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"caption": "A mistake on a routine task can cost you a minute. A mistake on a large refactor or a debugging trail spanning months of commit history can cost far more, as it compounds silently over hundreds of exchanges. By the time you catch it, every step built on top of it needs unwinding, too. That's the difference between work that rewards speed and high-complexity work that requires getting it right the first time.Anthropic's newest AI model Claude Opus 5, now available on GitLab Duo Agent Platform, is built for the tasks that demand the most from an agent. With Opus 5, your engineering team can trust agents with more complex, critical work. In GitLab's internal evaluation, Opus 5 resolved 93.3% of benchmark tasks, a 20.3-point improvement over Opus 4.8's 73.0% resolution rate.\"The teams getting the most value from AI agents can hand over their hardest, highest-stakes work and trust the reasoning holds up from first step to last.\"— Stuart Moncada, VP, AI Product Management, GitLabReasoning that holds up under complexitySome teams hesitate when delegating their most challenging work to an agent because the mistakes are costly to unwind. On long-running, high-complexity tasks, an agent's reasoning has to persist from start to finish. With Opus 5’s deeper reasoning, more of your complex tasks, like multi-file features and larger refactors, resolve correctly the first time, helping cut down on the time you spend diagnosing and re-prompting failed runs. Teams running GitLab Duo Agent Platform with Opus 5 can expect to see fewer partial patches, with more of the work coming back ready to merge.That reliability extends to completeness as well. In GitLab’s internal testing, Opus 5 completed 100% of the tasks it attempted, matching Opus 4.8’s completion rate. The edge is in what they produce: more of Opus 5's solutions are verified correct, putting Opus 5's resolution rate at 93.3%, against Opus 4.8's 73.0%.One task in GitLab's evaluation called for mockable SSO login support in a CLI authentication flow, a change spanning five files, including new exported types and configuration fields. Several other models tested produced no attempt at a fix. Opus 5 built the full implementation, committed it, and opened a merge request.You can expect the same precision in code review. Opus 5 flags real bugs and produces few false positives, so your team can stay focused on genuine vulnerabilities and spend less time filtering noise.If your workload runs several agents at once, you waste less time untangling conflicts between them. Opus 5 keeps subagents coordinated, ensuring they stay out of each other's work. Writer-verifier patterns catch problems between agents before they reach you, with one agent checking another's output before it's accepted. Teams running longer, more autonomous sessions with more agents in parallel see the strongest results.For cost-sensitive workloads running multiple parallel agents, GitLab Credits usage caps let you set a hard limit on spend, so parallel work never runs beyond what you've budgeted.Speed keeps pace with depthOn GitLab's hardest benchmark tasks, Opus 5 pairs reliability with speed. At the 95th percentile, the slower tail of its runs, Opus 5 finished 2.2% faster than Opus 4.8 (768 seconds vs. 784.98 seconds) and 21.9% faster than Sonnet 4.6 (768 seconds vs. 982.57 seconds). Reliability and speed move together. For your team, that means more predictable turnaround, even on your longest runs.Choose the right model for the task at handThe right model depends on the task in front of you, not a single org-wide policy. Sonnet-class models handle the bulk of day-to-day development work: fast, affordable, and dependable for what most teams run constantly. Turn to Opus 5 when the work demands deeper reasoning: the hardest debugging, the largest refactors, the decisions you don't want to rework.You set that choice directly in your GitLab instance through model selection. Whichever model you choose, it runs inside the same infrastructure: the context layer, policy checks, and audit trail that cover every model on GitLab Duo Agent Platform.Put Opus 5 to workClaude Opus 5 is available now on GitLab Duo Agent Platform and, like other models, runs on GitLab Credits. New to Duo Agent Platform? Start a free trial today. Already a GitLab Premium or Ultimate subscriber? Turn on Duo Agent Platform and use the GitLab Credits included with your subscription.",
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"caption": "EFF’s first EFFecting Change livestream was all the way back in July of 2024. Maybe you've caught each stream, or maybe you’ve only caught a few. Or maybe you’re like me and prefer to listen to conversations like these on your daily commute! Either way, if you want to stay on top of these monthly conversations, you can now subscribe to our new podcast feed for EFFecting Change—starting with our conversation on the Right to Repair movement with Adam Savage and iFixit CEO Kyle Wiens:\n\n \n\n \n %3Ciframe%20height%3D%22200px%22%20width%3D%22100%25%22%20frameborder%3D%22no%22%20scrolling%3D%22no%22%20seamless%3D%22%22%20src%3D%22https%3A%2F%2Fplayer.simplecast.com%2F1ffaef7d-fd63-4133-8f3e-c28a98ff9f60%3Fdark%3Dfalse%22%20allow%3D%22autoplay%22%3E%3C%2Fiframe%3E\n \n \n Privacy info.\n This embed will serve content from simplecast.com\n \n\n\n \nThis new feed will include the full conversations with our panelists, posted after the livestream ends. Subscribe today to get each stream straight to your podcast player of choice. You can also find other podcasts by EFF at eff.org/podcast.\nAnd mark your calendar for the next EFFecting Change livestream: Who the Machine Serves. EFF Executive Director Nicole Ozer and Cory Doctorow will be having a conversation on AI, tackling what needs to happen now to ensure AI actually works for everyone, not just those in power. RSVP today!\nWant to ensure EFF can keep inviting expert panelists to chat about the future of technology and how it impacts you? Support our work today.\nDonate to EFF",
