Ever wonder who’s actually keeping the internet safe? 🌍 That’s where BPOs come in. “So… what exactly is a BPO?” I get this question a lot. BPO stands for Business Process Outsourcing. But what that really means is: we partner with platform teams to help Trust & Safety operate at scale, around the clock. We review content, investigate threats, support users, and keep online spaces safe 24/7 — across time zones, languages, and platforms. We’re where policy meets practice. Where scale meets humanity. Where safety comes to life. And yet, we’re often left out of the bigger conversations. Too often, BPOs are seen as the Cinderella of Trust & Safety — doing the tough, messy work while everyone else goes to the ball. I say that with love — because I used to work on the platform side. Now that I’m on the BPO side, I see how essential every part of this ecosystem is. None of this works without all of us. There shouldn’t be a hierarchy — we’re all fighting for the same thing: a safer online world. That’s why when Rachel Guevara invited me to co-author a chapter for the Trust and Safety Foundation’s upcoming volume, “Trust, Safety, and the Internet We Share: Multistakeholder Insights,” I immediately said yes. Even as competitors, we came together because this conversation is too important to wait. Huge thanks to TaskUs for pre-printing the chapter so you don’t have to wait to read it. We may compete in business, but when it comes to creating safer digital spaces, we're on the same side👇 🔗 https://lnkd.in/gjFzU4ED #TrustAndSafety #BPO #OnlineSafety #HumanInTheLoop #DigitalOperations
The Unsung Heroes of Online Safety: BPOs
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We’re excited to announce a new capability in Laces that makes it easier than ever to work with standards! You can now connect to any existing Standards Manager publication and reuse its content directly within your Requirements Manager workspace. With this feature, you save time, avoid errors, and reuse previously verified and confirmed publications. There is also no need to know anything about Linked Data, SPARQL, or APIs. Just connect, browse, and use the information you need! Start exploring this feature today and make your standards content work seamlessly across your projects. Contact Rikkert van Riet to start using Laces!
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Are bottlenecks slowing your team down? Our latest blog breaks down how to spot and fix common SME workflow jams, just in time for a year-end boost. Read more here: https://lnkd.in/e_cCEXMC #Efficiency #SMEGrowth
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COMPARE Ecosystem Digest, October 19 - November 1, 2025 New open-source hardware designs have been added to robot-manipulation.org and NeurIPS 2025 and WRS 2025 are next month! See the full digest here: https://lnkd.in/euqwcN4R IROS 2025 has ended, but with 26 paper tracks and 15 workshops related to grasping and manipulation, there are a lot of research contributions to review and add to the COMPARE Ecosystem. Help us build the repositories on robot-manipulation.org by submitting any open-source software components, open-source hardware, benchmarking assets, and datasets that should be included! This could be your own work or others you came across that should get more visibility in the community. Submit them here! https://lnkd.in/epPu_r5U The COMPARE team is hard at work developing our first iteration of standards and guidelines for robot grasping and manipulation pipelines, along with other working groups around topics including reproducibility. Interested in contributing? Let us know! Stay tuned for updates…
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There's a new feature in Exchange Online that automatically archives the oldest items in your mailbox after it reaches 96% of its quota. This goes hand in hand with the current time-based archiving and avoids any email disruption that could be caused by hitting mailbox limits due to big attachments or large volumes of AI-generated content. Exchange Online Plan 1 and Plan 2 will continue to offer a 50 GB and 100 GB archive mailbox respectively. This feature is currently in private preview for selected customers, will be in public preview from 15 November, 2025, and generally available in January 2026. There are some useful FAQs and details of the announcement here: https://bit.ly/43nKeFC.
