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"caption": "Most of this week's trouble came dressed as something useful.\n\nA package stole data. A fake extension opened remote access. A safety app became spyware. An image gave hidden orders to an AI agent. Other threats hid in open systems, weak code, and normal network traffic.\n\n\n The threats change every week. Subscribe, and we’ll alert you when each new ThreatsDay Bulletin is out.\n\n\nThe danger was",
"headline": "ThreatsDay: Android Spyware, PLC Attacks, AI Image Prompt Injection + 12 More Stories",
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"caption": "The Verus-Ethereum Bridge suffered its second exploit in two months, with attackers draining $7.3 million to $7.5 million in various digital assets. Flawed Logic Behind the Breach The Verus-Ethereum Bridge smart contract was exploited again on Thursday, with attackers draining $7.3 million to $7.5 million in different digital assets, according to blockchain security researchers. The […]",
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"caption": "The Chaos ransomware group ran its command-and-control through the victim's own browser. Cisco Talos on Thursday detailed msaRAT, the Rust implant behind it, found on a compromised Windows machine ahead of the encryptor.\n\nThe implant never opens an outbound connection of its own. Its process talks to 127.0.0.1 and nothing else. It starts Chrome or Edge in headless mode and drives the browser",
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"caption": "This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The power line that could reshape New York’s grid is hitting snags During a heat wave on July 3, New York State’s grid imported enough electricity from Canada to meet about…",
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"caption": "Summary\nLlamaRisk recommends the following PT parameter changes based on the latest run of the PT parameter methodology. This round covers the two PT reserves maturing October 22, 2026 on the Aave V3 Ethereum Core and Plasma instances. The E-Mode updates step LTV and LT up as the residual price risk compresses, with the LB held at its current level across all four categories. No discount rate changes are proposed this round, as the reductions executed in the previous round keep both Aave oracles tracking closely below the prevailing Pendle AMM level.\nAave V3 Ethereum Core:\n\nUpdate PT-srUSDe-22OCT2026 Stablecoins E-Mode (47): increase LTV from 88.52% to 88.62%, increase LT from 90.52% to 90.62%.\nUpdate PT-srUSDe-22OCT2026 USDe E-Mode (48): increase LTV from 91.16% to 91.26%, increase LT from 93.16% to 93.26%.\n\nAave V3 Plasma:\n\nUpdate PT-sUSDe-22OCT2026 Stablecoins E-Mode (25): increase LTV from 87.81% to 87.91%, increase LT from 89.81% to 89.91%.\nUpdate PT-sUSDe-22OCT2026 USDe E-Mode (26): increase LTV from 90.45% to 90.55%, increase LT from 92.45% to 92.55%.\n\nPT E-Mode Parameter Updates (Ethereum Core)\nPT-srUSDe-22OCT2026 (Ethereum Core)\nPT-srUSDe-22OCT2026 matures on October 22, 2026, with a current discount rate of 3.77% against a maximum of 10.22%. With approximately 93 days to maturity, the PT trades at a current discount of 0.96% to par, and the Pendle AMM has consistently priced the PT above the Aave oracle over the review window.\n\nSource: LlamaRisk, July 21, 2026\nTwo E-Mode categories reference this PT:\nStablecoins E-Mode (47) allows borrowing of USDC, USDT, and other stablecoins against PT-srUSDe collateral. The current parameters are LTV 88.52%, LT 90.52%, LB 5.18%. The methodology yields LTV 88.62% and LT 90.62% this round, with the LB unchanged at 5.18%. The LTV and LT increases of +0.1pp each are gradual projected increases in efficiency, and the LB remains above the underlying sUSDe Stablecoins floor.\nUSDe E-Mode (48) allows borrowing of USDe against PT-srUSDe collateral. The current parameters are LTV 91.16%, LT 93.16%, LB 2.18%. The methodology yields LTV 91.26% and LT 93.26% this round, with the LB unchanged at 2.18%. As with the Stablecoins category, the LTV and LT are stepped up +0.1pp.\nPT E-Mode Parameter Updates (Plasma)\nPT-sUSDe-22OCT2026 (Plasma)\nPT-sUSDe-22OCT2026 matures on October 22, 2026, with a current discount rate of 3.97% against a maximum of 12.27%. With approximately 93 days to maturity, the PT trades at a current discount of 1.01% to par, and the Pendle AMM has priced the PT above the Aave oracle across the review window.\n\nSource: LlamaRisk, July 21, 2026\nTwo E-Mode categories reference this PT:\nStablecoins E-Mode (25) has current parameters LTV 87.81%, LT 89.81%, LB 4.53%. The methodology yields LTV 87.91% and LT 89.91% this round, with the LB unchanged at 4.53%. The LTV and LT are stepped up +0.1pp as the residual price risk compresses toward maturity.\nUSDe E-Mode (26) has current parameters LTV 90.45%, LT 92.45%, LB 1.53%. The methodology yields LTV 90.55% and LT 92.55% this round, with the LB unchanged at 1.53%. The LTV and LT increases of +0.1pp each are gradual projected increases in efficiency, mirroring the Stablecoins category.