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"caption": "Summary\nLlamaRisk recommends the following parameter changes based on user behavior, on-chain liquidity, and position health observed in the latest review of Aave V3 reserves.\nAave V3 Core:\n\nIncrease supply cap for BTC.b from 10 to 20.\n\nBTC.b (Aave V3 Core)\nBTC.b has reached 93.3% supply cap utilization (9.33 / 10) on the Aave V3 Core instance.\nSupply Distribution\n\nSource: LlamaRisk, July 27, 2026\nThe top BTC.b suppliers run health factors between 1.14 and 2.10 with a median of 1.60, and seven of eight carry outstanding debt. All borrowing across the cohort is denominated in stablecoins, principally GHO and USDC, so health factor stability tracks the BTC price.Supply is concentrated, with the three largest suppliers holding 91.1% of outstanding BTC.b.\nRecommendation\nWe recommend raising the supply cap from 10 to 20 on Aave V3 Core. BTC.b has held above 93% supply cap utilization since July 14, 2026, and the proposed cap is approximately 2.14x current outstanding supply, landing at approximately 46.7% post-change cap utilization.\n## Specification\n\n\n\n\nInstance\nAsset\nCurrent Supply Cap\nRecommended Supply Cap\nCurrent Borrow Cap\nRecommended Borrow Cap\n\n\n\n\nAave V3 Core\nBTC.b\n10\n20\n—\n—\n\n\n\nNext Steps\nWe will move forward and implement these updates via the Risk Steward process.\nDisclosure\nThis review was independently prepared by LlamaRisk, a DeFi risk service provider funded in part by the Aave DAO. LlamaRisk is not directly affiliated with the protocol(s) reviewed in this assessment and did not receive any compensation from the protocol(s) or their affiliated entities for this work.\nThe information provided should not be construed as legal, financial, tax, or professional advice.\n 1 post - 1 participant\n Read full topic",
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"caption": "Public exploit details released on July 27 show how an unauthenticated request can reach PHP's eval() function inside vBulletin and execute code on an unpatched forum server. The attack requires no account, administrative access, or interaction from another user.\n\nSSD Secure Disclosure lists vBulletin 6.2.1 and earlier, and 6.1.6 and earlier, as affected, but does not give a lower version",
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"caption": "Monday starts with the usual promise that everything is under control. Then the logs wake up.\n\nThis week, trusted tools crossed lines, old flaws found new work, exposed systems stayed exposed, and attackers kept hiding inside normal-looking services. Nothing looked strange at first. That helped.\n\nThat is the mood. Here is the full recap.\n\n⚡ Threat of the Week\n\nOpenAI Says Its AI Agent Went Rogue",
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"caption": "The China-linked cybercrime group behind the use of income tax-related phishing lures targeting Indian taxpayers, tax professionals, and corporate finance teams has been observed using a sophisticated crypter service called Cruciferra.\n\nAccording to a new analysis by Proofpoint, Cruciferra has been utilized by various unrelated cybercriminal threat clusters to deliver a wide array of remote",
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"caption": "SUI dropped back to the lower band of its Gaussian Channel indicator this week, trading near $0.72 as chart watchers debate whether the token can climb back toward the midpoint. The pullback landed as Abu Dhabi’s Mubadala Capital tokenized a $75 million private markets fund partly on the blockchain. A Familiar Support Zone Crypto trader […]",
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"caption": "This editorial is from this week’s edition of the newsletter Week in Review, sent to subscribers on Friday. Subscribe to the newsletter to get this weekly editorial the second it’s finished. The newsletter also includes the biggest stories of the week, with a comment on each story. Since last Friday, Bitcoin moved from around $64,000 […]",
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"caption": "OP is pinned at $0.09 with stochastic readings in single digits and smart money leaning long, but spot volume has essentially flatlined — setting up a reflexive bounce to $0.10–$0.11 at 60% probabi... (Read More)",
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"caption": "Modern business development runs on messaging apps like Telegram, yet teams still waste time copy‑pasting deal details into external CRM dashboards—a broken workflow that leads to data gaps and privacy exposure. Sean Assaf explains how embedding AI‑powered CRM capabilities directly inside Telegram is eliminating the need for traditional SaaS dashboards while preserving user data privacy. […]",
