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    <description><![CDATA[Introduction The best way to understand the value of memory is to hold everything else constant.In our incident-response scenario, the same payment gateway 504 timeout happens three times. The alert i...]]></description>
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    <description><![CDATA[Building an AI-Powered Incident Response Agent with Groq and Hindsight Introduction Production incidents can be difficult to investigate because engineers often need to search through previous inciden...]]></description>
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    <description><![CDATA[I use AI constantly when I code and when I write. I use it to research ideas, plan code, debug, explore unfamiliar APIs, review architecture, generate tests, explain weird behavior, and write chunks o...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:13 +0800</pubDate>
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    <description><![CDATA[In the last year, some of the most frustrating production issues I've seen weren't outages. The dependency was up. It returned 200 OK . It just didn't return the same thing anymore. A field our code r...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:13 +0800</pubDate>
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    <description><![CDATA[DescriptDescript Done. I completed and verified the final video render. Final video: Download CrisisOps FINAL — Visible Subtitles Verified: 4:00.43 duration 1080 × 2392 portrait H.264 video + AAC audi...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:13 +0800</pubDate>
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    <description><![CDATA[Meetings are full of small details that become important later. Someone says, “I’ll send the revised pricing tomorrow.” 📄 Someone mentions a concern. Someone shares a preference. A decision is made. B...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
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    <pubDate>Wed, 30 Sep 2026 00:00:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
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    <description><![CDATA[Executive Overview As enterprises rapidly deploy autonomous AI sub-agents across HR, Finance, Software Engineering, and Marketing, a major architectural challenge has emerged: autonomous agents are st...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:14 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
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    <description><![CDATA[What happens when the same production problem occurs twice? The first time, engineers investigate everything from scratch. They check logs, deployments, database connections, services, and infrastruct...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:14 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-30T00:00:14+08:00</dc:date>
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    <description><![CDATA[The left-pad incident is the npm outage every JavaScript developer has heard of and few have read the paperwork for. On March 22, 2016, one developer unpublished 273 packages from npm, one of them an ...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:14 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-30T00:00:14+08:00</dc:date>
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    <description><![CDATA[A technical walkthrough of a generative-art model-arena: sandboxed p5.js iframes, honest pixel metrics, and the unglamorous engineering that stops model-generated code from burning your browser. The p...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:14 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-30T00:00:14+08:00</dc:date>
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    <description><![CDATA[Every runbook I have ever used was out of date the day after it was written. The one for our payment service still said "restart the pods" long after two separate on-call engineers had proven that res...]]></description>
    <pubDate>Wed, 30 Sep 2026 00:00:14 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-30T00:00:14+08:00</dc:date>
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    <source url="https://dev.to/ramakrishna_yeluband/how-i-built-a-runbook-that-learns-using-hindsight-3kij">dev.to</source>
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    <description><![CDATA[RecallIQ — Part 5 of 5 How RecallIQ can evolve from remembering past decisions to learning from their outcomes. What RecallIQ Is Today RecallIQ currently explores a simple but important idea: Teams sh...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:08+08:00</dc:date>
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    <description><![CDATA[Production incidents have an annoying property: the same class of failure can happen twice, while the response process still starts from zero. An API fails after a configuration change. An engineer tr...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
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    <category>Frontend</category>
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    <description><![CDATA[Industrial environments are generating more data than ever. Machines, sensors, connected devices, and monitoring systems continuously produce information about equipment performance, asset location, o...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
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    <description><![CDATA[Most agent failures are not one bad tool call. They are three "successful" writes in a row that nobody can reconstruct. Tool A updates the CRM. Tool B opens a ticket. Tool C emails the customer. Each ...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:08+08:00</dc:date>
    <category>Backend</category>
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    <description><![CDATA[The download half of my bufferbloat test was measuring an idle line. The code asked Cloudflare's speed endpoint for a gigabyte, got back a 403 with a one-byte body, and never looked at the status. The...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:09 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:09+08:00</dc:date>
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    <description><![CDATA[写在前面 先说说我遇到的情况。手头要维护的数据库不止一种，KingbaseES、MySQL、Oracle 都有。每换一种库就要打开对应的客户端，连接参数记了一堆，还老填错。用命令行倒是到哪都统一，可语]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:16 +0800</pubDate>
    <dc:creator>掘金</dc:creator>
    <dc:date>2026-09-29T23:40:16+08:00</dc:date>
    <category>数据库</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8399.svg" title="KingbaseES KSQL Developer 的连接管理、数据处理与对象管理"/>
    <source url="https://juejin.cn/post/7690793461680930857">掘金</source>
  </item>
  <item>
    <title>Building RecallIQ: Development Workflow, Testing and What We Learned</title>
    <link>https://www.a8q9.cn/en/article/building-recalliq-development-workflow-testing-and-what-we-learned-681a37.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/building-recalliq-development-workflow-testing-and-what-we-learned-681a37.html</guid>
    <description><![CDATA[RecallIQ — Part 4 of 5 A practical look at how RecallIQ was developed, tested, and refined during the hackathon, including the engineering decisions, security practices, and lessons learned along the ...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:09 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:09+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8393.svg" title="Building RecallIQ: Development Workflow, Testing and What We Learned"/>
    <source url="https://dev.to/dikshith__00117766f65/building-recalliq-development-workflow-testing-and-what-we-learned-36ad">dev.to</source>
  </item>
  <item>
    <title>Probabilistic Graph Neural Inference for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines</title>
