Paul Reboh

Did you miss this post by Fabien Potencier ? https://lnkd.in/erfHp4KG Great and insightful view of the new Symfony #AI initiative 🚀 Two items seem particularly relevant : 🔧 MCP SDK: An implementation of the Model Context Protocol, enabling your applications to communicate with AI systems using the emerging industry standard. ⚙️ MCP Bundle: Allows your Symfony applications to act as MCP servers or clients, opening up new possibilities for AI integration and tool creation. Whether you like it or not, MCP is going to play a big part in the coming years !

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🚀 Argo CD in Octopus is here! We’re thrilled to announce the next major step in our Kubernetes support — Argo CD in Octopus. Now you can orchestrate Argo CD deployments directly in Octopus, with automated environment promotion, centralized visibility, and built-in compliance. No more manual scripts or fragmented workflows — just GitOps and Continuous Delivery working together seamlessly. 📣 Read the full press release: https://lnkd.in/gCPrdbsg #GitOps #ContinuousDelivery #Kubernetes #ArgoCD #OctopusDeploy

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Want to see how Hotspot Shield uses Octopus Community inside its app, beyond the retention boost from user discussions? 👇 1️⃣ Promote additional products from the company 2️⃣ Push special offers to boost premium conversions 3️⃣ Collect instant feedback on new features 𝗧𝗵𝗲 𝗿𝗲𝘀𝘂𝗹𝘁𝘀: 👀 Hundreds of thousands of views 💬 Hundreds of user feedbacks 🗳️ Thousands of votes Is there a better way to stay close to your users than hosting a community directly inside your app…? ❤️

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Framework Ventures Leads $9M Seed Round for Perle Key Points 👇 ❶ Perle raised $9M in a seed round led by Framework Ventures, with CoinFund, Protagonist, HashKey Group, and PEER VC also participating. ❷ The company is launching Perle Labs, a Web3 platform that rewards users for providing accurate AI training data. ❸ With total funding now at $17.5M, Perle plans to decentralize data labeling and improve global participation in AI development. "As AI models grow more sophisticated, their success hinges on how well they handle the long tail of data inputs—those rare, ambiguous, or context-specific scenarios. In our benchmarking, we've seen high-quality human-in-the-loop annotation outperform Amazon Rekognition by over 70%—proving that thoughtful human input is essential to closing critical data gaps. By decentralizing this process, we can unlock global participation, reduce bias, and dramatically improve model performance." - Ahmed Rashad, CEO of Perle. "We believe the pace of AI progress will be driven more by better data than by simply scaling models. That's why we see a natural synergy between Perle's powerful training platform and the transparent incentive structures enabled by crypto networks – together, they have the potential to kick off a flywheel that unlocks a wave of high-quality, useful data." - Vance Spencer, Co-Founder of Framework Ventures. #FundingNews #ArtificialIntelligence #Web3 #StartupFunding #AITrainingData https://lnkd.in/eHNfzsJV

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Thanks to Eric Choy, Developer Advocate at Hiro, for breaking down the Stacks dev toolkit. 🧰 Key highlights: • Build + deploy smart contracts via Hero Platform or Clarinet • Connect apps + wallets using Stacks.js + Hiro APIs • Tap into Bitcoin’s base layer with Clarity + sBTC Apply to BASL Cohort 8: https://lnkd.in/g_Ma3HdW YouTube link: https://lnkd.in/gV4eJQ-U #Bitcoin #Web3 #DeFi #Startup #Stacks #Dev #AI #Crypto

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Visa’s integration of stablecoins marks the structural shift from a treasury tool to a universal settlement instrument. This convergence between institutional banking issuance and global payment networks confirms our thesis on the industrialization of the financial stack.

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“Once the identity problem is solved, that unlocks the AI question” Yannick Malins, Head of Collaboration & Partner Platform Engineering, Symphony explains how cryptographic proof of identity is at the core of FDC3, as discussed on stage at FINOS in New York. Whether its securely connecting applications, or verifying financial professionals on Symphony Directory; identity authentication is key. Once that’s solved, the opportunities of cross-firm agentic AI can be unlocked. Symphony Directory is the trusted network of financial market participants. Explore now; https://lnkd.in/e8dcZiiu

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Shifting API Quality Left: How Developers Actually Adopted Karate Register https://lnkd.in/enMa8WyV (use the following VIP code at checkout: KARATEUSERVIP) to join us in Paris on December 11, 2025, for "Karate: The Future of API Testing", listen to Mark Hughes speak on this topic.   Most teams say they’re “shifting left,” but the reality on the ground often looks very different: bloated regression packs squeezed into a single day, manual testers burning out, and UI suites so flaky that nobody really trusts the results. I’ve lived in those testing cycle first-hand. In this talk, I’ll share how we used Karate to break that pattern and turn API tests into the source of truth for how our systems behave, not just another layer of noise on top of an already creaking testing pyramid.   Drawing on real adoption stories – this session will show how contract and system integration testing in Karate became the source of truth for how our platforms are supposed to behave. You’ll see how we used Karate to harden the test pyramid: pushing more coverage down into fast API layers, cutting reliance on brittle UI flows, and reducing execution time from hours to minutes. We’ll talk about what actually worked in practice: how QA engineers led the change, how we dealt with legacy flakiness, and how we kept the feedback loop tight enough that developers actually paid attention.   By the end, you’ll have a concrete playbook you can use for your own team! You’ll leave with patterns for introducing Karate into an existing regression process, realistic ways to reduce manual regression load without lying to yourself about coverage, and tactics for stopping automation getting stuck debugging the same false negatives every sprint. If you’re already using Karate but feel your test packs, pipelines, or people are close to breaking point, this talk is about how QA can use Karate to shift API quality left – and actually make it stick.