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"caption": "Police departments across the country are lining up to launch drone-as-first-responder (DFR) programs, and hundreds have cleared a necessary hurdle toward making deployment a reality, expanding aerial surveillance and data collection even in areas patrol officers typically can't reach.\n\nAs of February 2026, over 1,000 public safety agencies—including police, fire, and other emergency management agencies—had received Federal Aviation Administration (FAA) waivers needed to automate drone operations and launch a DFR program, according to a recent Freedom of Information Act (FOIA) release listing agencies that have obtained Part 91 waivers since the FAA streamlined and sped up the process in April 2025.\n\nThe changes led to a massive increase in the number of waivers issued. Only 976 DFR waivers had been granted since the first DFR program launched in 2018 through April 2025, according to an FAA representative. The agency issued more waivers between April 2025 and February 2026 than it had in the previous seven years combined.\nA map illustrating the locations of police departments and other public safety agencies that have received Part 91 waivers, making it possible for them to launch drone-as-first-responder programs. (This map image links to Google Maps, which is governed by Google's privacy policy)\nThe new FAA process for waivers and the rush of police departments to obtain them signifies a shift in law enforcement's use of drones: from human-operated aerial surveillance to AI-based autonomous drone use. \n\nTypically, a drone operator is only permitted to fly in areas that can still be seen by the pilot, and that drone pilot needs to be certified under FAA Part 107. To fly drones “Beyond Visual Line of Sight” (BVLOS) requires additional approval from the FAA, as do flights above 200 feet, due to the risk of colliding with planes and other aircrafts. Without such approval, an officer could not pilot a drone from a desk inside a building and fly it to a call across the city because they could not possibly have line of sight on the drone. \n\nFAA rules for police drones also required a human operator to manually fly the device to a scene, but DFR technology has become a more common and more automated police technology. DFR programs increasingly rely on artificial intelligence to automate drone flights from launchpads placed around the city, often atop municipal buildings, and make it possible for one drone operator to “fly” multiple devices at once. Though not every police department that has received BVLOS has launched a DFR program yet, by going through this process, every department on this list has signified it has strong enough interest to clear the necessary regulatory hurdles.\n\nPolice departments and the companies that sell DFR equipment claim that these drones make it easier for officers to establish “situational awareness” of a scene before they arrive. Early drone adoption centered on similar claims, particularly related to high-risk situations like vehicular accidents or incidents involving an armed suspect. However, these kinds of situations may make up only a small portion of deployments, which often occur in response to low-risk calls for service related to unhoused people, mental health concerns, and loud music, as a Government Technology analysis of the system in Chula Vista, California, found. \n\nDFR programs have become important sources of revenue for companies like Flock Safety and Axon, the latter of which reported that its DFR platform has become one of the company’s fastest growing sectors. Axon is also known for products like the TASER and the Fusus camera system that lets police integrate viewing of public and private cameras. \n\nFootage from drone flights is streamed back to a police office, and it can be stored, shared, and analyzed like other video. Turning drone footage into fodder for automated license plate reader (ALPR) networks, for example, requires very little additional software, and Flock Safety was quietly able to turn its drones into “flying ALPRs” last year. \n\nThe normalization of police DFR programs jeopardizes privacy in communities across the country. As flying cameras, drones can capture footage from areas typically inaccessible to a casual patrol officer—backyards, roofs, through windows—at distances that leave subjects of surveillance completely unaware of the spy in the sky. A recent leak of drone footage from the San Francisco Police Department illustrated the ease with which surreptitious drone flights could observe innocent individuals for minutes without them realizing it. EFF's Atlas of Surveillance contains a list of police departments with drones, including those with DFR programs.\n\nWhile daytime DFR use grows, police departments are exploring other ways to expand overhead surveillance. In October 2024, the Campbell Police Department in California announced it had received the first FAA approval for BVLOS operations at night, claiming it was the “first to incorporate radar technology with electro-optical sensors to enhance airspace monitoring, enabling a single remote pilot to safely deploy drones both day and night.” \n\nAs communities consider drone use, it’s crucial that they have a say in whether the program is acquired at all, not just how it's run once purchased. Throughout the process, police should be transparent with the community and comply with local regulations about its adoption.\n\nMany cities provide portals that log the flight paths and reasons for each drone flight, often in real time, an important transparency practice. In California, under AB 481, police departments are required to provide advance notice of intent to acquire drones, establish policies before they’re procured, and provide annual updates on their uses—giving communities and city councils the opportunity, before any contract is signed, to weigh in or object to the acquisition itself. \n\nFor police departments and communities considering drone use, clear policies on appropriate use, transparency around deployment, and regular re-evaluation—including the choice to discontinue a program that isn't working—are all vital for protecting people’s privacy and security.",