\nPT Discount Rates\nNo discount rate changes are proposed this round. The reductions executed in the previous round (PT-srUSDe-22OCT2026 from 5.31% to 3.77% on Ethereum Core, PT-sUSDe-22OCT2026 from 4.37% to 3.97% on Plasma) repriced both Aave oracles upward toward the market, and the oracles have since tracked closely below the Pendle AMM. The deployed rates remain consistent with the prevailing market-implied yields of approximately 3.8% on PT-srUSDe and 4.0% on PT-sUSDe.\nSpecification\nPT E-Mode Parameter Changes\n\n\n\n\nInstance\nAsset\nE-Mode\nCurrent LTV\nNew LTV\nCurrent LT\nNew LT\nLB (unchanged)\n\n\n\n\nAave V3 Ethereum\nPT-srUSDe-22OCT2026\nStablecoins (47)\n88.52%\n88.62%\n90.52%\n90.62%\n5.18%\n\n\nAave V3 Ethereum\nPT-srUSDe-22OCT2026\nUSDe (48)\n91.16%\n91.26%\n93.16%\n93.26%\n2.18%\n\n\nAave V3 Plasma\nPT-sUSDe-22OCT2026\nStablecoins (25)\n87.81%\n87.91%\n89.81%\n89.91%\n4.53%\n\n\nAave V3 Plasma\nPT-sUSDe-22OCT2026\nUSDe (26)\n90.45%\n90.55%\n92.45%\n92.55%\n1.53%\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: PT Parameter Changes on Aave V3 / 2026.07.23",
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"caption": "Threat actors stole $763.9 million across 67 incidents in Q2 2026, making it the most severe period for Web3 security since Q2 2025. Breaches in audited protocols highlighted an industry misconception: treating a point-in-time code audit as a complete security seal. Q2 2026 Security Breakdown The second quarter of 2026 was the most severe period […]",
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"caption": "Legal intern Suzanne Castillo was the principal author of this post.\nThe Fourth Circuit issued a disappointing opinion in U.S. v. Belmonte Cardozo, a case in which EFF filed an amicus brief, alongside the national ACLU, its Maryland, North Carolina, South Carolina, and Virginia affiliates, and the National Association of Criminal Defense Lawyers (NACDL).\nWe argued that electronic device searches at the border should require a warrant based on probable cause, but at minimum, regardless of whether an officer searches by hand or with forensic software that plugs into a device and downloads its entire contents for search, the same Fourth Amendment standard should apply to all device searches at the border.\nUnfortunately, the court rejected that argument and ruled that a lower standard applies to manual searches, allowing the government to conduct extraordinarily invasive electronic device searches without any suspicion of wrongdoing, simply because the border officer chooses to search by hand rather than with a forensic tool.\nThe Border Search Exception Meets Your Phone\nThe Fourth Amendment requires that government searches of persons or property be reasonable, which usually means obtaining a warrant based on probable cause from a judge.\nBut a warrantless search can still be reasonable if it falls within an exception to the warrant requirement, including the exception that allows officers to search your belongings at the border. The border search exception allows warrantless searches of persons or property crossing the U.S. border, including the functional equivalent of the border such as international airports, given the government’s interests in controlling who and what may enter the country.\nHistorically, courts have categorized border searches of luggage, vehicles, and personal effects as “routine” and thus reasonable even if conducted without any suspicion that the traveler has engaged in wrongdoing; courts have also held that more invasive “nonroutine” searches, such as certain body searches and searches that damage property, require reasonable suspicion.\nBut a person’s privacy interests in the personal data on a phone or laptop are extraordinarily different than their limited privacy interests in the contents of their suitcase.\nThe Supreme Court addressed cell phone privacy in Riley v. California (2014), holding that the search-incident-to-arrest exception to the warrant requirement did not apply to cell phones, thereby generally requiring a warrant for phone searches, at least at the interior of the country. The court recognized the unprecedented privacy interests people have in their cell phones and how even brief manual searches can reveal the “sum of an individual’s private life,” including our political affiliations, religious beliefs, sexuality, and more. Accordingly, the Supreme Court held that because electronic device searches bear “little resemblance” to searches of bags or physical containers, they should be evaluated differently.\nFollowing Riley, the Fourth Circuit considered two border device search cases involving forensic searches, in which border officers used external software to extract and analyze a device’s data.\nIn U.S. v. Kolsuz (2018), the Fourth Circuit held that a forensic search of a cell phone at the border “must be considered a nonroutine border search, requiring some measure of individualized suspicion” of a transnational offense, but the court declined to decide whether the standard is only reasonable suspicion or instead a probable cause warrant.