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Not everyone needs to build their own LLMs — it’s a complex, resource-heavy process that demands time, money, and specialized talent. But here’s the good news 👉 You can still make LLMs or SLMs work for your specific business use cases and domains. The secret? Fine-tuning. In my latest blog post, I break down fine-tuning techniques that helps adapt existing models to your unique needs. ⏬ https://lnkd.in/gg35QFBV
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What is the actual difference between usage and definition in SysML v2? This is something I’ve been genuinely pondering. In SysML v2, it seems like elements can be defined by both elements of usage and definition. For example, a part can be defined by another part, or by a part def. Both can own attributes, and both can have other parts nested within them. So what’s the real conceptual difference between these two ideas? If both a part and a part def can own features and structure, then what’s the underlying need to distinguish between usage and definition at all? I’m sincerely asking the community, especially those who have been modeling deeply in SysML v2. How do you interpret this distinction in practice? Do you find the usage/definition separation essential, or would it be sufficient to simply have elements of usage, since an element of usage can also be the type / definition? #SysMLv2 #MBSE #DigitalEngineering #SystemsModeling #ModelBasedSystemsEngineering
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I was asked in our internal 3-Day SysMLV2 training this exact question. But let me further clarify the ultimate question: “Why use definition if I can get all the same semantics from a usage?” So far the answer is a long list of technical differences between the two, but we are looking for a succinct and simple explanation for beginners. Read Brian’s post and the great responses specifically from Ed. What do you think? Note: a usage cannot type another usage (as shown in the image below), but subsetting provides similar(not the same) semantics.
Sr. Systems Engineer - MBSE - Leader in advancing MBSE and Digital Engineering - Communications Director for INCOSE Huntsville Regional Chapter
What is the actual difference between usage and definition in SysML v2? This is something I’ve been genuinely pondering. In SysML v2, it seems like elements can be defined by both elements of usage and definition. For example, a part can be defined by another part, or by a part def. Both can own attributes, and both can have other parts nested within them. So what’s the real conceptual difference between these two ideas? If both a part and a part def can own features and structure, then what’s the underlying need to distinguish between usage and definition at all? I’m sincerely asking the community, especially those who have been modeling deeply in SysML v2. How do you interpret this distinction in practice? Do you find the usage/definition separation essential, or would it be sufficient to simply have elements of usage, since an element of usage can also be the type / definition? #SysMLv2 #MBSE #DigitalEngineering #SystemsModeling #ModelBasedSystemsEngineering
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Task on Automating Student Marks Analysis with n8n! I recently started exploring n8n, a powerful workflow automation tool and I’m absolutely loving how it brings logic, automation, and data handling together visually! 💡 Here’s a quick look at one of my recent tasks: 📊 Task: Monthly Assessment Marks Automation 🎯 Goal: Automatically analyze student marks, calculate averages, and determine eligibility based on performance. Workflow Includes: 1. Fetching and processing marks data 2. Conditional checks (DA or DS) 3. Average calculation 4. Eligibility decision logic (>70 = Eligible ✅, <70 = Not Eligible ❌) This Task helped me understand how no-code/low-code automation tools can make data workflows smarter and more efficient - a great addition to my Data Science learning journey at Innomatics Research Labs ! A big thanks to Innomatics Research Labs for providing such a strong foundation and continuous guidance throughout my training. 🙌 #DataScience #n8n #Automation #innomatics #WorkflowAutomation #InnomaticsResearchLabs #LearningJourney #NoCodeTools #DataEngineering #DataAnalytics #SkillDevelopment
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Make it open! Find out how to share and license your research software - including code, algorithms, workflows and executables created for research. These 2 @EIFL resources highlight the benefits of open software for transparency, collaboration and recognition, and explain the main steps for making code discoverable and reusable. Download here https://zurl.co/g2hWx and here https://zurl.co/A1CPx And happy #OAweek2025!
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Random thought: Maybe it’s time to revisit multi-leader replication. It’s often avoided because conflict resolution is hard — even though it brings higher availability and lower latency. LLMs could assist distributed systems by automating conflict resolution at the semantic level — reasoning about user intent, not just operation order. That capability would complement both traditional multi-leader replication, where conflicts are explicit, and CRDT-based systems, where structural convergence doesn’t always guarantee semantic coherence. Curious if anyone has seen this idea explored in industry systems yet.
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Freelance•12K followers
5moLeslie Taylor, MSW Totally agree with your points above. And when all the talk is about "collaboration" and "bringing all the pieces together", it is imperative that 'everyone' is invited to the myriad T&S talks. Good to hear you have been involved and look forward to reading article