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"caption": "A malvertising operation dubbed SourTrade is making victims' browsers build the final Windows executable themselves, using a legitimate Bun runtime as its base instead of serving one complete malicious file from a fixed URL.\n\nConfiant, which detailed the campaign on July 23, 2026, said it has operated since late 2024 and impersonated TradingView, Solana, and Luno to target retail traders and",
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"caption": "Geneva, Switzerland, July 24, 2026 — CoinDesk Data and CryptoQuant, leading platforms in blockchain research and analytics, have released comprehensive reports highlighting the TRON network’s performance throughout the second quarter and first half of 2026, respectively. These independent analyses point to TRON’s continued dominance in global stablecoin settlement and protocol revenue, alongside its emergence as […]",
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"caption": "For years, phishing campaigns targeting financial institutions followed the same playbook. Victims were tricked into entering usernames and passwords, attackers collected the credentials, and accounts were compromised later when an opportunity arose.\n\nThat model is changing.\n\nRecent investigations into insurance-focused phishing operations reveal a more immediate approach. Instead of harvesting",
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"caption": "Every 2,016 blocks, i.e. roughly every two weeks, Bitcoin automatically resets how hard it is to mine a block, a self-correcting rule that swung from an 11.16% cut on Feb. 7, 2026 to a 14.7% hike just 12 days later, the network’s sharpest whipsaw since 2021. The Rule Nobody Votes On Bitcoin has no manager […]",
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"caption": "LDO just printed a hard -4.90% session and is now parked directly on its daily pivot at $0.38, MACD completely spent — yet whales are quietly building longs into the dip. The next move is binary: r... (Read More)",
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"caption": "OP is clinging to $0.096 with stochastics pinned near zero and price hugging the lower Bollinger Band — a technical snap-back toward $0.10–$0.11 is the short-term path of least resistance, but the ... (Read More)",
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"caption": "Bitcoin’s advance is running into heavy resistance near $68,000 as 3.55 million BTC approach their holders’ cost basis, creating a supply wall that is offsetting strong spot bitcoin ETF demand. ETF Demand Is Driving Bitcoin, but Price Faces a Supply Wall Bitcoin gained roughly 10% in July, rebounding from lows near $58,000 to around $63,955 […]",
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"caption": "A crafted SVG submitted to Bing's image search ran commands as NT AUTHORITYSYSTEM on Microsoft's production image-processing workers, and as root on the Linux machines in the same fleet.\n\nXBOW's testing got the same result on workers across different hosts and network ranges, so the problem sat in Bing's image tier, not on one bad machine. Microsoft issued two critical CVEs, CVE-2026-32194 and",
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"caption": "Geneva, Switzerland, July 22, 2026 — TRON DAO, the community-governed DAO dedicated to accelerating the decentralization of the internet through blockchain technology and decentralized applications (dApps), today welcomes the launch of the S&P Pantera Digital Asset Index and the inclusion of the TRON blockchain among the top protocols represented in the benchmark. Developed by S&P […]",
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"caption": "Eight security flaws in NodeBB went public on Wednesday, along with the code to exploit them. Aikido Security rates all eight as high severity and says its AI pentest agents found them in a six-hour review of the forum software's source code.\n\nEvery version before 4.14.0 is affected. NodeBB has fixed them all, and administrators should be on 4.14.2.\n\nThe simplest one takes a settings change. A",
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"caption": "During the 2026 Galaxy Unpacked event, Samsung announced that its in-house wallet app will include stablecoin support after launching its new Samsung Galaxy Card. The company stated that with this new inclusion, its wallet “becomes the foundation of a connected financial ecosystem.” Samsung Announces Stablecoin Support in Samsung Wallet Stablecoins are becoming one of the […]",
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"caption": "The Computer Emergency Response Team of Ukraine (CERT-UA) has warned of a new campaign that involves the use of a malicious program that's dressed up as a Notepad++ plugin to compromise Windows systems.\n\nThe activity has been attributed by the agency to a threat cluster it tracks as UAC-0099, a Russia-aligned group that has previously observed weaponizing security flaws in WinRAR software to",
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"caption": "Counter-Strike esports orgs say Valve’s first capsule-free Major – the biggest and most prestigious tournaments in the scene – produced a fraction of the sticker income teams had expected, threatening a revenue stream that has financed smaller teams for years. The shift came amid a New York gambling lawsuit, even as prediction markets and crypto […]",
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