Taweesak Inmek

🤖 AI x PHP - Neuronv2 🤖 The release of Neuron V2 framework enables building real multi-agent systems in PHP - using event-driven workflows, streaming updates and human-in‐the‐loop interventions. "This implementation demonstrates that sophisticated AI architectures are no longer exclusive to Python. For teams with substantial PHP expertise, Neuron v2 removes the primary arguments for switching to Python for AI development. Complex agentic workflows are now feasible within the PHP ecosystem, using familiar patterns and deployment infrastructure." Has PHP has finally become viable for serious agentic / AI architectures, not just Python? https://lnkd.in/eWpFerVq

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Claude Sonnet 4.6 just landed in the Australia !!! 🇦🇺 From today, teams building in APAC can tap Sonnet 4.6’s frontier‑level performance for coding copilots, agentic workflows, and high‑volume knowledge work, all with lower latency and data residency in‑region. It’s a direct upgrade from Sonnet 4.5 with near‑Opus 4.6 intelligence at a more accessible price point, plus smoother migration thanks to only minor prompt adjustments. If you’re experimenting with browser-based automation, multi-step orchestration, or domain-specific copilots (from spreadsheets and financial models to compliance review and summarisation), this is a great moment to start or expand on Amazon Bedrock.

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🚀 Post 3/4 – Kubernetes DevOps Home Lab – Day 5 12.5.25 NVMe Migration on All Worker Nodes + k3s Agent Recovery With the control-plane running from NVMe, the next job was to upgrade all three workers: - pi-worker-01 - pi-worker-02 - pi-worker-03 The process matched the control node: lsblk to confirm nvme0n1 exists parted + mkfs.ext4 rsync root → /mnt/nvme Update /boot/firmware/cmdline.txt to point root=/dev/nvme0n1p1 Update /mnt/nvme/etc/fstab for hybrid boot Reboot → verify / is on NVMe What went wrong on worker-01: After reboot, k3s-agent.service was stuck in: Active: activating (start) Logs showed: Error syncing pod NetworkPluginNotReady: CNI plugin not initialized This is classic “runtime state changed under my feet” behavior. Recovery steps on worker-01: sudo systemctl stop k3s-agent sudo pkill containerd sudo pkill k3s sudo rm -rf /var/lib/cni/* sudo crictl rm --all --force || true sudo systemctl start k3s-agent On the control node: kubectl get nodes Eventually showed: pi-control-01 Ready pi-worker-01 Ready pi-worker-02 Ready pi-worker-03 Ready Key lesson: When you change the underlying root filesystem & storage, the safest path back to stability isn’t over-tuning containerd. It’s: - Get the OS on NVMe - Clean up stale CNI/runtime state - Let k3s and its embedded containerd run with sane defaults Now the entire 4-node cluster boots from NVMe, with a clean control plane and all workers in Ready state. 👉 Next up (Post 4/4): integrating the NAS layer (Synology + staging for QNAP & Iomega) as the shared storage backbone for future backups and persistent data. #Kubernetes #DevOps #HomeLab #RaspberryPi #CloudEngineering #Linux #UbuntuServer #Ansible #Automation #SRE #GitHub #NAS #Synology #QNAP #Iomega #tmux #InfrastructureAsCode #TechJourney #LearningInPublic #100DaysOfHomeLab

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Amazon DocumentDB (with MongoDB compatibility) now offers customers the option to use Internet Protocol version 6 (IPv6) addresses on new and existing clusters. Customers moving to IPv6 can simplify their network stack by running their databases on a dual-stack network that supports both IPv4 and IPv6.

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PostgreSQL 18 adds native OAuth2 authentication, and EDB Principal Software Engineer Guang Yi Xu recently dropped a three-part deep dive that previews how it works. 🔹 How the SASL OAUTHBEARER flow works in PG18 🔹 Building a custom validator in Rust with pgrx 🔹 Extending a PostgreSQL client library (Go/pgx) to send bearer tokens Excellent read if you’re curious about token-based SSO or planning a PG18 upgrade. Start with part 1 here: https://bit.ly/3IGTwFD #PostgreSQL18 #OAuth2 #SSO #PG18 #EDBPostgresAI #Security #EnterpriseIT

