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Key Takeaways Platform engineering teams must recognize AI agents as a new execution model (on par with microservices) that requires shared, production-grade infrastructure for security, compliance, reliability, and observability to move beyond scattered proofs of concept. A comprehensive AI strategy distinguishes between "foreground agents" that assist developers directly in the IDE and "background agents" that autonomously handle repetitive toil, such as large-scale code migrations, upgrades, and test coverage improvements. To maintain high engineering standards, autonomous agents should operate within a secure sandboxed environment to execute specific developer intent, ultimately producing standard Pull Requests that must pass existing CI/CD pipelines and human review. MCP provides a unified, vendor-neutral way for LinkedIn’s foreground and background agents to use the same tools and enterprise context (powered by RAG, PR history, and semantic code indexes) while evals, sandboxing, and auditing ensure safe, compliant, production-grade agentic workflows. Organizations should avoid reinventing generic coding tools and instead focus on solving specific domain problems by feeding agents deep organizational context—such as historical PR data—and implementing rigorous evaluations to track performance. Transcript Wes Reisz: On today's episode of the InfoQ Podcast, we're diving into a topic that is rapidly transforming how engineering organizations build software today. How platform

It’s the middle of the week! And just when I expected the LinkedIn Games to become harder, it seems like they’re very content on remaining simple. So the LinkedIn Games answers are pretty easy today. If you’re looking to join us in doing these games, you can find them here. Do note that the first time you open these puzzle games, you’ll get a tutorial level that is separate from the daily puzzle. With that in mind, here are all the LinkedIn Games solutions for December 10, 2025. And if you’d like to try some of our web games, you can visit FW Gaming! LinkedIn Mini Sudoku Solution for December 10, 2025 (#121) The daily Mini Sudoku | Image Credit: LinkedIn/FandomWire The Mini Sudoku is the newest game in this lineup, and its difficulty remains consistently the same every day. Here are the solutions for today: Row 1: 6, 4, 3, 2, 5, 1 Row 2: 1, 2, 5, 4, 3, 6 Row 3: 2, 1, 4, 6, 3, 5 Row 4: 3, 5, 6, 1, 4, 2 Row 5: 4, 3, 1, 5, 2, 6 Row 6: 5, 6, 2, 3, 1, 4 LinkedIn Zip Solution for December 10

Motorists should expect slick roadways, especially on bridges and mountain passes CULPEPER — The Virginia Department of Transportation is advising motorists to use extreme caution on their afternoon commute as winter weather continues across the region. Ongoing snowfall, periods of reduced visibility and below-freezing temperatures may create hazardous travel conditions through this evening. VDOT crews remain fully mobilized, working around the clock including overnight operations. All available personnel and contractors are actively plowing and treating roads as conditions evolve across the district. Motorists should anticipate slick roadways, particularly on bridges, ramps and mountain passes, which typically freeze before other surfaces. If travel is not essential, the safest option is to delay or avoid driving until conditions improve. Reduced traffic volumes allow VDOT crews to clear and treat roadways more safely and efficiently. For those who must travel, drivers should be prepared for changing conditions and are urged to: Reduce speed and increase following distance. Be mindful of VDOT snowplows and equipment and give crews room to work. Use extra caution on bridges, ramps, and mountain passes, which freeze first. Check 511 Virginia for real-time road conditions through to your destination before traveling. Local updates about conditions in VDOT’s Culpeper District

We have the second round of LinkedIn Games answers for this week. Like yesterday, the answers are pretty easy today, but there might be some surprises for you. If you’re looking to join us in doing these games, you can find them here. Do note that the first time you open these puzzle games, you’ll get a tutorial level that is separate from the daily puzzle. With that in mind, here are all the LinkedIn Games solutions for December 9, 2025. And if you’d like to try some of our web games, you can visit FW Gaming! LinkedIn Mini Sudoku Solution for December 9, 2025 (#120) The daily Mini Sudoku | Image Credit: LinkedIn/FandomWire The Mini Sudoku is the newest game in this lineup, and its difficulty remains consistently the same every day. Here are the solutions for today: Row 1: 6, 1, 3, 5, 4, 2 Row 2: 4, 5, 2, 3, 1, 6 Row 3: 3, 2, 5, 1, 6, 4 Row 4: 1, 4, 6, 2, 3, 5 Row 5: 5, 3, 4, 6, 2, 1 Row 6: 2, 6, 1, 4, 5, 3 LinkedIn Zip Solution for December 9, 2025 (#267) The daily Zip puzzle. |

Schrijf u in voor de nieuwsbrief Schrijf u in voor de nieuwsbrief van Stellantis Communications en blijf op de hoogte van het nieuws 08 dec. 2025 The latest ABB FIA Formula E World Championship season got underway with an action-packed race in São Paulo characterised by an incident in the closing stages.   Maximilian Günther finished in sixth place to score eight championship points, with Taylor Barnard classified 13th.   The next E-Prix will take place on January 10 in Mexico The latest ABB FIA Formula E World Championship season got underway with an action-packed race in São Paulo characterised by an incident in the closing stages.   Maximilian Günther finished in sixth place to score eight championship points, with Taylor Barnard classified 13th.   The next E-Prix will take place on January 10 in Mexico.   The ABB FIA Formula E World Championship celebrated the launch of Season 12 on Saturday in the Brazilian city of São Paulo. On the famous Sambadrome, with its long straights and tight corners, it was non-stop action from start to finish. Close to the end of a tightly-fought race, a spectacular incident brought out the red flags and then an eventual restart behind