\nThen in U.S. v. Aigbekaen (2019), the Fourth Circuit held that a forensic device search at the border in support of a purely domestic law enforcement investigation requires a warrant. The court also reiterated the general Kolsuz rule for a forensic border-related device search: the “Government must have individualized suspicion of an offense that bears some nexus to the border search exception's purposes of protecting national security, collecting duties, blocking the entry of unwanted persons, or disrupting efforts to export or import contraband.”\nIn Belmonte Cardozo, manual searches were finally before the court.\nA Disappointing Decision\nJose Belmonte Cardozo was already on the U.S. government’s radar when he traveled from Bolivia to the U.S. and was met by a U.S. Customs and Border Protection (CBP) officer at Washington Dulles International Airport. The officer manually searched his cell phone and found child sexual abuse material (CSAM), considered “digital contraband,” leading to Belmonte Cardozo’s arrest and criminal prosecution.\nAt issue on appeal was what standard should apply to manual device searches at the border. The Fourth Circuit held that, unlike forensic searches, manual searches are “routine” and thus reasonable under the Fourth Amendment without a warrant or individualized suspicion.\nThe court’s holding hinged on four differences between manual and forensic searches: (1) in a manual search, a person does the searching, not a machine; (2) a manual search’s breadth depends on the officer’s time and energy, while forensic searches are comprehensive; (3) manual searches reveal only what a user can typically access, while forensic searches can uncover deleted files, cached fragments, metadata, and more; and (4) manual searches are subject to an officer’s fading memory or imperfect notes, while forensic searches create a permanent copy.\nBut in identifying these technical differences, the court never explains why they justify a lower standard for manual searches.\nThe Fourth Circuit’s holding is problematic because, as we argued in our amicus brief, manual searches reach the same categories of data as forensic searches—data that can reveal highly personal aspects of our identities and our lives. It does not matter if a search is conducted by an agent’s thumbs or by software: the end result is equally as invasive, therefore all device searches should fall under the warrant requirement, or at least the same Fourth Amendment standard.\nThe court repeatedly emphasized that the search here lasted only two minutes, suggesting that the time-limited search was not privacy-invasive. But an individual’s privacy interests in their personal data don’t change based on how their phone is searched or how long. Scrolling for two minutes through someone’s personal text messages or photos is an invasion of privacy that may reveal intimate details about the person even in that short period of time.\nMoreover, as devices’ native search functions improve, manual searches can surface personal information in seconds through keyword searches, even for photos, where it might have taken an hour of scrolling to find the same information, further showing that a time-limited search is not necessarily less privacy-invasive. What matters is not the breadth of the search itself, but the unprecedented (and growing) breadth of data on our phones.\nA Silver Lining\nThere’s one silver lining: by relying on the fact that the search lasted two minutes, the Fourth Circuit left open the possibility that lengthier manual searches could trigger heightened suspicion requirements. But until a clear line is drawn, border officers within the Fourth Circuit’s jurisdiction can use manual searches to sidestep heightened Fourth Amendment standards that would otherwise apply. In the meantime, EFF will keep fighting against extraordinarily invasive warrantless, suspicionless device earches at the border, and for robust privacy standards to protect our most personal data.",
"headline": "The Fourth Circuit Says Border Agents Can Search Your Phone By Hand, No Suspicion Required",
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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 PT-srUSDe-22OCT2026 from 50,000,000 to 75,000,000.\nIncrease supply cap for weETH from 1,100,000 to 1,220,000.\n\nPT-srUSDe-22OCT2026 (Aave V3 Core)\nPT-srUSDe-22OCT2026 has reached 98.5% supply cap utilization (49,233,543 / 50,000,000) on the Aave V3 Core instance.\nSupply Distribution\n\nSource: LlamaRisk, July 22, 2026\nThe top twenty PT-srUSDe-22OCT2026 suppliers run health factors between 1.00 and 1.18 with a median of 1.02, and 19 of the 20 carry outstanding debt. Eighteen borrow USDe against the PT collateral in the PT E-Mode categories. Note that roughly 50% of the supply is concentrated in one wallet.\nLiquidity\n\nSource: LlamaRisk, July 22, 2026\nThe Pendle AMM pool for PT-srUSDe-22OCT2026 holds approximately 5.71 million USD in liquidity, composed of 27% PT and 73% SY, with the PT maturing on October 22, 2026. The PT redeems at par against srUSDe at maturity; before maturity, PT exit runs through the Pendle AMM, whose PT side holds approximately 1.56 million USD.\nRecommendation\nWe recommend raising the supply cap from 50,000,000 to 75,000,000 on Aave V3 Core. The reserve is at 98.5% supply cap utilization, and the new cap lands at approximately 65.6% post-change utilization. The top suppliers borrow USDe against PT-srUSDe collateral in the PT E-Mode categories, a correlated pairing that keeps the health factor cluster tight as the PT converges to par at maturity.