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    <guid isPermaLink="true">https://www.a8q9.cn/en/article/probabilistic-graph-neural-inference-for-bio-inspired-soft-robotics-maintenance--96d285.html</guid>
    <description><![CDATA[Probabilistic Graph Neural Inference for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines When I first started experimenting with soft robotic arms modeled after octopus te...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:09 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:09+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimages.unsplash.com%2Fphoto-1620712943543-bcc4688e7485%3Fixlib%3Drb-4.0.3%26auto%3Dformat%26fit%3Dcrop%26w%3D1200%26q%3D80" title="Probabilistic Graph Neural Inference for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines"/>
    <source url="https://dev.to/rikinptl/probabilistic-graph-neural-inference-for-bio-inspired-soft-robotics-maintenance-in-hybrid-1n1j">dev.to</source>
  </item>
  <item>
    <title>How I Built a Marketing Memory Loop With Hindsight</title>
    <link>https://www.a8q9.cn/en/article/how-i-built-a-marketing-memory-loop-with-hindsight-9bd680.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-i-built-a-marketing-memory-loop-with-hindsight-9bd680.html</guid>
    <description><![CDATA[A stateless marketing agent is dangerous with capital. When you prompt a standard language model to formulate a multi-channel growth strategy, it will generate budget distributions, draft copy angles,...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:09 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:09+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8395.svg" title="How I Built a Marketing Memory Loop With Hindsight"/>
    <source url="https://dev.to/nikitha_5543f5631ada30b52/how-i-built-a-marketing-memory-loop-with-hindsight-4mgl">dev.to</source>
  </item>
  <item>
    <title>I Built a Multi-Provider AI Resume Analyzer with Spring Boot — Here&apos;s How ATS Matching Works</title>
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    <description><![CDATA[If you've ever tried building an AI-powered resume analyzer, one of the first things you discover is that: "Send the resume to an AI model and ask for an ATS score" isn't really enough. A useful resum...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:09 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:09+08:00</dc:date>
    <category>Database</category>
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    <source url="https://dev.to/sweety717/i-built-a-multi-provider-ai-resume-analyzer-with-spring-boot-heres-how-ats-matching-works-3jg5">dev.to</source>
  </item>
  <item>
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    <description><![CDATA[RecallIQ — Part 3 of 5 Exploring how persistent memory and transparent rules can provide explainable decision support without depending on an LLM. Start With the Question, Not the Model When people he...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:09 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:09+08:00</dc:date>
    <category>Frontend</category>
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    <source url="https://dev.to/dikshith__00117766f65/memory-plus-rules-designing-trustworthy-decision-analysis-without-an-llm-1djc">dev.to</source>
  </item>
  <item>
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    <guid isPermaLink="true">https://www.a8q9.cn/en/article/cosine-similarity-doesn-t-know-what-time-it-is-15d27a.html</guid>
    <description><![CDATA[Vector search answers "what is most similar to my query?" Many real systems also need "what is most true right now ?" Those are different questions. While building a co-pilot for pediatric therapists,...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:09 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:40:09+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8398.svg" title="Cosine Similarity Doesn&apos;t Know What Time It Is"/>
    <source url="https://dev.to/devansh564/cosine-similarity-doesnt-know-what-time-it-is-5fck">dev.to</source>
  </item>
  <item>
    <title>Jev、Kev、Laya：决策模型怎么选，什么时候需要微调？</title>
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    <guid isPermaLink="true">https://www.a8q9.cn/zh/article/jev-kev-laya-%E5%86%B3%E7%AD%96%E6%A8%A1%E5%9E%8B%E6%80%8E%E4%B9%88%E9%80%89-%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E9%9C%80%E8%A6%81%E5%BE%AE%E8%B0%83-9ec2ca.html</guid>
    <description><![CDATA[对比 Jev、Kev、Laya 的接口、底座与部署方式，辨析准确率、延迟和 confidence 的测量条件，说明什么时候该补齐输入、调整阈值或进行领域微调，并给出业务评测的起点。]]></description>
    <pubDate>Tue, 29 Sep 2026 23:40:16 +0800</pubDate>
    <dc:creator>掘金</dc:creator>
    <dc:date>2026-09-29T23:40:16+08:00</dc:date>
    <category>运维</category>
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    <source url="https://juejin.cn/post/7690832227404300351">掘金</source>
  </item>
  <item>
    <title>Inside RecallIQ: Building a Decision-Memory System with FastAPI, React and Hindsight Cloud</title>
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    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Backend</category>
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    <source url="https://dev.to/dikshith__00117766f65/inside-recalliq-building-a-decision-memory-system-with-fastapi-react-and-hindsight-cloud-2ppd">dev.to</source>
  </item>
  <item>
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    <guid isPermaLink="true">https://www.a8q9.cn/en/article/python-syntax-cheat-sheet-a-beginner-s-guide-to-brackets-colons-and-alignment-bfaf18.html</guid>
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    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8376.svg" title="Python Syntax Cheat Sheet: A Beginner&apos;s Guide to Brackets, Colons, and Alignment"/>
    <source url="https://dev.to/shahanaz-cse/python-syntax-cheat-sheet-a-beginners-guide-to-brackets-colons-and-alignment-1b">dev.to</source>
  </item>
  <item>
    <title>I asked for a brutal enterprise stress-test of my AI. The audit came back, and I realized the craziest plot twist of launch day.</title>
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    <description><![CDATA[at 8:00 pm IST on launch day, a 4-page technical audit of my AI dropped into my phone. it was a multi-tiered enterprise stress test. it evaluated my AI's operational architecture, logical capabilities...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Backend</category>
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    <source url="https://dev.to/koda2026/i-asked-for-a-brutal-enterprise-stress-test-of-my-ai-the-audit-came-back-and-i-realized-the-4k6n">dev.to</source>
  </item>
  <item>
    <title>Grok is obsessed with our docs. Just not the parts we built for it.</title>
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    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
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    <source url="https://dev.to/greenflux/grok-is-obsessed-with-our-docs-just-not-the-parts-we-built-for-it-mg9">dev.to</source>
  </item>
  <item>
    <title>CORS Errors Only in Production: Preflight, Credentials, and the Cache That Hides Your Fix</title>
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    <guid isPermaLink="true">https://www.a8q9.cn/en/article/cors-errors-only-in-production-preflight-credentials-and-the-cache-that-hides-yo-dc2b6b.html</guid>
    <description><![CDATA[If your frontend talks to your API fine on localhost and dies with a CORS error in production, the cause is almost never "CORS is broken." It is that locally the browser saw one origin (a dev-server p...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Backend</category>
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    <source url="https://dev.to/libme/cors-errors-only-in-production-preflight-credentials-and-the-cache-that-hides-your-fix-4mdk">dev.to</source>
  </item>
  <item>