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Back on January 26, Model Context Protocol (MCP) added support for MCP Apps https://lnkd.in/gHQvHpZV. With MCP Apps, a service like Notion or Coda can author an MCP server and instead of just offering an API-like tool to let a provider like Elvex, Inc."read a page", they could also offer a UI that offers a fully embedded version of Notion in your favorite AI tool (like Elvex, Inc.). It opens up a ton of cool possibilities for rich and interactive experiences with integrations! Since MCP is an open spec, anyone can author MCP Apps which continues Anthropic's strategy of supporting a more open ecosystem of standards/protocols compared to OpenAI's approach to a more traditional closed app eco-system (see https://lnkd.in/gFJgfeXx). I personally am a fan of the open-ecosystem approach 😉. We've been slow at Elvex, Inc. to jump on the MCP train mostly because not many services offer officially authored and/or hosted MCP servers. This means: 1. Customers have to find an MCP server for a service somewhere on the internet (e.g. Coda has no supported MCP server, but someone has authored one https://lnkd.in/gKu8ubMg). 2. Customers have to host said MCP server (some providers also support hosting servers for you). The issue is that the code in the MCP server is effectively fully untrusted if you or the service provider didn't author it. Nothing stops an MCP server from performing malicious activities like sending your personal credentials/PII to a bad actor. For personal use, you might feel comfortable with the risks. For the enterprises we work with, this is a non-starter. MCP Apps still suffer from the same issue of trust. While they run in a "sandboxed iframe" that doesn't stop someone from authoring an MCP App with a UI that captures your SSN/credit card/etc and sends that to a bad actor. We're about to launch support for MCP servers in Elvex, Inc. with full governance controls built in. Admins add trusted MCP servers and can even restrict the specific tools from a server (so that, for example, you can allow read tools but not write). Curious what others think here. MCP apps yay or nay? Also, if you want to try out our approach to MCP servers with governance built in, let me know in the comments or send me a DM!

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With Oracle and Google Cloud now offering Oracle Database@Google Cloud to customers in Japan, organizations in the region can now simplify cloud migration, innovate faster, and meet data residency regulations. Learn more: https://lnkd.in/gKYF53JZ

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"PromptQL is geared for a world that we believe will soon be upon us, a world where users and business have GenAI systems do work for them. Whether its help them make decisions or execute workflows. Things that we built apps for, can now be done with AI, provided the AI can reliably and securely interact with data on the user’s behalf. PromptQL makes that possible. Users can use natural language to query data to help them make decisions or use natural language to run tasks or create automations for themselves." https://lnkd.in/gBusU5dg

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Kubernetes is continuously evolving to stay the #1 container orchestration platform for AI/ML workloads. The AI Conformance certification is a strong signal for any vendor that offers Kubernetes services. Take a look to the program, especially heading to Kubecon NA 2025!

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With Oracle and Google Cloud now offering Oracle Database@Google Cloud to customers in Japan, organizations in the region can now simplify cloud migration, innovate faster, and meet data residency regulations. Learn more: https://lnkd.in/ghd4MmqK

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「AI 検索結果概要」を提供開始をプレスリリースで発表いたしました! English follows after Japanese - 「AI 検索結果概要」を提供開始——AI検索時代の GEO/LLMO で“ブランドの見え方”を数値化・改善 - Launches “AI Visibility Overview” — Quantify & Improve How Your Brand Appears in AI Search with GEO/LLMO [Japanese] 生成AIが情報探索の入口になる今、GEO/LLMO（Generative Engine Optimization / LLM Optimization）は次のSEOです。Wix は、ChatGPT / Gemini / Perplexity / Claude などAI回答内でのブランドの引用率・言及内容を可視化し、改善アクションまで導く「AI 検索結果概要（AI Visibility Overview）」の提供を開始しました。プレスリリースには私のコメントも掲載しています。 主な価値 • 可視化：ブランド名・製品名の引用率と言及内容を見える化 • モニタリング：プラットフォーム別に評価・ポジショニングを継続追跡 • ベンチマーク：競合比較と引用されやすい情報源の把握 • 成果計測：AI経由のサイト流入や検索ボリュームの確認 本機能は Wix / Wix Studio の日本語版で利用可能です。日本の企業・クリエイター・パートナーの皆さまと、AI検索時代の標準づくりを前進させていきます。詳細は下記コメントのプレスリリースのリンクをご確認ください。 #Wix #WixJapan #WixStudio #AI検索 #生成AI #GEO #LLMO #SEO #デジタルマーケティング #ブランド可視化 #ChaGPT #Gemini #Perplexity #Claude [English] As generative AI becomes a primary discovery channel, GEO/LLMO (Generative Engine Optimization / LLM Optimization) is the new SEO. Today, Wix introduces AI Visibility Overview, which visualizes brand citation rates and narratives across ChatGPT, Gemini, Perplexity, and Claude—and guides improvement actions. My quote is included in the press release. What you get • Visibility: Track brand citation rates and narratives across AI platforms • Monitoring: Follow sentiment and positioning by platform over time • Benchmarking: Compare with competitors and see sources most likely to be cited • Measurement: Understand AI-driven traffic and search volume The feature is available in Japanese on Wix and Wix Studio. We’re committed to helping businesses, creators, and partners in Japan lead in the era of AI search. Please check my comment for the link of press release #Wix #WixJapan #WixStudio #AI #GenAI #AIsearch #GEO #LLMO #SEO #DigitalMarketing #BrandVisibility #ChaGPT #Gemini #Perplexity #Claude