\nweETH (Aave V3 Core)\nweETH has reached 94.1% supply cap utilization (1,035,160 / 1,100,000) on the Aave V3 Core instance.\nSupply Distribution\n\nSource: LlamaRisk, July 22, 2026\nThe top twenty weETH suppliers run health factors between 1.00 and 2.12 with a median of 1.04, and all twenty carry outstanding debt. Sixteen borrow WETH against weETH collateral in the ETH-correlated E-Mode categories, with a minority borrowing stablecoins, so the health factor cluster for the dominant cohort tracks the weETH-versus-ETH spread.\nRecommendation\nWe recommend raising the supply cap from 1,100,000 to 1,220,000 on Aave V3 Core. The reserve is at 94.1% supply cap utilization, and the new cap lands at approximately 84.8% post-change utilization. The supplier base predominantly borrows WETH against weETH collateral, therefore liquidation risk is minimal.\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 Core\nPT-srUSDe-22OCT2026\n50,000,000\n75,000,000\n—\n—\n\n\nAave V3 Core\nweETH\n1,100,000\n1,220,000\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 Cap Increases on Aave V3 / 2026.07.22",
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"caption": "U.S. spot bitcoin ETFs extended their winning streak to six trading days with $203.14 million in net inflows on Tuesday. Ether, XRP, and solana funds also attracted fresh capital, while HYPE ETFs returned to activity with a modest outflow. Crypto ETFs add $252 Million as Demand Broadens Beyond Bitcoin The institutional bid for crypto showed […]",
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"caption": "\"Modernize Java 8 to Java 21\" sounds like one task. It is not. It touches the build, the runtime, dependencies, APIs, concurrency, tests, containers, and production behavior, often all at once. Ask an agent to do all of that in one prompt, and you get one enormous merge request that nobody can safely review.Cursor, an AI coding agent, is good at the focused part of that problem. Give it one failing test or one bounded issue, and it can inspect the implementation, explain what went wrong, propose a fix, and run the tests without pulling us out of the development flow. What it cannot decide on its own is what \"safe\" means across a multi-step migration.That is where GitLab comes in, with Duo Agent Platform orchestrating AI workflows in the rest of the software lifecycle, designed to certify the work of coding agents. The issue hierarchy with epics makes the plan durable and reviewable. The GitLab Model Context Protocol (MCP) server brings that software development lifecycle context into Cursor. CI/CD, security scanning, code review, impact analysis and a cross-service test give us the evidence we need before changing production behavior.In this tutorial, we will walk through three use cases with Cursor and GitLab:Fix a failing Java end-to-end test with CursorPrepare quality gates for Java 8 to 21 modernizationModernize HTTP connection handling with Java 21The progression matters: Start small, add project context, and then modernize one boundary. Cursor moves fast inside that boundary. Code Review Flow, Developer Flow, CI/CD, code owner approvals, and impact analysis are what keep that speed safe. They are not optional checkpoints, but the mechanism that holds every agent-created merge request to the same standard as any other.We are using the Java HTTP metrics collector from the Tanuki IoT Platform for all three use cases. It checks HTTP endpoints, records metrics such as response status and timing, and sends readings to its Rust metrics backend. That gives us a visible application boundary to modernize and a real backend contract to verify. A while back, we developed the Rust backend in the Codex and GitLab tutorial, and it now fits into the production architecture:flowchart LR\n subgraph sources[\"HTTP metric sources\"]\n direction TB\n health[\"Health endpoint\"]\n maintenance[\"Maintenance endpoint\"]\n end\n\n java[\"Java HTTP metrics collector\"]\n rust[(\"Rust metrics-store backend\")]\n\n java -- >|\"GET\"| health\n java -- >|\"GET\"| maintenance\n java -- >|\"POST /api/metrics\"| rust\n rust -- >|\"HTTP response\"| java\n\n classDef source fill:#f8fafc,stroke:#64748b,stroke-width:2px,color:#0f172a\n classDef focus fill:#dcfce7,stroke:#16a34a,stroke-width:3px,color:#0f172a\n classDef backend fill:#e0f2fe,stroke:#0284c7,stroke-width:2px,color:#0f172a\n\n class health,maintenance source\n class java focus\n class rust backend\nPrerequisitesCursor installed and configured. We will use the Cursor IDE in this tutorial.A GitLab project with the Java collector source, issues, and modernization work items. You can use the Tanuki IoT Platform Java HTTP metrics collector.Java 8 for the first use case and Java 21 for the modernization workMaven, Docker and Docker Compose for local builds and functional testsThe GitLab MCP server enabled on your GitLab instance or top-level groupGitLab Duo Code Review Flow, Developer Flow and custom flow for impact analysis on breaking changes enabled for the Java collector project. These flows apply project guardrails to every merge request the agent creates.Prepare the GitLab projectIf you want to repeat the workflow in your own environment, start by importing and cloning the project and opening the project in Cursor:Import the Tanuki IoT Platform Java HTTP metrics collector into your GitLab environment, including all open issues.Clone the project into your local environment and navigate into it.Open the project in Cursor.git clone https://gitlab.com/gitlab-da/demo-environments/tanuki-iot-platform/sensors/java-http-metrics-collector.git\ncd java-http-metrics-collector\n\ncursor .