scrutiny regarding issues such as regulation and compliance. However, beyond social media commentary, underlying operational metrics provide a far clearer view of the platform’s performance.

According to recent operational statistics disclosed by HTX, the daily average number of deposit and withdrawal orders has remained at tens of thousands since August 23. HTX stated that core services, including spot, futures, deposits, and withdrawals, continue to operate normally.

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In addressing market questions, HTX has maintained open communication regarding its operations and platform stability while encouraging continued public observation. Thus far, these external developments have not interrupted the platform’s operations. User trading activity, capital flows, and anniversary events have continued during this period. These operational indicators provide a more concrete basis for assessing the platform.

03|For an Exchange, Money Is More Honest Than a Tweet

A week ago, Justin Sun, Advisor to HTX, responded to external inquiries with a concise statement:

“Everything is fine.”

This is very much in line with his style of expression.

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However, whether an exchange holding user assets is genuinely operating normally cannot be determined by a single tweet alone.

Money is more honest than a tweet. Operational data provides a more substantive basis for assessment than statements alone.

Key operational metrics provide a more substantive view: whether deposits and withdrawals proceed smoothly; whether trading activity and liquidity remain stable; and whether platform infrastructure can support increased trading volume when market opportunities emerge. These are the core indicators of an exchange’s operational resilience.

Against this backdrop, the theme of HTX’s 13th anniversary—”Resilience Reveals the Future”—takes on greater significance.

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Without recent events, “resilience” might have been nothing more than an anniversary tagline.

Industry narratives frequently reference 13 years of experience, multiple bull and bear cycles, the ability to weather market cycles, and a long-term approach.

Yet operational resilience for an exchange relies on clear fundamentals.

Operational resilience means keeping systems stable during periods of high market volatility, maintaining seamless deposit and withdrawal processing amid external turbulence, addressing issues promptly as they arise, and maintaining system capacity as market volumes recover.

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True resilience is not the absence of problems, but the ability to maintain momentum when problems arise.

Routine deposit and withdrawal processing, together with the distribution of 120,000 rewards, does not imply the absence of operational risk, nor does it replace long-term regulatory resolution.

HTX still needs to address the relevant issues and consistently provide verifiable data to users and market participants.

Resilience can help a company navigate periods of uncertainty, but it should not substitute for addressing underlying issues.

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At least for now, these external developments have not interrupted the platform’s operations.

The post Navigating the Noise: HTX Turns 13 with Resilience in Action appeared first on BeInCrypto.

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Ripple’s (XRP) Sharpe Ratio Just Did Something It Hasn’t Done In a Year

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XRP has seen a notable improvement in its risk-adjusted returns. The Ripple token’s Sharpe Ratio on Binance has now reached its highest level since August 2025.

The indicator is currently stabilizing at around 0.207, according to CryptoQuant, while the price hovers close to $1.40.

Risk-Reward Profile

Over the past few months, XRP’s Sharpe Ratio stayed around negative or neutral levels and fell significantly during the crypto asset’s broader price decline. The recent increase suggests that returns have improved relative to the amount of volatility investors are facing.

The sharp rise in the Sharpe Ratio also occurred alongside the recovery in XRP’s price, which is up by almost 30% over the past month. This indicates that the recent move was accompanied by stronger risk-adjusted performance rather than being only an isolated price increase, CryptoQuant explained.

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However, the indicator’s move to its highest level in a year does not confirm that XRP has entered a steady uptrend. The Sharpe Ratio could reverse quickly if market volatility rises or the token undergoes a significant correction.

Zooming out, institutional demand for XRP-linked investment products was also hard to miss. Last week, US-based spot ETFs pulled in $110.49 million in five days.

CryptoPotato reported that it was the first weekly inflow above $110 million since early December 2025. All five sessions ended in positive territory, and each attracted more than $10 million. Monday saw $13.82 million come in, followed by $23.87 million on Tuesday. Wednesday led the week with $28.14 million, the funds’ strongest single-day showing since January 5.

Another $18.47 million arrived on Thursday, while Friday brought $26.2 million. The latest figures pushed total net inflows across the five ETFs to a record $1.66 billion. Bitwise remains ahead of the other issuers; its ETF now holds slightly more than $600 million in cumulative inflows.

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What’s Next?

Regardless of how promising XRP’s setup may appear, a move toward $1.80 or $2 could remain out of reach until the token reclaims $1.54, according to crypto analyst ChartNerd. That level represents both a six-month resistance wall and the weekly 50 EMA. He further explained,

“Just to be clear, and to reaffirm. I am not suggesting XRP can’t push up towards $1.80/$2. I am suggesting we are under resistance, and if we do get the follow through, it will likely open up an even deeper retrace than what we would witness rejecting the weekly 50 EMA at $1.54.”