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    <link>https://www.a8q9.cn/en/article/dealmemory-building-ai-that-learns-from-every-customer-relationship-fc8e12.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/dealmemory-building-ai-that-learns-from-every-customer-relationship-fc8e12.html</guid>
    <description><![CDATA[DealMemory: Building AI That Learns from Every Customer Relationship Introduction Sales teams generate enormous amounts of relationship data: discovery calls, technical discussions, stakeholder concer...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Frontend</category>
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    <source url="https://dev.to/akash_koravena_6119eb448d/dealmemory-building-ai-that-learns-from-every-customer-relationship-3j48">dev.to</source>
  </item>
  <item>
    <title>Meta&apos;s Muse for Small Business connects the dots. Who checks the answer?</title>
    <link>https://www.a8q9.cn/en/article/meta-s-muse-for-small-business-connects-the-dots-who-checks-the-answer-993f13.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/meta-s-muse-for-small-business-connects-the-dots-who-checks-the-answer-993f13.html</guid>
    <description><![CDATA[Photo by Bernd Dittrich on Unsplash , under the Unsplash License . Illustrative only. Meta announced Muse for Small Business today . It is extending its personal agent into a collection of software sm...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimages.unsplash.com%2Fphoto-1759860002165-f059bfcee759%3Ffm%3Djpg%26q%3D80%26w%3D1600%26auto%3Dformat%26fit%3Dcrop" title="Meta&apos;s Muse for Small Business connects the dots. Who checks the answer?"/>
    <source url="https://dev.to/mayabrennan/metas-muse-for-small-business-connects-the-dots-who-checks-the-answer-10j8">dev.to</source>
  </item>
  <item>
    <title>How to Set Up Local AI When You Have Limited Mobile Data in 2026</title>
    <link>https://www.a8q9.cn/en/article/how-to-set-up-local-ai-when-you-have-limited-mobile-data-in-2026-519a41.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-to-set-up-local-ai-when-you-have-limited-mobile-data-in-2026-519a41.html</guid>
    <description><![CDATA[Local AI can work without mobile data after setup, but the model files still have to reach your phone. Downloading several large models before choosing a task can use more data than you intended. OGAM...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Open Source</category>
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  </item>
  <item>
    <title>Network Forensics: Sources of Evidence &amp; Network Security (Week 2)</title>
    <link>https://www.a8q9.cn/en/article/network-forensics-sources-of-evidence-network-security-week-2-99f63f.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/network-forensics-sources-of-evidence-network-security-week-2-99f63f.html</guid>
    <description><![CDATA[This week, we explore the sources of digital evidence, the history of early malware, and the core protocols used to secure network communications, specifically VPNs and IPSec. The Dawn of Malware: Vir...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Security</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8383.svg" title="Network Forensics: Sources of Evidence &amp; Network Security (Week 2)"/>
    <source url="https://dev.to/timothy_imanuel_35225c051/network-forensics-sources-of-evidence-network-security-week-2-4kem">dev.to</source>
  </item>
  <item>
    <title>How to Prepare an Offline AI Travel Folder on Your Phone in 2026</title>
    <link>https://www.a8q9.cn/en/article/how-to-prepare-an-offline-ai-travel-folder-on-your-phone-in-2026-48f48f.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-to-prepare-an-offline-ai-travel-folder-on-your-phone-in-2026-48f48f.html</guid>
    <description><![CDATA[Travel information is more useful when you can open it without searching your inbox. A saved folder can hold the details; local AI can help you find an answer in the material you prepared. OGAM (Off G...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Frontend</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fh6ohs5rfjg0ugnq0b4g2.png" title="How to Prepare an Offline AI Travel Folder on Your Phone in 2026"/>
    <source url="https://dev.to/alichherawalla/how-to-prepare-an-offline-ai-travel-folder-on-your-phone-in-2026-a6e">dev.to</source>
  </item>
  <item>
    <title>How to SSH into an EC2 instance or a VPS for the first time</title>
    <link>https://www.a8q9.cn/en/article/how-to-ssh-into-an-ec2-instance-or-a-vps-for-the-first-time-b58cec.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-to-ssh-into-an-ec2-instance-or-a-vps-for-the-first-time-b58cec.html</guid>
    <description><![CDATA[You just spun up a cloud server — here's the clean path in: the right login user, the key-permissions gotcha, the two errors everyone hits, and how to make the connection repeatable. You clicked "laun...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8385.svg" title="How to SSH into an EC2 instance or a VPS for the first time"/>
    <source url="https://dev.to/wolfhound1995/how-to-ssh-into-an-ec2-instance-or-a-vps-for-the-first-time-3167">dev.to</source>
  </item>
  <item>
    <title>How We Built a Support Agent That Remembers Using Hindsight</title>
    <link>https://www.a8q9.cn/en/article/how-we-built-a-support-agent-that-remembers-using-hindsight-17edb0.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-we-built-a-support-agent-that-remembers-using-hindsight-17edb0.html</guid>
    <description><![CDATA[Nothing erodes trust in automated customer support faster than asking a user to re-explain their problem for the third time. If you have ever spent twenty minutes diagnosing an issue with a support bo...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:08 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:30:08+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8386.svg" title="How We Built a Support Agent That Remembers Using Hindsight"/>
    <source url="https://dev.to/shravan_kumar_30/how-we-built-a-support-agent-that-remembers-using-hindsight-4og9">dev.to</source>
  </item>
  <item>
    <title>Instinct founder said more than 50% of transactions on the platform are travel-related</title>
    <link>https://www.a8q9.cn/en/article/instinct-founder-said-more-than-50-of-transactions-on-the-platform-are-travel-re-7e0da7.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/instinct-founder-said-more-than-50-of-transactions-on-the-platform-are-travel-re-7e0da7.html</guid>
    <description><![CDATA[Instinct founder said that the platform is growing 10% day-by-day]]></description>
    <pubDate>Tue, 29 Sep 2026 23:22:30 +0800</pubDate>
    <dc:creator>TechCrunch</dc:creator>
    <dc:date>2026-09-29T23:22:30+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8370.svg" title="Instinct founder said more than 50% of transactions on the platform are travel-related"/>
    <source url="https://techcrunch.com/2026/09/29/instinct-founder-said-more-than-50-of-transactions-on-the-platform-are-travel-related/">TechCrunch</source>
  </item>
  <item>
    <title>Do You Need a Powerful Computer to Run Local AI in 2026?</title>
    <link>https://www.a8q9.cn/en/article/do-you-need-a-powerful-computer-to-run-local-ai-in-2026-bf4558.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/do-you-need-a-powerful-computer-to-run-local-ai-in-2026-bf4558.html</guid>
    <description><![CDATA[You may already own the computer you need. You do not need a high-end workstation for every local AI task. OGAD (Off Grid AI Desktop) can run a smaller compatible model on supported hardware for writi...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Industry</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F7pjf1pt0np7ha6jhyi97.png" title="Do You Need a Powerful Computer to Run Local AI in 2026?"/>
    <source url="https://dev.to/alichherawalla/do-you-need-a-powerful-computer-to-run-local-ai-in-2026-3li0">dev.to</source>
  </item>
  <item>
    <title>A game portal told me AI art gets rejected, so I redrew 15 bosses in canvas code</title>
