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"caption": "Crypto ETF investors spent the week changing direction almost as quickly as the market itself. A sharp Monday retreat gave way to broad inflows across bitcoin and ether products, allowing both categories to finish the five days with net gains. Ether ETFs Add $105M to Overtake Bitcoin ETFs in Weekly Inflows From July 13 to […]",
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"caption": "A new, event-driven trigger in GitLab Duo Agent Platform lets flows fire the moment a work item is created, turning triage and assignment from a manual, all-day chore into automation that runs in seconds. This comprehensive guide shows you how to use the \"Work item created\" trigger and follow along with this video demonstration:See the flow fire, route, and assign in real time — and imagine what continuous, hands-off automation could do for your own projects.The problem: Assignment doesn't scale by handAssigning work manually across projects is harder than it looks. It's not just a single decision; it’s dozens of them, every single day. For every new issue that pops up, someone has to pause, check team capacity, balance current workloads against incoming tasks, and then decide where that item should go. Factor in meetings, breaks, or PTO, and the whole process can lengthen even more. While this works at a small scale, it quickly falls apart as volume grows, leading to delayed triage, uneven work distribution, and team leads burning their time on routing tasks rather than tackling higher-value work.Until recently, that friction was baked into how flows worked. Every GitLab Duo Flow required a human action in the UI (e.g. a mention, an assignment, or an assign-reviewer event) to get started. Driving flows programmatically or firing them the instant something happened wasn't possible without someone manually pulling the trigger. So even a well-built assignment flow still waited on a person to kick it off.How the \"Work item created\" trigger helpsThe \"Work item created\" trigger closes that gap. It fires automatically the moment a new work item is created in a project, with no manual handoff required. Instead of a person noticing the issue, evaluating the team’s workload, and assigning it, a flow springs into action on its own and does the routing for you. With triggers, flows run when the conditions your organization defines are met — continuously, in the background — while your developers stay focused on the work that actually requires judgment.Value and benefitsThe \"Work item created\" trigger is beneficial in the following ways:Instant, hands-off triage\nAssignment and routing happen the second a work item is created, not whenever someone gets around to it.Scales to any volume\nWhether it's one issue or hundreds, the trigger handles them all in seconds without adding to anyone's workload.Smarter, balanced assignment\nThe flow can weigh each team member's current load and availability before assigning; the same judgment a person would apply, applied consistently.Frees your team from busywork\nNo more manually sorting through open work items to decide who has capacity; an agent makes the call with the same information you would.Automatic assignment in action: A step-by-step tutorialTo make this concrete, let’s walk through a real scenario using a project called Intra-account-transfers.1. We've created a flow named \"Work item assigner\" and enabled it to run whenever a work item is created in that project.2. How the flow is builtThe \"Work item assigner\" flow uses two agents, each with its own detailed prompt spelling out the process to follow and the tools to use. The first agent uses GitLab Orbit to determine the current workload of each resource across the organization. GitLab Orbit is the lifecycle context graph for software engineering that makes AI agents in Duo Agent Platform faster and more accurate.The second agent identifies the person who is least loaded with open work items and assigns the new item to them.Because the assignment logic lives inside the flow, the trigger is all that's needed to set the whole process in motion.3. Watching the trigger fire3.1. We create a brand-new work item.3.2. The moment the issue is created, the trigger fires and the \"Work item assigner\" flow starts on its own. From the flow activity log, you can follow its progress step by step: The first agent pulls the project information and uses GitLab Orbit tools to count each user's open work items across the top-level group,The second agent then identifies the least-loaded teammate — in the demo, that's William — and carries out the actual assignment.4. Verifying issue has been assigned to least loaded individualA quick trip back to the issue confirms it: The new work item has been assigned to William, automatically.5. The benefit, seen end to endThe point this scenario drives home is the shift in who does the work. Instead of a person sorting through open work items to figure out who has capacity and then assigning the issue by hand, GitLab Duo Agent Platform's custom flow invoked by the \"Work item created\" trigger does all of it, in a matter of seconds. It frees the team from a routine decision that an agent can make with the exact same information a human would use, so people can focus their attention where it counts.6. Extra creditPotential enhancements to this custom flow could be:Adding Model Context Protocol (MCP) connectivity to your HR system (or PTO system) so that the agent can be improved to consider resources’ PTO dates when assigning a work item.Adding MCP connectivity to your resources’ calendars so that the agent can be improved to consider resources’ availability when assigning a work item.Get startedAssigning incoming work at scale has always been a quiet drain: dozens of small decisions a day, each requiring someone to check workloads and availability before routing an issue — and a process that breaks down as volume grows. The \"Work item created\" trigger in GitLab Duo Agent Platform removes that bottleneck by firing a flow the instant a work item is created, with no manual handoff. As the step-by-step tutorial above shows, a two-agent flow powered by GitLab Orbit can read the team's real workload and assign each new item to the person best positioned to take it, all in seconds. The result is faster triage, more balanced workloads, and a team that's free to focus on the work that genuinely needs human judgment.Start a free trial of GitLab Duo Agent Platform today.",