\nThe project includes an AGENTS.md file with repository instructions and Maven commands. Cursor can use these local instructions to understand how the project is organized and how changes should be tested.Fix a failing end-to-end test with CursorThe collector allows users to configure the HTTP status code they expect from an endpoint. The implementation, however, treats every 2xx response as successful, and 503 errors would always fail even when configured as expected.The end-to-end test already exposes this mismatch, but the CI/CD job is allowed to fail. That has turned a useful signal into accepted background noise.Reproduce and fix with CursorThe problem can be reproduced locally. Open the Cursor IDE with a new chat, and start by describing the observable problem directly in the prompt:Can you help me fix the end-to-end tests in this project? Please create an analysis first, then fix it, and run the tests again.\nCursor starts by tracing the endpoint configuration into HttpCollector and the failing end-to-end test, and identifies the root cause.After the focused tests and the full Maven test suite pass, create a branch and merge request. The previously allowed-to-fail end-to-end job can become required when it is deterministic and green.Can you create a git branch and merge request?\nReview and mergeThe merge request automatically triggers CI/CD build and tests, and security scanning.GitLab Duo Code Review then reviews the focused change using the project's Java-specific review instructions.When the review identifies a concrete problem, we address it through the Developer Flow before merging. That is the point: Code Review Flow ensures every agent-created merge request meets the same bar as any other, regardless of how fast Cursor produced it. The merge request remains the collaboration and decision surface.The fix gives us a behavioral baseline. We corrected a real bug without mixing it with a runtime migration, and the tests now protect the expected-status contract during the modernization work that follows.Watch this video to learn how Cursor investigates and fixes the expected end-to-end tests:\n Prepare quality gates for Java 21 modernizationThe first fix worked with repository context alone. The next request is much larger: Modernize the collector from Java 8 to Java 21.That work already has planning context in the Java modernization epic: child work items, team discussions, research with merge requests, pipeline history, dependencies, and security findings. Those details do not live in the local checkout. Instead of copying all of them into one enormous prompt, we can bring the GitLab context into Cursor with MCP.Configure the GitLab MCP server in CursorEnsure that the GitLab MCP server is enabled on your instance or top-level group. Cursor uses HTTP transport to connect directly without additional dependencies.To connect Cursor to the GitLab MCP server:In Cursor, go to Settings > Cursor Settings > Tools & MCP.Under Installed MCP Servers, select New MCP Server.Add the following definition to the mcpServers key in the opened mcp.json file. For GitLab.com, replace with gitlab.com. For GitLab Self-Managed or Dedicated, use your GitLab instance URL.{\n \"mcpServers\": {\n \"GitLab\": {\n \"type\": \"http\",\n \"url\": \"https:///api/v4/mcp\"\n }\n }\n}\nSave the file and wait for the OAuth authorization page to open in your browser. If it does not open, close and restart Cursor.Review and approve the authorization request in your browser.Return to Cursor and inspect the listed tools.You can now start a new chat and ask a question based on the available GitLab MCP tools.When Cursor authenticates with GitLab MCP, it acts with your existing GitLab identity. It can only access projects and resources that you can already access. MCP brings approved context into the IDE; it does not bypass GitLab permissions.Prepare the environment for Java 21 modernizationThe Java 8 to 21 modernization epic breaks down the necessary plan into smaller iterations, each artifact and change being testable on its own.The first step is to ensure that the CI/CD infrastructure tests both Java 8 and 21, in parallel. Increasing the test coverage from the beginning into each modernization task is mandatory, too.Open the Cursor IDE, and use the following prompt to fetch the planning context:Please help me modernize this sensor from Java 8 to 21. We want to start with the base line for CI/CD builds in work item 14, and then also look into test coverage from 21. Start the implementation in a new Git branch called `maint-java-21` so we can continue testing different scenarios.