    <link>https://www.a8q9.cn/en/article/a-game-portal-told-me-ai-art-gets-rejected-so-i-redrew-15-bosses-in-canvas-code-b3d825.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/a-game-portal-told-me-ai-art-gets-rejected-so-i-redrew-15-bosses-in-canvas-code-b3d825.html</guid>
    <description><![CDATA[My browser game Void Parry is a neon boss rush: 15 bosses, you reflect their bullets back with a shield. The bosses, backgrounds and key art were painted with an image model and cut out. It looked fin...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Frontend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8358.svg" title="A game portal told me AI art gets rejected, so I redrew 15 bosses in canvas code"/>
    <source url="https://dev.to/nightdrivelabs/a-game-portal-told-me-ai-art-gets-rejected-so-i-redrew-15-bosses-in-canvas-code-5c2l">dev.to</source>
  </item>
  <item>
    <title>Scrape public Telegram channels with Python (no login, no API ID)</title>
    <link>https://www.a8q9.cn/en/article/scrape-public-telegram-channels-with-python-no-login-no-api-id-705e19.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/scrape-public-telegram-channels-with-python-no-login-no-api-id-705e19.html</guid>
    <description><![CDATA[I built this actor; it's a paid tool on Apify with a free trial credit. If you want posts from a public Telegram channel, the usual route is Telethon or Pyrogram. They work, but you need a Telegram ac...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Frontend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8359.svg" title="Scrape public Telegram channels with Python (no login, no API ID)"/>
    <source url="https://dev.to/rel8ble/scrape-public-telegram-channels-with-python-no-login-no-api-id-gmi">dev.to</source>
  </item>
  <item>
    <title>SQL Indexes</title>
    <link>https://www.a8q9.cn/en/article/sql-indexes-2fc8d2.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/sql-indexes-2fc8d2.html</guid>
    <description><![CDATA[SQL Indexes A deep-dive walkthrough of database indexes — covering the B-tree structure underneath most indexes and precisely why it makes lookups fast, clustered vs. non-clustered indexes, the real w...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8360.svg" title="SQL Indexes"/>
    <source url="https://dev.to/rhuturaj_takle/sql-indexes-4be4">dev.to</source>
  </item>
  <item>
    <title>How to Create a Visual Mood Board From Your Own Photos With Local AI in 2026</title>
    <link>https://www.a8q9.cn/en/article/how-to-create-a-visual-mood-board-from-your-own-photos-with-local-ai-in-2026-9b6873.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-to-create-a-visual-mood-board-from-your-own-photos-with-local-ai-in-2026-9b6873.html</guid>
    <description><![CDATA[Your reference folder has plenty of images. The direction is still unclear. OGAD (Off Grid AI Desktop) can help you compare your own photos with a local vision model. Ask about visible colour, shape, ...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Frontend</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fh6ohs5rfjg0ugnq0b4g2.png" title="How to Create a Visual Mood Board From Your Own Photos With Local AI in 2026"/>
    <source url="https://dev.to/alichherawalla/how-to-create-a-visual-mood-board-from-your-own-photos-with-local-ai-in-2026-4e9k">dev.to</source>
  </item>
  <item>
    <title>Memory Without Authority: Building Safer AI-Powered Treasury Reviews with Hindsight</title>
    <link>https://www.a8q9.cn/en/article/memory-without-authority-building-safer-ai-powered-treasury-reviews-with-hindsig-69258c.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/memory-without-authority-building-safer-ai-powered-treasury-reviews-with-hindsig-69258c.html</guid>
    <description><![CDATA[What occurs when an artificial intelligence system can reference precedents from previous financial reviews? While persistent memory is inherently valuable in enterprise software, historical recollect...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fqmc0hq1wz529hbro9y8i.png" title="Memory Without Authority: Building Safer AI-Powered Treasury Reviews with Hindsight"/>
    <source url="https://dev.to/pragnav_rao/i-gave-hindsight-a-memory-bank-with-a-narrow-job-5ha6">dev.to</source>
  </item>
  <item>
    <title>The Most Useful Thing My Incident Agent Says Is &quot;Don&apos;t&quot;</title>
    <link>https://www.a8q9.cn/en/article/the-most-useful-thing-my-incident-agent-says-is-don-t-238c53.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/the-most-useful-thing-my-incident-agent-says-is-don-t-238c53.html</guid>
    <description><![CDATA[Every on-call engineer has done the obvious thing during an outage and watched it make things worse. You roll back, and the rollback re-triggers the failure. You restart a pod, and the state you neede...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ftohhvc5fdvssywnzoakk.png" title="The Most Useful Thing My Incident Agent Says Is &quot;Don&apos;t&quot;"/>
    <source url="https://dev.to/poojitha_narkatpally_fe23/the-most-useful-thing-my-incident-agent-says-is-dont-ape">dev.to</source>
  </item>
  <item>
    <title>AlgoArena</title>
    <link>https://www.a8q9.cn/en/article/algoarena-17e2c1.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/algoarena-17e2c1.html</guid>
    <description><![CDATA[AlgoArena — From Solving Problems to Understanding Them Introduction Most coding platforms focus on one question: Did your code pass? But passing test cases does not always mean that a learner truly u...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8364.svg" title="AlgoArena"/>
    <source url="https://dev.to/mohammedirfan17/algoarena-3248">dev.to</source>
  </item>
  <item>
    <title>My First 10/10 Was a Lie: How I Tested an SRE Agent Properly</title>
    <link>https://www.a8q9.cn/en/article/my-first-10-10-was-a-lie-how-i-tested-an-sre-agent-properly-603525.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/my-first-10-10-was-a-lie-how-i-tested-an-sre-agent-properly-603525.html</guid>
    <description><![CDATA[My first evaluation of an incident-response agent scored a perfect 10 out of 10. It was meaningless, and I want to explain why, because the mistake is easy to make and the fix is cheap. The flawed fir...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Open Source</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Flizj3fnifnz1miy91urd.png" title="My First 10/10 Was a Lie: How I Tested an SRE Agent Properly"/>
    <source url="https://dev.to/sravya_marikokkula_dea1b7/my-first-1010-was-a-lie-how-i-tested-an-sre-agent-properly-466e">dev.to</source>
  </item>
  <item>
    <title>I had 30 remote jobs and 2,000 more I wasn&apos;t showing. Here&apos;s what fixing it took</title>
    <link>https://www.a8q9.cn/en/article/i-had-30-remote-jobs-and-2-000-more-i-wasn-t-showing-here-s-what-fixing-it-took-8e7c56.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/i-had-30-remote-jobs-and-2-000-more-i-wasn-t-showing-here-s-what-fixing-it-took-8e7c56.html</guid>
    <description><![CDATA[I run Nokku.ai , a free site for job-market trends, courses and remote jobs. Its remote jobs page had a problem I didn't notice for weeks: it listed 30 jobs from the last 30 days. That looked like a q...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Frontend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8366.svg" title="I had 30 remote jobs and 2,000 more I wasn&apos;t showing. Here&apos;s what fixing it took"/>
    <source url="https://dev.to/payanai_dev/i-had-30-remote-jobs-and-2000-more-i-wasnt-showing-heres-what-fixing-it-took-566e">dev.to</source>
  </item>
  <item>
    <title>I Integrated Hindsight to Give Project Arbitrage a Memory Layer</title>
    <link>https://www.a8q9.cn/en/article/i-integrated-hindsight-to-give-project-arbitrage-a-memory-layer-ba7457.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/i-integrated-hindsight-to-give-project-arbitrage-a-memory-layer-ba7457.html</guid>