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"caption": "There’s a new boogeyman in the battles over AI: so-called “stealth crawlers.” We’ll admit it—the term “stealth crawlers” sound quite nefarious. In reality, they’re anything but.\n“Stealth crawlers” are simply automated tools to access and collect public web data—without disclosing the user’s identity. Private crawlers like these facilitate all kinds of important work that benefits the public, including investigative reporting, academic research, cybersecurity protection, and more.\nMany publishers want to unmask crawlers anyways—and are pushing for new legislation that would give them new powers to do so. These legislative proposals threaten the open web, user privacy, and valuable research without directly addressing the problems they’re supposedly intending to solve.\nAlarmingly, these harmful proposals are gaining traction. The New York state legislature has already passed such a bill, the NY Stealth Crawler Protection Act, which is now on Governor Hochul’s desk. We expect to see similar bills introduced in other states, and potentially in Congress. That’s a big problem for the open web—and the many benefits it provides.\nAnonymous crawling is worth protecting\nAnonymous crawling enables some of the most publicly beneficial uses of the open web. Researchers, journalists, and other watchdog groups use unidentified automated tools to gather the information necessary to hold powerful institutions accountable and protect the public.\nAnonymous crawling fuels important investigative journalism. For example, The Markup, a non-profit news site, used anonymous crawlers to investigate potentially anti-competitive practices by tech companies, such as Amazon’s tendency to prioritize Amazon brands and Amazon-exclusive products over competitors with higher ratings. The crawlers identified themselves as ordinary Firefox browsers to web servers, which allowed The Markup to understand how Amazon search results pages would appear to ordinary users. Similarly, ProPublica used an automated tool designed to simulate an ordinary Amazon customer to reveal that the site steered shoppers to more expensive products over cheaper alternatives.\nAnonymous web scraping is also crucial for cybersecurity professionals, who use automated tools to monitor the web for information that helps them protect against malicious attackers. Privacy tools, including EFF’s own Privacy Badger, also crawl sites anonymously to identify trackers without compromising user privacy.\nHowever, without the ability to scrape anonymously, these tools would likely be blocked. Sites can—and do—block crawlers operated by researchers, journalists, and activists who criticism them. For example, Facebook shut down accounts belonging to researchers who used automated tools to study misinformation on the platform and demanded that they take down published research. Many sites block automated access by anyone who hasn’t paid to crawl public webpages. \nUnmasking crawlers threatens the open web\nNews publishers—and their allies in government—say that unmasking crawlers is necessary to protect news organizations from technological strain caused by AI-related crawling, and fears that AI could reduce news sites’ traffic and ad revenue. These are legitimate concerns.\nBut enacting broad, reactionary restrictions on automated access is not the answer. Legislation targeting anonymous crawling threatens the open web, user privacy, and valuable research without actually addressing these technological and potential economic harms of scraping.\nThe New York state legislature recently passed the NY Stealth Crawler Protection Act, a law that would make it illegal to crawl news websites without revealing who is operating the crawler and all possible future uses of the data collected by the crawler. The law would give websites the power to obtain court orders that unmask anyone using an unidentified crawler—without any evidence that they broke the law.\nLaws like the NY bill sweep far beyond AI, and do not meaningfully address the technological or potential harms of AI-related web scraping. These policies would chill beneficial crawling by allowing publishers to veto lawful public access, giving them the power to block not just bad actors, but also security professionals, researchers, dissidents, or anyone who has not paid for a license to view public text. This needlessly undermines the free and open internet.\nDigital news publishers—like most websites—face real technological challenges in the AI era. While web crawling has been around for decades, with the proliferation of AI, crawlers now collect far more public web data than they used to. This pushes servers closer to their maximum capacity, and if some bots collect information too aggressively, they may strain web servers to the point that it degrades site performance. The problem is not anonymity—so unmasking crawlers won’t solve it. The real problem is overaggressive crawling, which can be effectively addressed with technical measures that target harmful conduct without impeding anonymous access to information.\nA better path forward\nThere are other, far less harmful ways to protect publishers from the harms these “stealth crawler” laws claim to target. Addressing the harms of AI-related crawling requires policies that narrowly target the causes of these issues–without undermining free expression and the open web. Policies that target crawlers and scrapers are anything but.",