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Seeing LUXHUB's search for a Software Test Automation Engineer got me thinking about the evolving landscape of Luxembourg's fintech testing requirements. The reality? 𝐌𝐨𝐝𝐞𝐫𝐧 𝐟𝐢𝐧𝐭𝐞𝐜𝐡 𝐜𝐨𝐦𝐩𝐚𝐧𝐢𝐞𝐬 𝐥𝐢𝐤𝐞 𝐋𝐔𝐗𝐇𝐔𝐁 𝐧𝐞𝐞𝐝 𝐦𝐨𝐫𝐞 𝐭𝐡𝐚𝐧 𝐣𝐮𝐬𝐭 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐞𝐝 𝐭𝐞𝐬𝐭 𝐬𝐜𝐫𝐢𝐩𝐭𝐬- they need development partners who understand the full hardware-software testing ecosystem. At NQode,𝐰𝐞'𝐯𝐞 𝐰𝐨𝐫𝐤𝐞𝐝 𝐰𝐢𝐭𝐡 𝐜𝐨𝐦𝐩𝐚𝐧𝐢𝐞𝐬 𝐰𝐡𝐞𝐫𝐞 𝐨𝐮𝐫 𝐭𝐞𝐬𝐭 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 𝐞𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐬 𝐡𝐚𝐝 𝐚𝐜𝐭𝐮𝐚𝐥 𝐡𝐚𝐫𝐝𝐰𝐚𝐫𝐞 𝐬𝐡𝐢𝐩𝐩𝐞𝐝 𝐝𝐢𝐫𝐞𝐜𝐭𝐥𝐲 𝐭𝐨 𝐨𝐮𝐫𝐨𝐟𝐟𝐢𝐜𝐞𝐬 𝐟𝐨𝐫 𝐫𝐚𝐩𝐢𝐝 𝐟𝐞𝐞𝐝𝐛𝐚𝐜𝐤 𝐥𝐨𝐨𝐩𝐬.Picture this: IoT payment terminals, trading platform hardware, compliance monitoring devices - all sitting on our developers' desks for real-time testing and iteration. Why does this matter for Luxembourg's fintech scene? 🔧 𝐀𝐏𝐈 𝐓𝐞𝐬𝐭𝐢𝐧𝐠 𝐚𝐭 𝐒𝐜𝐚𝐥𝐞:Python, Java/Groovy automation frameworks are just the beginning - we've built end-to-end testing pipelines that include hardware validation 🚀 𝐑𝐚𝐩𝐢𝐝 𝐈𝐭𝐞𝐫𝐚𝐭𝐢𝐨𝐧:When hardware arrives at our office on Monday, automated test results are flowing by Wednesday The future of testing isn't just about frameworks - it's about creating comprehensive validation ecosystems that bridge code, APIs, and physical hardware. #LuxembourgFintech #TestAutomation #LUXHUB #PythonTesting #APITesting #RegTech #NearshorePartnership #QualityAssurance #DevOps #LuxembourgTech

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Lyse Registry is now open source One year ago, we launched the Lyse Library on Figma. Since then, hundreds of companies and SaaS projects have adopted it. The most active designers kept asking for the same thing — real React components they could use in production. Today, we're releasing the Lyse Registry: 30+ React components you can use on v0 by Vercel to build full apps with the Lyse library. Compatible with shadcn. Installable in a single command. The registry is open source — contributions welcome. Lyse Registry : https://lnkd.in/eKvt5ejv Github Repo : https://lnkd.in/e-S4vvfH

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What does responsible crypto security really mean? At Ledger Open 2025, Charles Guillemet, CTO of Ledger, joined leading crypto educators for an open discussion on hardware wallet security, including real-world vulnerabilities, supply-chain risks, firmware upgrades, and transparent security models. Key topics include: • How Ledger approaches internal vulnerability discovery • Why firmware updates matter more than product launch timing • The security design behind the Ledger Recovery Key • When “security” turns into marketing instead of protection Security isn’t about fear: it’s about informed design, transparency, and clear communication with users. 🎥 Watch the full conversation featuring Mirco (Bitcoin 2 Go), RobynHD, and Furkan (CoinCheck TV).

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HeroUI (YC S24) enables developers to generate React applications from text prompts, requiring instant code execution and preview environments. HeroUI deployed Together Code Sandbox for their preview infrastructure — reducing cold-start times from 2 minutes to 2 seconds and accelerating their go-to-market from 5 months to 2 weeks. The managed platform handles all code execution without browser limitations. "With Together Code Sandbox, we had an MVP running in a couple of hours instead of waiting months to see results," says CEO Junior Garcia.

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