Randall Degges

💡 AI doesn’t just change how code is written – it changes expectations and outcomes. In the final section of Jellyfish’s AI Adoption Guide, we explore how expectations for engineering leaders are evolving as AI becomes embedded across the SDLC. Because the organizations pulling ahead are treating AI as a transformation, not a tooling upgrade. Inside, you’ll explore: - Why AI adoption is quickly becoming a leadership mandate, not an option - How to balance ambitious goals with realistic expectations - What cultural investments are required to sustain long-term gains - How data can be used to align executives and engineering teams The teams that win in the AI era won’t just have better tools – they’ll have leaders who know how to guide change. Download today: https://lnkd.in/dut_6WpQ

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So which models produce HTML that has the least accessibility errors, and at what cost? Mapped it out here (bottom left is the best). This is helpful for understanding which models are most compliant for those with disabilities and do it efficiently. Qwen and Gemini 2.5 Flash lead the pack. Hat tip to Ben Ogilvie for pointing me to this: aimac.ai

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Your CI/CD bill is not exploding because of “expensive runners,” it is bleeding out through flaky tests, over-parallelized jobs, and slow feedback loops that quietly tax every deploy This piece shows you how to redesign pipelines so you cut compute waste, shrink queues, and speed up developer flow without adding yet another approval gate or YAML religion Full breakdown in the comments. #DevOps #CICD #PlatformEngineering

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𝗗𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 𝗶𝘀 𝘁𝗵𝗲 𝘀𝗶𝗹𝗲𝗻𝘁 𝗯𝗼𝘁𝘁𝗹𝗲𝗻𝗲𝗰𝗸 𝗶𝗻 𝗺𝗼𝘀𝘁 𝘀𝗰𝗮𝗹𝗶𝗻𝗴 𝘁𝗲𝗰𝗵 𝘁𝗲𝗮𝗺𝘀. It slows down onboarding. It eats into senior dev time. It leaves knowledge scattered across Slack and Notion. And when it’s time to file an SR&ED claim, everyone scrambles. AutoDoc changes that. Our Doc Generator automatically creates clean, structured documentation from the tools your team already uses, GitHub, Jira, Confluence, and more. What you get: ✅ 𝗙𝗮𝘀𝘁𝗲𝗿 𝗼𝗻𝗯𝗼𝗮𝗿𝗱𝗶𝗻𝗴 𝗮𝗻𝗱 𝗳𝗲𝘄𝗲𝗿 𝗶𝗻𝘁𝗲𝗿𝗿𝘂𝗽𝘁𝗶𝗼𝗻𝘀 ✅ 𝗔𝗰𝗰𝘂𝗿𝗮𝘁𝗲 𝗿𝗲𝗰𝗼𝗿𝗱𝘀 𝗼𝗳 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀 𝗮𝗻𝗱 𝘁𝗮𝘀𝗸 𝗵𝗶𝘀𝘁𝗼𝗿𝗶𝗲𝘀 ✅ 𝗔𝘂𝗱𝗶𝘁-𝗿𝗲𝗮𝗱𝘆, 𝗦𝗥&𝗘𝗗-𝗰𝗼𝗺𝗽𝗹𝗶𝗮𝗻𝘁 𝗱𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 ✅ 𝗠𝗼𝗿𝗲 𝘁𝗶𝗺𝗲 𝗳𝗼𝗰𝘂𝘀𝗲𝗱 𝗼𝗻 𝗯𝘂𝗶𝗹𝗱𝗶𝗻𝗴, 𝗻𝗼𝘁 𝗲𝘅𝗽𝗹𝗮𝗶𝗻𝗶𝗻𝗴 No new processes. No extra work. Just documentation that happens without slowing you down. See how it works at autodocai.io

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Pumped to see our AI Journal meeting Spanish-speaking foremen where they’re at! Our mission from the beginning with this AI journal has been to help field leaders plan better and report what happened that day exponentially more quickly and accurately. This immersive Spanish experience was inspired by some of our best users who saw the opportunity for us to help them take their unstructured thought (in Spanish) directly into our key workflows that they complete on a daily basis. This has increased their likelihood to code time and production to the right activity and to input more relevant detail into their reports. The AI journal is a different take on how modern construction software should look. We’re excited to keep pushing the envelope!

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Ask HN: Has anyone else been unemployed for over two years? | Hacker News, https://lnkd.in/eRBa-sZh IA Summary: This Hacker News thread reveals the struggles of numerous software engineers facing prolonged unemployment, some for over two years. Their experiences highlight a changing job market, prompting crucial discussions on coping mechanisms, networking strategies, and the impact of AI on the tech industry.

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