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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 Monad:\n\nIncrease supply cap for wstETH from 4,600 to 9,200.\n\nAave V3 Core:\n\nIncrease borrow cap for USDT from 2,574,000,000 to 3,090,000,000.\n\nAave V3 Plasma:\n\nIncrease supply cap for PT-sUSDE-22OCT2026 from 150,000,000 to 200,000,000.\n\nwstETH (Aave V3 Monad)\nwstETH has reached 99.9% supply cap utilization (4,598 / 4,600) on the Aave V3 Monad instance.\nSupply Distribution\n\nSource: LlamaRisk, July 20, 2026\nThe wstETH suppliers run health factors between 1.01 and 1.14 with a median of 1.01, and all seven carry outstanding debt. Every position borrows WETH against wstETH collateral within the wstETH and WETH E-Mode category, configured at 94.0% LTV and 96.0% LT, so health factor stability tracks the wstETH to ETH exchange rate.\nRecommendation\nWe recommend raising the supply cap from 4,600 to 9,200 on Aave V3 Monad. Supply cap utilization stands at 99.9% with approximately 2 wstETH of remaining headroom, landing at approximately 50.0% post-change. The reserve is configured as collateral-only, and the collateral is held against ETH-correlated debt in E-Mode.\nUSDT (Aave V3 Core)\nUSDT has reached 95.5% borrow cap utilization (2,457,377,890 / 2,574,000,000) on the Aave V3 Core instance.\nBorrow Distribution\n\nSource: LlamaRisk, July 20, 2026\nThe top twenty USDT borrowers run health factors between 1.01 and 2.17 with a median of 1.39, and all twenty carry outstanding debt. The cohort posts ETH-correlated collateral (WETH, wstETH, and weETH), BTC-correlated collateral (WBTC and cbBTC), and USDe against USDT debt, with four also borrowing USDC, so health factor stability tracks the ETH and BTC price on the volatile-collateral positions and the USDe peg on the remainder.\nRecommendation\nWe recommend raising the borrow cap from 2,574,000,000 to 3,090,000,000 on Aave V3 Core. Borrow cap utilization stands at 95.5%, landing at approximately 79.5% post-change. The supply cap is held unchanged at 3,480,000,000, at approximately 85.7% utilization.\nPT-sUSDE-22OCT2026 (Aave V3 Plasma)\nPT-sUSDE-22OCT2026 has reached 93.5% supply cap utilization (140,225,675 / 150,000,000) on the Aave V3 Plasma instance.\nSupply Distribution\n\nSource: LlamaRisk, July 20, 2026\nThe top twenty PT-sUSDE-22OCT2026 suppliers run health factors between 1.00 and 1.96 with a median of 1.02, and all twenty carry outstanding debt. Every position borrows USDe against the PT collateral in E-Mode, configured at 90.5% LTV and 92.5% LT for the USDe category, so health factor stability tracks the PT to USDe price path into maturity.\nLiquidity\n\nSource: LlamaRisk, July 20, 2026\nThe Pendle AMM pool for this maturity holds USD 5.6M in total value, split USD 1.1M on the PT side (20%) and USD 4.4M on the SY side (80%), with implied APY trading in a narrow band near 4% since the pool opened in June 2026. The PT reaches maturity on October 22, 2026, at which point it becomes redeemable at par against the underlying.\nRecommendation\nWe recommend raising the supply cap from 150,000,000 to 200,000,000 on Aave V3 Plasma. Supply cap utilization stands at 93.5%, landing at approximately 70.1% post-change and approximately 1.43x current outstanding supply. The reserve is configured as collateral-only, and the collateral is held against USDe debt in E-Mode.\nSpecification\n\n\n\n\nInstance\nAsset\nCurrent Supply Cap\nRecommended Supply Cap\nCurrent Borrow Cap\nRecommended Borrow Cap\n\n\n\n\nAave V3 Monad\nwstETH\n4,600\n9,200\n—\n—\n\n\nAave V3 Core\nUSDT\n3,480,000,000\n—\n2,574,000,000\n3,090,000,000\n\n\nAave V3 Plasma\nPT-sUSDE-22OCT2026\n150,000,000\n200,000,000\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",
"headline": "Risk Stewards: Supply and Borrow Cap Increases on Aave V3 / 2026.07.20",
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"caption": "Galaxy Digital has agreed to pay roughly $75 million over 15 years to put its name on Texas Tech University’s football stadium. Texas Tech Athletics announced the deal on July 17, confirming that Jones AT&T Stadium will become Galaxy Stadium starting with the 2026 season. The agreement replaces AT&T’s naming rights, which expired in June […]",
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"caption": "Morgan Stanley (NYSE: MS) has become Wall Street’s leading bank for artificial intelligence (AI) debt deals, architecting billions of dollars in financing for data center build-outs and edging past longtime rival Goldman Sachs. A New Leader on Wall Street The shift is worth noting because debt underwriting has quietly become one of the most lucrative […]",
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"caption": "A single request should not be able to do this much. But this week, small inputs led to code execution, memory loss, stolen keys, and disabled security tools.\n\nThe paths were often simple: exposed systems, weak checks, old drivers, fake prompts, and public code used for malware delivery. Some bugs were new. Others were already being used before defenders had time to patch.\n\nHere is the full",
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