    <description><![CDATA[What occurs when an artificial intelligence system can reference precedents from previous financial reviews? While persistent memory is inherently valuable in enterprise software, historical recollect...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F1ql1b11vpyct7kign8kj.png" title="I Integrated Hindsight to Give Project Arbitrage a Memory Layer"/>
    <source url="https://dev.to/lehanth7_dev/i-gave-hindsight-a-memory-bank-with-a-narrow-job-2abp">dev.to</source>
  </item>
  <item>
    <title>MLOps in Practice: Principles, Maturity Levels, and an Adoption Plan</title>
    <link>https://www.a8q9.cn/en/article/mlops-in-practice-principles-maturity-levels-and-an-adoption-plan-ffca1b.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/mlops-in-practice-principles-maturity-levels-and-an-adoption-plan-ffca1b.html</guid>
    <description><![CDATA[Machine learning projects often begin as successful experiments and become difficult to operate when data changes, models are retrained, and production behavior must be monitored. The practical answer...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:10:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:10:13+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8368.svg" title="MLOps in Practice: Principles, Maturity Levels, and an Adoption Plan"/>
    <source url="https://dev.to/coleweller294875/mlops-in-practice-principles-maturity-levels-and-an-adoption-plan-2pdl">dev.to</source>
  </item>
  <item>
    <title>Developer policy update: Transparency, state policy, and what’s ahead</title>
    <link>https://www.a8q9.cn/en/article/developer-policy-update-transparency-state-policy-and-what-s-ahead-bf54b9.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/developer-policy-update-transparency-state-policy-and-what-s-ahead-bf54b9.html</guid>
    <description><![CDATA[Policy decisions increasingly shape how developers build, collaborate, and participate in open source. That makes it important not only to be transparent about how GitHub responds to government reques...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:02:47 +0800</pubDate>
    <dc:creator>GitHub Blog</dc:creator>
    <dc:date>2026-09-29T23:02:47+08:00</dc:date>
    <category>Open Source</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8356.svg" title="Developer policy update: Transparency, state policy, and what’s ahead"/>
    <source url="https://github.blog/news-insights/policy-news-and-insights/developer-policy-update-transparency-state-policy-and-whats-ahead/">GitHub Blog</source>
  </item>
  <item>
    <title>After losing his voice to cancer, this founder is building “glasses for voice”</title>
    <link>https://www.a8q9.cn/en/article/after-losing-his-voice-to-cancer-this-founder-is-building-glasses-for-voice-725036.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/after-losing-his-voice-to-cancer-this-founder-is-building-glasses-for-voice-725036.html</guid>
    <description><![CDATA[Uhura Bionics, a TechCrunch Disrupt 2026 Battlefield 200, wants to replace flat, robotics voice devices with one that carries emotions.]]></description>
    <pubDate>Tue, 29 Sep 2026 23:02:23 +0800</pubDate>
    <dc:creator>TechCrunch</dc:creator>
    <dc:date>2026-09-29T23:02:23+08:00</dc:date>
    <category>技术博客</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8354.svg" title="After losing his voice to cancer, this founder is building “glasses for voice”"/>
    <source url="https://techcrunch.com/2026/09/29/after-losing-his-voice-to-cancer-this-founder-is-building-glasses-for-voice/">TechCrunch</source>
  </item>
  <item>
    <title>Oura shelves its $2.2B IPO citing ‘uncertainty’ in the market</title>
    <link>https://www.a8q9.cn/en/article/oura-shelves-its-2-2b-ipo-citing-uncertainty-in-the-market-a25aae.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/oura-shelves-its-2-2b-ipo-citing-uncertainty-in-the-market-a25aae.html</guid>
    <description><![CDATA[The postponement of the IPO will delay some of the company's plans for its proceeds from the IPO, as well as those of its shareholders.]]></description>
    <pubDate>Tue, 29 Sep 2026 23:02:23 +0800</pubDate>
    <dc:creator>TechCrunch</dc:creator>
    <dc:date>2026-09-29T23:02:23+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8355.svg" title="Oura shelves its $2.2B IPO citing ‘uncertainty’ in the market"/>
    <source url="https://techcrunch.com/2026/09/29/oura-shelves-its-2-2b-ipo-citing-uncertainty-in-the-market/">TechCrunch</source>
  </item>
  <item>
    <title>Wiring Android&apos;s MediaPipe LLM Inference API to a Streaming Compose UI</title>
    <link>https://www.a8q9.cn/en/article/wiring-android-s-mediapipe-llm-inference-api-to-a-streaming-compose-ui-e2875b.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/wiring-android-s-mediapipe-llm-inference-api-to-a-streaming-compose-ui-e2875b.html</guid>
    <description><![CDATA[--- title : " Streaming On-Device LLMs to Compose with MediaPipe and Kotlin Flow" published : true description : " Wire MediaPipe's LLM Inference API to Jetpack Compose using Kotlin Flow — covering Sh...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:00:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:00:12+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8348.svg" title="Wiring Android&apos;s MediaPipe LLM Inference API to a Streaming Compose UI"/>
    <source url="https://dev.to/software_mvp-factory/wiring-androids-mediapipe-llm-inference-api-to-a-streaming-compose-ui-255k">dev.to</source>
  </item>
  <item>
    <title>Turning the Hindsight Loop into a Demo People Can Actually Follow</title>
    <link>https://www.a8q9.cn/en/article/turning-the-hindsight-loop-into-a-demo-people-can-actually-follow-ac2612.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/turning-the-hindsight-loop-into-a-demo-people-can-actually-follow-ac2612.html</guid>
    <description><![CDATA[A technically correct system isn't enough if the person watching can't tell what's happening. I handled the frontend and demo orchestration for our GEO agent. That meant taking outputs from the Scan A...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:00:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:00:12+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8349.svg" title="Turning the Hindsight Loop into a Demo People Can Actually Follow"/>
    <source url="https://dev.to/ridatab08/turning-the-hindsight-loop-into-a-demo-people-can-actually-follow-2cp4">dev.to</source>
  </item>
  <item>
    <title>A multi-vendor AI agent room over hack.chat (C# bridge + Vue client)</title>
    <link>https://www.a8q9.cn/en/article/a-multi-vendor-ai-agent-room-over-hack-chat-c-bridge-vue-client-59beb7.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/a-multi-vendor-ai-agent-room-over-hack-chat-c-bridge-vue-client-59beb7.html</guid>
    <description><![CDATA[A multi-vendor AI agent room over hack.chat Most agent demos still look like one chat window talking to one model. What I wanted was messier and more useful: several agents from different vendors, plu...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:00:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:00:12+08:00</dc:date>
    <category>Frontend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8350.svg" title="A multi-vendor AI agent room over hack.chat (C# bridge + Vue client)"/>
    <source url="https://dev.to/ish2049/a-multi-vendor-ai-agent-room-over-hackchat-c-bridge-vue-client-3fmk">dev.to</source>
  </item>
  <item>
    <title>Rate-Limited APIs and Laravel Queues: One Request at a Time, Without Starving the Rest</title>
    <link>https://www.a8q9.cn/en/article/rate-limited-apis-and-laravel-queues-one-request-at-a-time-without-starving-the--e7e3de.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/rate-limited-apis-and-laravel-queues-one-request-at-a-time-without-starving-the--e7e3de.html</guid>