\nAfter finishing the work on the CI build visibility issue, Cursor can use the create_workitem_note MCP tool to add a summary comment into the issue, too.The new merge request triggers CI/CD pipelines, and also the Code Review Flow, which leaves comments about the development style guide requiring documentation.We can immediately address the feedback in the GitLab UI by mentioning the Developer Flow's service account.@duo-developer- Can you help address the review feedback?\nThis prompt starts a new background session, and we can focus on other tasks meanwhile. Alternatively, we can change back into the Cursor IDE and prompt its chat to address the review feedback in the merge request.Cursor implements the changes, and adds comments into the merge request threads using the create_merge_request_note MCP tool.The change keeps the temporary Java 8 baseline and adds distinct Java 21 build and test validation. This change makes compatibility visible in the pipeline before the source starts using Java 21-only APIs. Once these quality gates exist, every subsequent agent-driven change is reviewed, tested, and traceable. That is the same standard we apply to any other merge request, and it is what makes it safe to let Cursor move fast.Watch this video to learn how Cursor uses GitLab MCP to prepare quality gates and address code review feedback:\n Modernize HTTP connection handling with Java 21The Java HTTP metrics collector currently uses the legacy HttpURLConnection API from Java 8. Java 21 modernized the HTTP library with java.net.http.HttpClient, but this is not just a mechanical rename. Redirects, restricted headers, timeout scope, response bodies, interruption, and connection reuse can all behave differently. That is why the implementation lives in one bounded work item: Replace HttpURLConnection with java.net.http.HttpClient. Let's put that into practice.Open the Cursor IDE with a new chat, and ask to implement the changes.Note: For this use case, we want to use a local Docker compose setup to verify the changes. If you want to reproduce the behavior, install Docker and Docker compose, otherwise remove the second prompt.We want to continue modernizing the app to Java 21 - use the same maint-java-21 branch, and start implementing issue 16.\n\nVerify the changes locally using the docker compose setup, after making the changes.\nThe GitLab MCP server provides the issue context, acceptance criteria, dependencies, and related discussions. The first code modernization issue remains deliberately synchronous and limited. It replaces HttpURLConnection with one reusable HttpClient and does not add virtual threads, change the time model, or remediate unrelated dependencies. Those are valuable follow-ups, but combining them would make behavior changes harder to isolate, review, and roll back.Implement and verify locallyFocused local HTTP server tests cover methods, headers, expected and unexpected status codes, redirects, timeouts, response metadata, connection failures, and interruption.The Docker Compose functional test then proves that authenticated readings still arrive in the rust-metrics-store backend.If the CI/CD pipelines are failing after the changes, leverage the GitLab MCP server tools to inspect and fix directly in the Cursor IDE without context switching.In the GitLab UI, you can use Fix CI/CD Pipeline Flow, or ask the CI Expert agent for help.CI/CD and review evidenceGitLab CI/CD, GitLab Duo Code Review, security scanning, and AI-assisted impact analysis provide the final evidence in the merge request. Human review still matters most at the subtle boundaries: Any intentional behavior difference should be explicit in the merge request, not discovered after deployment.Watch this video to learn how Cursor and GitLab modernize the collector's HTTP library to Java 21:\n Tips for Cursor and GitLabHere are some tips to use Cursor and GitLab together.Automate impact analysis for modernization breaking changesThe third use case shows the Developer Flow conducting a breaking change impact analysis. You can turn this workflow into an automated custom flow that gets triggered when a merge request is ready, or the pipeline is OK. Additional context can be retrieved from GitLab Orbit, which provides a context graph across code, work items, merge requests, vulnerabilities, and more.You can start inspecting the example flow in the AI Catalog: MR Impact analysis (Orbit). Thanks to my teammate Fatima Sarah Kalid for the inspiration. Custom flows are generally available in GitLab 19.2.Document guidelines and boundaries for agentsAGENTS.md for JavaAn AGENTS.md file helps Cursor and other coding agents understand the project architecture, commands, code style, testing expectations, and boundaries. Keep these instructions close to the code and make them concrete enough to verify.Example from the AGENTS.md in the Java HTTP metrics collector project.# Java HTTP Metrics Collector - Agent Instructions\n\n## Overview\n\nThe Java HTTP Metrics Collector is a REST API metrics collection sensor for the Tanuki IoT Platform. It monitors HTTP endpoints, collects performance metrics (response time, status codes, content length), and exports them in Prometheus text format. The application runs continuously with configurable collection intervals and supports concurrent endpoint monitoring.