The Securities and Exchange Board of India (SEBI) has released a circular reclassifying real estate investment trusts (REITs) as equity related instruments to enhance participation of mutual funds and specialised investment funds. Amendments to the SEBI (Mutual Funds) Regulations, 1996, take effect on 1 January 2026. However, infrastructure investment trusts are still classified as hybrid instruments for investment by mutual funds and specialised investment funds. Investments in REITs until 31 December 2025 by debt schemes of mutual funds and investment strategies of specialised investment funds will be grandfathered. This means these investments are exempt from amendments. However, the circular encourages asset management companies (AMCs) to divest REITs from debt scheme portfolios, considering market conditions, liquidity and the interest of investors. AMCs are also required to issue necessary addendums making changes in the scheme documents to comply with the reclassification, but they will not alter the fundamental attributes. The Association of Mutual Funds in India will include REITs in the classification list of scrips as per their market capitalisation, in accordance with the 27 June 2024 circular. Any inclusion of REITs in equity indices will be completed after 1 July 2026.

Photo by Zulfugar Karimov on Pexels.com Read: 2 min Flipping their gender setting to “male” and even posting photos with fake mustaches, a growing number of women on LinkedIn have posed a provocative challenge to what they allege is an algorithmic bias on the platform. Last month, female users began claiming that adopting a male identity had dramatically boosted their visibility on the professional networking site, setting off a chain reaction. Women adopted male aliases — Simone became Simon — swapped their pronouns for he/him, and even deployed AI to rewrite old posts with testosterone-laden jargon to cultivate what they describe as an attention-grabbing alpha persona. To add a dash of humor, some women uploaded profile photos of themselves sporting stick-on mustaches. The result? Many women said their reach and engagement on LinkedIn soared, with once-quiet comment sections suddenly buzzing with activity. “I changed my pronouns and accidentally broke my own LinkedIn engagement records,” wrote London-based entrepreneur and investor Jo Dalton, adding that the change boosted her reach by 244 per cent. “So here I am, in a stick-on moustache, purely in the interest of science to see if I can trick the algorithm into thinking I am a man.”

I know we’re all chilling at home today, but let’s not forget to keep our LinkedIn Games streak today. As usual, I’m back with another round of LinkedIn Games answers. I think today’s puzzles are a decent end to the week. If this is your first time playing, you can find the game here. Do note that the first time you open these puzzle games, you’ll get a tutorial level that is separate from the daily puzzle. With that in mind, here are all the LinkedIn Games solutions for December 7, 2025. And if you’d like to try some of our web games, you can visit FW Gaming! LinkedIn Mini Sudoku Solution for December 7, 2025 (#118) The daily Mini Sudoku | Image Credit: LinkedIn/FandomWire The Mini Sudoku is the newest game in this lineup, and its difficulty remains consistently the same every day. Here are the solutions for today: Row 1: 2, 3, 4, 5, 6, 1 Row 2: 1, 6, 5, 4, 3, 2 Row 3: 6, 5, 2, 3, 1, 4 Row 4: 3, 4, 1, 6, 2, 5 Row 5: 4, 1, 3, 2, 5, 6 Row 6: 5, 2, 6, 1, 4, 3 LinkedIn Zip

A huge chunk of the internet went down for the second time in a month Sarah Hooper Published December 5, 2025 9:05am Updated December 5, 2025 1:39pm It comes weeks after another issue with Cloudflare (Picture: Getty) Internet users reported massive outages across platforms using Cloudflare, including Zoom, Canva, LinkedIn, and even DownDetector. Cloudflare provides services to major websites, including Discord, Notion, X, Spotify, Canva, GitHub, and Stack Overflow. Shopping sites are affected too – Shopify, Etsy, Wayfair, H&M, as well as some news media, including Politico, Axios, the BBC and more. Even Down Detector, the website which tracks internet and app outages, is experiencing issues. Cloudflare said shortly after 9am that it is investigating issues with Cloudflare Dashboard and related APIs (application programming interfaces)’. The software business said users have seen ‘a large number of empty pages’ as a result. It added shortly after that it has implemented a potential fix to the issue and is now monitoring the results. Cloudflare is a company that helps nearly two in 10 websites secure and manage their internet traffic. Many of the platforms that were knocked offline use those servers. Are you experiencing internet issues? Stay up to date with the stories everybody’s talking about by signing

Imagine this: you’re having a peaceful morning grabbing breakfast at Berg while scrolling through your phone, but then you suddenly receive a LinkedIn notification: You have notifications from ____. Curious, you click on it, and see a classmate posted: I’m excited to share that I’ll be starting my position as an analyst intern at Goldman Sachs this summer! Let that sink in for a minute or two. You reread the post to make sure you read it right, then click on their bio: Harvard ’28 | CS + Econ | Passionate about Investment Banking. Open to chat! The sad truth is that a significantly large number of Harvard students are LinkedIn warriors. While you are trying to figure out the difference between Gov 10 and Gov 20 (answer: don’t take either), others are sliding into recruiter DMs, spam requesting connections until it reaches the maximum limit, and posting about how eating that ripe banana for dinner changed their life. Riveting stuff, really. And they are everywhere (both physically and on LinkedIn). You’ll see them comment their emails on internship opportunity posts, congratulating others on their accomplishments, and at every club event possible, resume in hand. So, how do you tell