    <description><![CDATA[You are integrating with an API that allows sixty calls a minute and no parallel requests at all. Send two at once and it returns a 429, or worse, corrupts the record you were updating. Your queue wor...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:00:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:00:12+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8351.svg" title="Rate-Limited APIs and Laravel Queues: One Request at a Time, Without Starving the Rest"/>
    <source url="https://dev.to/laravelo11y/rate-limited-apis-and-laravel-queues-one-request-at-a-time-without-starving-the-rest-k0c">dev.to</source>
  </item>
  <item>
    <title>Adaptive Network Diagnostics: Engineering Review</title>
    <link>https://www.a8q9.cn/en/article/adaptive-network-diagnostics-engineering-review-ab123f.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/adaptive-network-diagnostics-engineering-review-ab123f.html</guid>
    <description><![CDATA[Adaptive Network Diagnostics: Engineering Review State-Aware Troubleshooting with Relational Control and Episodic Memory Technical Architecture Review Why Network Troubleshooting Needs More Context A ...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:00:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:00:12+08:00</dc:date>
    <category>Database</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fvvbiezb7zflmjx47jyig.png" title="Adaptive Network Diagnostics: Engineering Review"/>
    <source url="https://dev.to/manivarun_avishetty_db030/adaptive-network-diagnostics-engineering-review-356b">dev.to</source>
  </item>
  <item>
    <title>Software Engineering Skills in the AI Era</title>
    <link>https://www.a8q9.cn/en/article/software-engineering-skills-in-the-ai-era-6356b8.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/software-engineering-skills-in-the-ai-era-6356b8.html</guid>
    <description><![CDATA[When code generation tools produce working boilerplate in seconds, defining developer value purely by typing speed or lines of code optimizes the wrong skill. The immediate question facing engineers i...]]></description>
    <pubDate>Tue, 29 Sep 2026 23:00:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T23:00:12+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8353.svg" title="Software Engineering Skills in the AI Era"/>
    <source url="https://dev.to/ufebri/software-engineering-skills-in-the-ai-era-ppi">dev.to</source>
  </item>
  <item>
    <title>What 104 Real Postmortems Taught My Agent That I Couldn&apos;t Have Written Myself</title>
    <link>https://www.a8q9.cn/en/article/what-104-real-postmortems-taught-my-agent-that-i-couldn-t-have-written-myself-43fa28.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/what-104-real-postmortems-taught-my-agent-that-i-couldn-t-have-written-myself-43fa28.html</guid>
    <description><![CDATA[When I started building an incident-response agent, the first decision wasn't about models or frameworks. It was about what the agent should remember. I chose real postmortems, and this post explains ...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:11 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:11+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fgzb7am84sdapqsbkwwaz.jpeg" title="What 104 Real Postmortems Taught My Agent That I Couldn&apos;t Have Written Myself"/>
    <source url="https://dev.to/kudikala_saikeerthika_672/what-104-real-postmortems-taught-my-agent-that-i-couldnt-have-written-myself-3n8j">dev.to</source>
  </item>
  <item>
    <title>Automating Pull Request Workflows with Claude Task Master</title>
    <link>https://www.a8q9.cn/en/article/automating-pull-request-workflows-with-claude-task-master-e7c2a7.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/automating-pull-request-workflows-with-claude-task-master-e7c2a7.html</guid>
    <description><![CDATA[Automating Pull Request Workflows with Claude Task Master Claude Task Master, invoked with the claudetm CLI, provides an autonomous loop that keeps Claude working until a defined goal is achieved. The...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:11 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:11+08:00</dc:date>
    <category>Open Source</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8338.svg" title="Automating Pull Request Workflows with Claude Task Master"/>
    <source url="https://dev.to/developerzai/automating-pull-request-workflows-with-claude-task-master-51dc">dev.to</source>
  </item>
  <item>
    <title>Designing an Industrial AIoT Event Pipeline for In-Plant Logistics</title>
    <link>https://www.a8q9.cn/en/article/designing-an-industrial-aiot-event-pipeline-for-in-plant-logistics-bed7a3.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/designing-an-industrial-aiot-event-pipeline-for-in-plant-logistics-bed7a3.html</guid>
    <description><![CDATA[Industrial IoT becomes significantly more challenging when the data represents physical movement. A web application can generally assume that an API request comes in with a reasonably consistent struc...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:11 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:11+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8339.svg" title="Designing an Industrial AIoT Event Pipeline for In-Plant Logistics"/>
    <source url="https://dev.to/yashbansal893/designing-an-industrial-aiot-event-pipeline-for-in-plant-logistics-21d5">dev.to</source>
  </item>
  <item>
    <title>Fruit flies remember their larval diet, which influences their longevity</title>
    <link>https://www.a8q9.cn/en/article/fruit-flies-remember-their-larval-diet-which-influences-their-longevity-fbbd4d.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/fruit-flies-remember-their-larval-diet-which-influences-their-longevity-fbbd4d.html</guid>
    <description><![CDATA[Back in the 1930s, scientists noticed that water fleas and rats fed restricted diets while young went on to live longer. The same effect has since turned up in fruit flies and mice. What we did not kn...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:42:14 +0800</pubDate>
    <dc:creator>Ars Technica</dc:creator>
    <dc:date>2026-09-29T22:42:14+08:00</dc:date>
    <category>技术博客</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8333.svg" title="Fruit flies remember their larval diet, which influences their longevity"/>
    <source url="https://arstechnica.com/science/2026/09/fruit-flies-remember-their-larval-diet-which-influences-their-longevity/">Ars Technica</source>
  </item>
  <item>
    <title>Upload Moderation Boundaries: Text and Image Signals for Support Photo OCR</title>
    <link>https://www.a8q9.cn/en/article/upload-moderation-boundaries-text-and-image-signals-for-support-photo-ocr-21925a.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/upload-moderation-boundaries-text-and-image-signals-for-support-photo-ocr-21925a.html</guid>
    <description><![CDATA[Storage fan-out changes the moderation answer: a customer-support photo may be retained as an original, normalized into another representation, sent through OCR, and cached again before anyone decides...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:11 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:11+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8340.svg" title="Upload Moderation Boundaries: Text and Image Signals for Support Photo OCR"/>
    <source url="https://dev.to/knutberg8412/upload-moderation-boundaries-text-and-image-signals-for-support-photo-ocr-3i5">dev.to</source>
  </item>
  <item>
    <title>If every layer prefix is a valid model, why do we still pick a size at deploy time?</title>
    <link>https://www.a8q9.cn/en/article/if-every-layer-prefix-is-a-valid-model-why-do-we-still-pick-a-size-at-deploy-tim-02b34e.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/if-every-layer-prefix-is-a-valid-model-why-do-we-still-pick-a-size-at-deploy-tim-02b34e.html</guid>
    <description><![CDATA[I keep four checkpoints of the same family on disk: a 1.5B, an 8B, a 32B, and a 70B. Four training runs I didn't do, four eval suites I have to trust on faith, four quantized copies, four latency prof...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:11 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:11+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8341.svg" title="If every layer prefix is a valid model, why do we still pick a size at deploy time?"/>