\n\n## Code Style and Standards\n\n### Java 8 Compatibility\n\n- Do not modernize Java 8 code to Java 11+ features unless there is a GitLab issue or task specifically requesting modernization\n- Target Java 8 for source and compilation: `maven.compiler.source=1.8` and `maven.compiler.target=1.8`\n- Use Java 8 compatible patterns (e.g., anonymous inner classes instead of lambdas where appropriate)\n\n### Documentation\n\n- All public classes must have Javadoc describing purpose and usage\n- All public methods must have Javadoc with `@param` and `@return` tags\n- Include code examples in main class Javadoc\n\n### Class Organization\n\n- **Main entry point**: `HttpMetricsCollector` - orchestrates configuration loading, metric collection, and export\n- **Collector**: `HttpCollector` - performs HTTP requests and collects metrics\n- **Exporter**: `PrometheusExporter` - exports metrics in Prometheus text format\n- **Models**: `CollectorConfig`, `EndpointConfig`, `HttpMetric` - data transfer objects\n\n### Dependency Management\n\n- Always use Maven for dependency management\n- Use property-based version management for dependencies (e.g., `${jackson.version}`)\n- Keep dependencies up-to-date in `pom.xml`\n\n### Error Handling\n\n- Use try-catch blocks with proper resource management (try-with-resources where applicable)\n- Log errors using SLF4J Logger\n- Gracefully handle configuration loading failures\n- Implement proper shutdown hooks for resource cleanup\n\n### Concurrency\n\n- Use `ExecutorService` for concurrent HTTP requests\n- Thread pool size is limited to the minimum of endpoint count and 10\n- Properly shutdown executor service with timeout handling\n- Use `Future` objects to collect results from concurrent tasks\nCode review instructions for JavaGitLab Duo Code Review Flow helps maintain style guides and boundaries. It expects specific instructions in the .gitlab/duo/mr-review-instructions.yaml file, for example, for Java:# Custom instructions for GitLab Duo Code Review\n\ninstructions:\n # General guidelines\n\n - name: Code Review\n instructions: |\n 1. Focus on correctness and performance\n 2. Ensure code comments and documentation are clear and concise\n 3. Be respectful and constructive in comments\n\n - name: CI/CD Configuration\n fileFilters:\n - \".gitlab-ci.yml\"\n instructions: |\n 1. Do not use YAML anchors\n 2. Always use rules in jobs, avoid using `only`\n\n # Java style guide\n\n - name: Java Style Guide\n fileFilters:\n - \"**/*.java\"\n instructions: |\n 1. Do not modernize Java 8 code to Java 11+ features, unless there is a GitLab issue or task specifically requesting modernization\n 2. All public classes must have Javadoc describing purpose and usage\n 3. All public methods must have Javadoc with @param and @return tags\n 4. Include code examples in main class Javadoc\n 5. All public methods must have at least one test case\n 6. Use httpbun.com for test endpoints (status codes, delays, JSON responses)\nIn the process of modernizing the code, the first guideline with Java 8 enforcement will need to be updated.Turn a proven workflow into an agentic skillWhen a specialized workflow becomes repeatable, capture it in an agentic skill. Skills are loaded on demand, not populating the context window by default.Start with working CI/CD, tests, and reviewed decisions so the agentic skill reflects proven practice rather than an untested plan. Issue 24 in the modernization epic captures the approach in a focused Java 21+ modernization agentic skill. This adds value beyond the current merge request: Future agent sessions can reuse the same safety boundaries instead of reconstructing them from earlier discussions.Try this example skill implementation, inspired by the existing Java 8 Maven maintenance skill:---\nname: java21-modernization\ndescription: >-\n Guide incremental Java 8 to Java 21+ modernization for the HTTP metrics\n collector. Use when a GitLab work item asks for Java 21 CI visibility,\n runtime/image upgrades, HttpClient migration, dependency or source API\n modernization, or review of maint-java-21 style merge requests. Do not use\n for routine Java 8 maintenance; prefer java8-maven-maintenance instead.\ncompatibility: Requires Maven, Docker Compose, and access to the owning GitLab work item.\n---\n\n# Java 21 Modernization\n\n## Overview\n\nModernize in small, reviewable steps. The owning work item is authoritative.\nPreserve collector → Rust metrics-store behavior unless the issue says otherwise.\n\nCompanion skill: `skills/java8-maven-maintenance/` for the Java 8 default path.\n\n## Before editing\n\n1. Read the owning issue/epic, `AGENTS.md`, `.gitlab-ci.yml`, `pom.xml`,\n `Dockerfile`, and affected tests.\n2. Record the current baseline:\n - `maven.compiler.source` / `target`\n - default CI image vs any `*:java-21` jobs\n - container base image\n - observable CLI/Compose behavior\n3. Classify the change into **one** lane:\n - CI visibility only\n - runtime / image switch\n - source / API modernization\n - dependency upgrade\n - tests / contract checks\n\nDo not combine lanes in one MR unless the work item explicitly requires it.