The post Ripple’s (XRP) Sharpe Ratio Just Did Something It Hasn’t Done In a Year appeared first on CryptoPotato.

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Alphabet: Five Months of Consolidation Reach Their Breaking Point

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Alphabet: Five Months of Consolidation Reach Their Breaking Point

Alphabet just had a genuinely turbulent month, and the whiplash tells its own story. Despite beating earnings expectations with profits of $9.11 per share, roughly triple what analysts had forecast, the stock actually sold off in the days following the report, weighed down by mounting concerns over AI spending. That mood shifted decisively on Monday, when shares jumped over 5% after Morgan Stanley reassured investors, highlighting Alphabet’s still-robust $53.3 billion in free cash flow over the past twelve months, even as cloud capital expenditure could exceed $1.2 trillion in 2027.

The underlying business remains genuinely strong: Google Cloud revenue surged 82% year-over-year to $24.8 billion in Q2, and the company has been actively defending its position, launching more budget-friendly AI pricing to compete directly with rivals. That said, not everything has gone smoothly. Alphabet agreed to pay £260 million to settle a UK class-action lawsuit this week, and a leadership shakeup within its AI division, including the departure of key figures, has added a layer of organizational uncertainty investors are still digesting.

The result: a company delivering genuinely impressive growth, but one whose massive AI bet keeps testing investors’ patience with every headline.

Technical Analysis of Alphabet (GOOGL)

As the GOOGL chart shows, the stock has been compressing into a symmetrical triangle since April, with a descending trendline from the 400 highs converging with an ascending trendline off the 269 low, both meeting right at the current price near 340–346, exactly where the 0.5 Fibonacci retracement and the 200-period EMA also sit.

Bullish Scenario

Should buyers defend this trendline-EMA confluence and break decisively above the descending trendline, the path would open toward the 0.382 retracement near 356.79, with a stronger move potentially targeting the 0 level at 382.88, the origin of the entire pullback.

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Bearish Scenario

Conversely, a break below the ascending trendline and the 0.618 retracement near 340.66 would expose the 0.786 level near 329.19, with a deeper slide risking a retest of the 314.57 low that anchored this five-month structure.

With price coiled right at the apex of this triangle, sitting exactly on the 200-period EMA, Alphabet’s next move looks set to be decisive. Will the AI spending story finally translate into a genuine breakout, or does the stock settle back into its earlier range?

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Elon Musk Warns AI Hacking Will Go Superhuman by End of 2027

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SpaceX Wants $75 Billion for IPO — Analysts Warn It’s Worth Half the Valuation

Elon Musk expects artificial intelligence to beat humans at hacking by the end of 2027. He put AI hacking first among the digital tasks machines will dominate.

The forecast followed a fresh security scare. The software company JFrog disclosed a critical flaw in Artifactory, the package registry that many software teams use to store and distribute code.

The Flaw That Reopened the AI Hacking Debate

JFrog published CVE-2026-82329 on August 28. The vulnerability scores 9.8 out of 10 on the standard scale. The company has since shipped patched builds.

Attackers need no password and no user interaction. Default configurations sit exposed. Because Artifactory holds build files, a single break can poison everything downstream. Such supply chain attacks spread through trusted downloads rather than direct break-ins.

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Vercel Chief Executive Guillermo Rauch speculated that autonomous agents found and exploited the bug. The public record says otherwise.

OpenAI models discovered nine Artifactory zero-days during a July evaluation. JFrog patched those in version 7.161.15. The new flaw still affects later builds, so the two sets look separate. The July episode joined other cases of AI models breaching systems.

Musk Puts a Deadline on Machine Superiority

Rauch argued that 2026 keeps erasing the things AI supposedly cannot do. Musk agreed and went further.

Musk also credited Google co-founder Larry Page, who warned him a decade ago that AI hacking would outclass human experts. Musk has sharpened his AI growth predictions repeatedly this year.

Vercel Chief Technology Officer Malte Ubl reported a similar result. An open-weight model he tested wrote its own fuzzer while probing the company’s sandbox. Fuzzers hunt software bugs by flooding a program with malformed input.

Rauch draws a blunt conclusion for customers.

Our guidance for this new world: assume everything hackable will get hacked. And it will get hacked autonomously. You must also defend yourself autonomously, because your surface of attack is likely bigger and your code more vulnerable than you expect.

Guillermo Rauch, X

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Coinbase CEO Brian Armstrong expects a rogue AI event within two years. Separately, OpenAI already ships a cyber-focused defense model to approved defenders.

Liability still lags the technology, however, and accountability for AI agents remains unsettled. Musk’s deadline leaves security teams roughly 16 months. The harder question is whether defenses scale as fast as AI hacking.

The post Elon Musk Warns AI Hacking Will Go Superhuman by End of 2027 appeared first on BeInCrypto.