    <source url="https://dev.to/o96a/if-every-layer-prefix-is-a-valid-model-why-do-we-still-pick-a-size-at-deploy-time-2o1j">dev.to</source>
  </item>
  <item>
    <title>Building an AIoT Architecture for Commercial Construction</title>
    <link>https://www.a8q9.cn/en/article/building-an-aiot-architecture-for-commercial-construction-425118.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/building-an-aiot-architecture-for-commercial-construction-425118.html</guid>
    <description><![CDATA[A construction project is full of connected things. Equipment, materials, environment, position, and software can all provide valuable insights through their data. The challenge, however, lies in conn...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:11 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:11+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8342.svg" title="Building an AIoT Architecture for Commercial Construction"/>
    <source url="https://dev.to/memona07/building-an-aiot-architecture-for-commercial-construction-2i2p">dev.to</source>
  </item>
  <item>
    <title>How to Find Details Across Founder Meeting Notes in 2026</title>
    <link>https://www.a8q9.cn/en/article/how-to-find-details-across-founder-meeting-notes-in-2026-0b2d54.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-to-find-details-across-founder-meeting-notes-in-2026-0b2d54.html</guid>
    <description><![CDATA[Details from founder meetings can be spread across several notes and follow-up documents. OGAD (Off Grid AI Desktop) can help you find where a topic was discussed and compare what was stated at differ...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:11 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:11+08:00</dc:date>
    <category>Open Source</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F7pjf1pt0np7ha6jhyi97.png" title="How to Find Details Across Founder Meeting Notes in 2026"/>
    <source url="https://dev.to/alichherawalla/how-to-find-details-across-founder-meeting-notes-in-2026-278p">dev.to</source>
  </item>
  <item>
    <title>Engineering the Scan and Recommendation Agents for a Memory-Driven GEO System</title>
    <link>https://www.a8q9.cn/en/article/engineering-the-scan-and-recommendation-agents-for-a-memory-driven-geo-system-4ea57b.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/engineering-the-scan-and-recommendation-agents-for-a-memory-driven-geo-system-4ea57b.html</guid>
    <description><![CDATA[The AI pipeline turns a brand name into two things: a measurable GEO visibility result and a recommendation for what to do next. I worked on both the Scan Agent and the Recommendation Agent, and we ke...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:12+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8344.svg" title="Engineering the Scan and Recommendation Agents for a Memory-Driven GEO System"/>
    <source url="https://dev.to/sufiyaaa_007_/engineering-the-scan-and-recommendation-agents-for-a-memory-driven-geo-system-4o71">dev.to</source>
  </item>
  <item>
    <title>How to Find Past Maintenance Notes With Local AI in 2026</title>
    <link>https://www.a8q9.cn/en/article/how-to-find-past-maintenance-notes-with-local-ai-in-2026-a21462.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-to-find-past-maintenance-notes-with-local-ai-in-2026-a21462.html</guid>
    <description><![CDATA[A maintenance note can answer a useful question months later: what was observed, what was tried, and what still needed attention? OGAD (Off Grid AI Desktop) can help search your saved notes on a compu...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:12+08:00</dc:date>
    <category>Open Source</category>
    <media:thumbnail url="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F7pjf1pt0np7ha6jhyi97.png" title="How to Find Past Maintenance Notes With Local AI in 2026"/>
    <source url="https://dev.to/alichherawalla/how-to-find-past-maintenance-notes-with-local-ai-in-2026-154n">dev.to</source>
  </item>
  <item>
    <title>Storefront Media Lifecycles: Keep Original Image Inputs for Reprocessing</title>
    <link>https://www.a8q9.cn/en/article/storefront-media-lifecycles-keep-original-image-inputs-for-reprocessing-e7a2ae.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/storefront-media-lifecycles-keep-original-image-inputs-for-reprocessing-e7a2ae.html</guid>
    <description><![CDATA[An e-commerce catalog has one constraint that changes this decision: a product photo will probably outlive the thumbnail specification that happens to be current when the seller uploads it. TL;DR: ret...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:50:12 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:50:12+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8346.svg" title="Storefront Media Lifecycles: Keep Original Image Inputs for Reprocessing"/>
    <source url="https://dev.to/ignatiuscole6932/storefront-media-lifecycles-keep-original-image-inputs-for-reprocessing-2fc1">dev.to</source>
  </item>
  <item>
    <title>Why we don’t proxy live audio WebSockets through Vercel (and what we do instead)</title>
    <link>https://www.a8q9.cn/en/article/why-we-don-t-proxy-live-audio-websockets-through-vercel-and-what-we-do-instead-ad64c1.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/why-we-don-t-proxy-live-audio-websockets-through-vercel-and-what-we-do-instead-ad64c1.html</guid>
    <description><![CDATA[When we shipped live captions for TranscribeChirp , the first instinct was tempting: Put a WebSocket on the Next.js API route, pipe mic audio through Vercel, fan out to Deepgram. That path fails on se...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:40:13+08:00</dc:date>
    <category>Backend</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8321.svg" title="Why we don’t proxy live audio WebSockets through Vercel (and what we do instead)"/>
    <source url="https://dev.to/yvone_f8de85837dee3e4cd0f/why-we-dont-proxy-live-audio-websockets-through-vercel-and-what-we-do-instead-7go">dev.to</source>
  </item>
  <item>
    <title>Claude Code vs Qwen Code vs Codex</title>
    <link>https://www.a8q9.cn/en/article/claude-code-vs-qwen-code-vs-codex-a82e63.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/claude-code-vs-qwen-code-vs-codex-a82e63.html</guid>
    <description><![CDATA[AI coding tools have changed. A couple of years ago, we were excited when autocomplete correctly guessed the next three lines. Now we casually type: "Refactor this module, update the tests, fix whatev...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:40:13+08:00</dc:date>
    <category>AI &amp; ML</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8322.svg" title="Claude Code vs Qwen Code vs Codex"/>
    <source url="https://dev.to/gimnathperera/claude-code-vs-qwen-code-vs-codex-4el5">dev.to</source>
  </item>
  <item>
    <title>macOS Golden Gate Is a Buggy Mess</title>
    <link>https://www.a8q9.cn/en/article/macos-golden-gate-is-a-buggy-mess-30e103.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/macos-golden-gate-is-a-buggy-mess-30e103.html</guid>
    <description><![CDATA[Article URL: https://www.squareorbits.com/blog/2026/09/macos-golden-gate-is-a-buggy-mess/ Comments URL: https://news.ycombinator.com/item?id=49894005 Points: 87 # Comments: 43]]></description>
    <pubDate>Tue, 29 Sep 2026 23:30:02 +0800</pubDate>
    <dc:creator>Hacker News</dc:creator>
    <dc:date>2026-09-29T23:30:02+08:00</dc:date>
    <category>技术博客</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8372.svg" title="macOS Golden Gate Is a Buggy Mess"/>
    <source url="https://www.squareorbits.com/blog/2026/09/macos-golden-gate-is-a-buggy-mess/">Hacker News</source>
  </item>
  <item>
    <title>How a conformance tester caught a regression in Stellar&apos;s MPP SDK before it shipped</title>