\n\n## Workflow\n\nCopy and track:\n\n```text\nModernization progress:\n- [ ] Baseline recorded\n- [ ] Scoped to owning work item\n- [ ] Target-JDK CI evidence available before JDK-only APIs\n- [ ] Java 8 lane preserved until exit criteria say otherwise\n- [ ] Unit / IT / Compose checks run\n- [ ] MR documents risks, rollback, human decisions\n```\n\n## Guardrails\n\n- Do not remove Java 8 compatibility unless the work item authorizes it.\n- Do not introduce Java 21-only APIs before target-JDK CI evidence exists.\n- Do not mix runtime upgrades with unrelated refactors.\n- Do not claim performance wins without measurements.\n- Preserve the Java → Rust API and authentication contract.\n- Stop for a human decision when support policy, rollback, data format, or downstream compatibility is unclear.\n\n## Validation\n\n```bash\nmvn -Dmaven.repo.local=.m2/repository test\nmvn -Dmaven.repo.local=.m2/repository clean package\n```\n\nIf Compose or container files change:\n\n```bash\ndocker compose config --quiet\nTANUKI_INGESTION_TOKEN=replace-me docker compose up -d --build\n# confirm metric_sample logs and authenticated ingest still work\ndocker compose down -v\n```\n\n## Completion report\n\nIn the MR description, include:\n\n1. Baseline before the change\n2. Lane changed (CI / runtime / source / deps / tests)\n3. Evidence run (commands + CI jobs)\n4. Remaining risks and rollback\n5. Human decisions still open\n\n## Out of scope\n\n- Broad \"modernize everything to Java 21\" prompts\n- HTTP endpoint semantics unrelated to the JDK migration\n (use `skills/http-endpoint-collector-behavior/`)\n- Security triage unrelated to the migration slice\n (use `skills/security-triage-java-sensor/`)\nSummaryThe three use cases in this tutorial build on each other. Cursor fixed an accepted end-to-end test failure using repository context alone. Then the GitLab MCP server brought in the modernization plan, so Cursor could put quality gates in place and close the loop on Duo review feedback directly from the IDE. Finally, Cursor made one bounded Java 21 change, replacing HttpURLConnection with a reusable HttpClient, backed by focused tests, cross-service ingestion runs, pipeline, security scans, software bill of materials, review evidence, and impact analysis.A legacy Java 8 codebase does not get safer to modernize just because an agent is writing the code. It gets safer because every change is scoped, reviewed, tested against Java 8 and Java 21, and traceable back to a work item with the decisions and evidence behind it. Cursor handles the implementation. GitLab handles the proof. Together, they make the migration something a team can trust.If you want to try this workflow, start with one test that exposes an accepted failure in a legacy application. Make that test reliable, capture the larger modernization plan in GitLab, and choose one boundary you can change and prove independently. 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"caption": "Some analysts are calling SUI’s chart the “cleanest” in crypto at the moment, naming $5, $8, and $13 as potential near-term targets. The call that landed the same month, analyst Michael van de Poppe flagged SUI among altcoins showing “early signs of recovery.” A Bullish Call, Unconfirmed by the Chart Onchain analysts suggest that SUI […]",
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"caption": "A single invisible comment in an Azure DevOps pull request can turn a reviewer's own AI coding agent against them, driving it into projects the attacker has no rights to reach and quietly leaking what it finds.\n\nThe flaw is in Microsoft's official Azure DevOps MCP server, and it works because one of its tools returns pull request descriptions without a prompt-injection guardrail the company had",
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"caption": "Cybersecurity researchers have discovered a NuGet typosquat that's unlike the typical information-stealing malware distributed via package registries: usual info-stealers: it's designed to rig live game results on Digitain.\n\nThe package, named \"Newtonsoftt.Json.Net,\" masquerades as the Newtonsoft.Json library and is a trojanized fork. Seven versions of the package have been published to the",
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"caption": "Crypto holders can now move into traditional investments such as SpaceX, Apple, and thousands of other stocks and ETFs without transferring money to another app, as Uphold launches fractional stock trading and prepares to extend access beyond regular market hours. Crypto Can Now Fund the Next Stock Trade Turning bitcoin into a stock investment has […]",
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"caption": "Russia’s State Duma passed a bill Tuesday that gives the country its first full legal framework for cryptocurrency, treating digital assets as property while keeping them out of everyday payments. According to Rossiyskaya Gazeta (rg.ru), lawmakers approved Bill No. 1194918-8, “On Digital Currency and Digital Rights,” in its second and third readings on July 21. […]",
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