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This before vs after highlights how database changes can scale safely. Moving from ad-hoc production updates to Database CI/CD introduces:  • Review and approval workflows  • Automated rollback  • Clear auditability  • GitOps integration from non-prod to prod 𝗕𝘆𝘁𝗲𝗯𝗮𝘀𝗲 shows how database changes can follow the same discipline as application code with governance, security, and collaboration built in. The key shift isn’t tooling. It’s treating database changes as a first-class part of the platform. #PlatformEngineering #DatabaseCI #DevOps #GitOps #KnowledgeSharing

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🔥 𝗨𝗣𝗗𝗔𝗧𝗘: Nintendo Has a Shrewd Plan for Selling the Switch 2 in Japan Nintendo Co. is making an unusual move with its Switch 2 distribution in Japan: It’s setting wholesale prices so retailers can earn more from each sale. 🔗 [𝗙𝘂𝗹𝗹 𝗦𝘁𝗼𝗿𝘆](https://lnkd.in/gN83kpvE) 📢 𝗙𝗿𝗼𝗺 𝗕𝗹𝗼𝗼𝗺𝗯𝗲𝗿𝗴

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With Oracle and Google Cloud now offering Oracle Database@Google Cloud to customers in Japan, organizations in the region can now simplify cloud migration, innovate faster, and meet data residency regulations. Learn more: https://lnkd.in/gy7JyBTz

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𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 𝗱𝗼𝗲𝘀𝗻’𝘁 𝘂𝘀𝘂𝗮𝗹𝗹𝘆 𝗳𝗮𝗶𝗹.𝗜𝘁 𝘀𝘂𝗰𝗰𝗲𝗲𝗱𝘀 - 𝘂𝗻𝘁𝗶𝗹 𝗶𝘁 𝗯𝗲𝗰𝗼𝗺𝗲𝘀 𝗮 𝗹𝗶𝗮𝗯𝗶𝗹𝗶𝘁𝘆. A fast-growing bakery chain in Hong Kong relied on one resourceful employee to handle automations. He wasn’t a developer, but someone who connected systems using Zapier, Celigo, AWS Lambda, and scripts. Orders flowed. Customers were served. Management saw efficiency. When he left, the reality surfaced. Not a dozen automations, 70, spread across four platforms. Documentation was outdated. Some workflows were authenticated with personal accounts of employees who had left years earlier. A month later, things started breaking. Orders were placed but never reached the ERP. Customer complaints were submitted but disappeared. The company only realized something was wrong when customers started calling. The automations worked just well enough to create dependency, and just poorly enough to hide failures. This is the automation trap. No-code isn’t the problem. Ungoverned automation is. Speed without ownership creates fragility. If one resignation can break core operations, automation has simply shifted risk into invisible systems. The real leadership questions aren’t “Can we automate this?” They are: Who owns it? Who maintains it? When does this stop being automation and start requiring engineering? If this sounds familiar, share your experience, or reach out if you want to bring structure and ownership back into your automation stack! DM me 🗯 or book a spot to get a demo! #Automation #NoCode #DigitalStrategy #TechLeadership #CTO #CIO #CEO #OperationalExcellence #ShadowIT #BlackDurian

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