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    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:40:13+08:00</dc:date>
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    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
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    <source url="https://dev.to/yureki_lab/how-i-built-a-watchdog-that-stops-my-ai-coding-agent-from-looping-forever-61h">dev.to</source>
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    <description><![CDATA[写在前面 PL/SQL 是 KingbaseES 在 SQL 上做的过程化扩展，把 SQL 操作数据的能力和过程语言控制流程的能力揉到了一块。跟纯 SQL 比，它能写更绕的业务逻辑，出了错也能把控制权]]></description>
    <pubDate>Tue, 29 Sep 2026 22:40:28 +0800</pubDate>
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    <dc:date>2026-09-29T22:40:28+08:00</dc:date>
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    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:40:13+08:00</dc:date>
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    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
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    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
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    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
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    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
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    <pubDate>Tue, 29 Sep 2026 22:40:13 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
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    <pubDate>Tue, 29 Sep 2026 22:40:03 +0800</pubDate>
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    <pubDate>Tue, 29 Sep 2026 23:30:02 +0800</pubDate>
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    <pubDate>Tue, 29 Sep 2026 22:30:21 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:21+08:00</dc:date>
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    <pubDate>Tue, 29 Sep 2026 22:42:14 +0800</pubDate>
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    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:22+08:00</dc:date>
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    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
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    <source url="https://dev.to/alichherawalla/how-to-turn-your-project-notes-into-interview-examples-in-2026-32l4">dev.to</source>
  </item>
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    <title>SHADOW. — Giving AI Product Teams a Persistent Memory</title>
    <link>https://www.a8q9.cn/en/article/shadow-giving-ai-product-teams-a-persistent-memory-fdd7d3.html</link>
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    <description><![CDATA[SHADOW. — Giving AI Product Teams a Persistent Memory The Problem Product teams collect valuable information every day — customer feedback, meetings, decisions, competitor observations, and important ...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:22+08:00</dc:date>
    <category>Frontend</category>
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    <source url="https://dev.to/paswanth_reddy/shadow-giving-ai-product-teams-a-persistent-memory-1khc">dev.to</source>
  </item>
  <item>
    <title>How to Find Contradictions Between Meeting Notes and a Project Brief in 2026</title>
    <link>https://www.a8q9.cn/en/article/how-to-find-contradictions-between-meeting-notes-and-a-project-brief-in-2026-4fad3f.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/how-to-find-contradictions-between-meeting-notes-and-a-project-brief-in-2026-4fad3f.html</guid>
    <description><![CDATA[The brief says one thing. Your meeting notes seem to say another. Before the team builds the wrong version, you need to know exactly where the difference is. OGAD (Off Grid AI Desktop) can help you co...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:22+08:00</dc:date>
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    <source url="https://dev.to/alichherawalla/how-to-find-contradictions-between-meeting-notes-and-a-project-brief-in-2026-571d">dev.to</source>
  </item>
  <item>
    <title>How to properly redact a PDF so the text is actually gone</title>
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    <description><![CDATA[Drawing a black rectangle over sensitive text in a PDF does not redact it. I need you to understand this before anything else, because people get fired, sued, and embarrassed over this exact mistake. ...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:22+08:00</dc:date>
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    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:22+08:00</dc:date>
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    <source url="https://dev.to/adbuth_kumarkota_b65df72/an-agent-that-remembers-what-you-actually-need-29hp">dev.to</source>
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    <description><![CDATA[An EA can print "order sent" and still have no position. That line usually proves only that the code reached its send branch. It does not settle what the server accepted or what the account holds now....]]></description>
    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:22+08:00</dc:date>
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    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8309.svg" title="An MT5 order call is not a position: three checks for an EA"/>
    <source url="https://dev.to/stratcorealpha/an-mt5-order-call-is-not-a-position-three-checks-for-an-ea-n5i">dev.to</source>
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    <title>Building a Sovereign Cryptography Suite in .NET: 11 Engines, Multi-Jurisdictional Hashes, and Anti-Keylogger Shields</title>
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    <description><![CDATA[1. 🚀 Introduction & Background In modern software engineering, data security is often treated as a solved problem through a mono-cultural lens. The vast majority of cryptographic utilities operating o...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:22+08:00</dc:date>
    <category>Security</category>
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  </item>
  <item>
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    <link>https://www.a8q9.cn/en/article/cheap-to-build-hard-to-kill-28c1a6.html</link>
    <guid isPermaLink="true">https://www.a8q9.cn/en/article/cheap-to-build-hard-to-kill-28c1a6.html</guid>
    <description><![CDATA[I built a tool that automates a piece of the financial close. The engine and the interface came together in a couple of days. The other three-quarters of the time went to what nobody demos. Who can ap...]]></description>
    <pubDate>Tue, 29 Sep 2026 22:30:22 +0800</pubDate>
    <dc:creator>dev.to</dc:creator>
    <dc:date>2026-09-29T22:30:22+08:00</dc:date>
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    <source url="https://dev.to/bryant_hood_5d0e171a08fec/cheap-to-build-hard-to-kill-1lhp">dev.to</source>
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    <title>Unsurprisingly, Meta&apos;s new Muse AI agent blatantly ignores users permissions</title>
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    <description><![CDATA[Article URL: https://appleinsider.com/articles/26/09/28/metas-new-ai-agent-blatantly-ignores-users-permissions Comments URL: https://news.ycombinator.com/item?id=49893709 Points: 17 # Comments: 0]]></description>
    <pubDate>Tue, 29 Sep 2026 22:40:03 +0800</pubDate>
    <dc:creator>Hacker News</dc:creator>
    <dc:date>2026-09-29T22:40:03+08:00</dc:date>
    <category>Industry</category>
    <media:thumbnail url="https://www.a8q9.cn/storage/uploads/covers/auto/p8317.svg" title="Unsurprisingly, Meta&apos;s new Muse AI agent blatantly ignores users permissions"/>
    <source url="https://appleinsider.com/articles/26/09/28/metas-new-ai-agent-blatantly-ignores-users-permissions">Hacker News</source>
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