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GCSA Agent Achieves 91.3% on CyberGym, Ranking Among the World’s Leading AI Cybersecurity Agents

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GCSA Agent Achieves 91.3% on CyberGym, Ranking Among the World’s Leading AI Cybersecurity Agents

GCSA Agent demonstrates autonomous vulnerability analysis and PoC generation capabilities on a highly challenging real-world vulnerability benchmark

The Global Cybersecurity Alliance (GCSA) today announced that GCSA Agent achieved a 91.3% success rate on the CyberGym benchmark, placing it within CyberGym’s “Leading Systems Above 90%” category.

CyberGym is a large-scale, real-world cybersecurity evaluation framework developed by a research team at the University of California, Berkeley. It contains 1,507 historical real-world vulnerability test cases across 188 major software projects and is designed to evaluate the practical capabilities of AI agents in real-world vulnerability analysis scenarios.

Unlike traditional AI benchmarks that primarily assess code understanding, knowledge-based question answering, or static analysis, CyberGym requires AI agents to work directly within real-world vulnerable code environments.

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In its core Level 1 evaluation, an AI agent is provided only with a vulnerability description and an unpatched code repository. It must then autonomously perform code analysis, locate the vulnerability, reason about potential attack paths, construct a PoC, and execute it for validation. A task is considered successful only if the generated PoC successfully triggers the target vulnerability in the vulnerable version while failing to reproduce the issue in the patched version.

CyberGym therefore measures more than whether an AI system can simply “understand code.” It evaluates whether the AI can complete the full process from security analysis to vulnerability reproduction and validation.

From Large Language Models to Security Agents

In this CyberGym evaluation, GCSA Agent operated on Grok 4.5 and Grok 4.6 models and achieved a final success rate of 91.3%.

The result also reflects an important shift taking place in AI cybersecurity:

The underlying large language model alone no longer determines the system’s ultimate security capabilities.

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Real-world vulnerability research typically requires a continuous sequence of tasks, including understanding vulnerability descriptions, searching large codebases, identifying attack surfaces, formulating vulnerability hypotheses, generating test inputs, executing programs, analyzing feedback, and repeatedly iterating on PoCs.

GCSA Agent is built around an agentic security workflow designed to support this end-to-end process.

Its objective is not simply to use a large language model for code analysis, but to enable AI to operate within real execution environments, autonomously formulate hypotheses around security issues, collect runtime evidence, execute tests, and ultimately validate security findings through reproducible results.

The CyberGym evaluation provides a quantitative external benchmark for these capabilities.

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Vulnerability Research Capabilities for the Real World

A core value of CyberGym lies in narrowing the gap between traditional AI testing and real-world cybersecurity research.

Its evaluation environment restores software projects to their pre-patch vulnerable states. An AI agent may need to autonomously identify an issue within a large codebase containing thousands of files and millions of lines of code, and ultimately generate a PoC capable of actually triggering the vulnerability.

More importantly, further CyberGym research has shown that such agentic security capabilities are not limited to reproducing known vulnerabilities.

In open-ended vulnerability research experiments, AI agents have identified multiple previously unknown zero-day vulnerabilities as well as historical security patches that did not fully resolve the underlying vulnerabilities. These findings demonstrate the potential for autonomous vulnerability analysis technologies to evolve from reproducing known vulnerabilities toward discovering real-world security flaws.

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For GCSA, this represents an even more important direction of development.

Benchmark performance is not the end goal.

GCSA aims to further develop AI Security Agents capable of operating in real-world cybersecurity environments and gradually participating across the full security lifecycle, from vulnerability discovery and analysis to validation and subsequent remediation.

Building AI-Native Cybersecurity Capabilities

As artificial intelligence accelerates software development, AI is also transforming the way vulnerabilities are researched and cyber threats are addressed.

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As software systems continue to grow in scale and complexity, the next generation of cybersecurity will increasingly depend on collaboration between human security experts and autonomous AI agents.

AI Security Agents have the potential to help security teams:

  • Identify software vulnerabilities with genuine exploitation potential at an earlier stage;
  • Automatically analyse complex attack paths across large codebases;
  • Automatically generate PoCs and perform execution-level vulnerability validation;
  • Reduce false positives in traditional security detection through real execution results;
  • Accelerate vulnerability assessment, validation, and remediation;
  • Expand the scale of software and systems that specialised security teams are able to cover.

GCSA Agent’s 91.3% score on CyberGym represents an important milestone in GCSA’s development of AI-native cybersecurity capabilities.

Going forward, GCSA will continue advancing research into autonomous vulnerability analysis, AI Security Agents, and intelligent cybersecurity technologies, further translating frontier AI capabilities into real-world security capabilities and providing technical support for a safer, more trustworthy, and more resilient digital environment.

Source: GCSA Global Cybersecurity Alliance
Official Website: www.gcsa.org

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