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It’s time to look into functional programming with . „Getting Clojure: Build Your Functional Skills One Idea at a Time“.by Russ Olsen. What’s your functional programming gem that makes you a better generalist?. #functionalprogramming #clojure #architecture #cleancode

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RT @sesigl: The AI Productivity Paradox is real. Devs are 55% faster with tools like Copilot. But new 2025 research shows code duplication….

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I've written a full guide with code examples and the 4 core principles for writing AI-ready Python tests. It's the playbook for harnessing AI speed without sacrificing quality. Read it here: #Python #Testing #AI #SoftwareQuality.

Next, build an architectural safety net. Use 𝗗𝗲𝗽𝗲𝗻𝗱𝗲𝗻𝗰𝘆 𝗜𝗻𝗷𝗲𝗰𝘁𝗶𝗼𝗻 + 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹𝘀 to define clear, verifiable boundaries. When mocking, always use 𝚊𝚞𝚝𝚘𝚜𝚙𝚎𝚌=𝚃𝚛𝚞𝚎. A mock that doesn't know the real object's interface is a test that lies.

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The solution starts with a mindset shift: 𝗧𝗲𝘀𝘁 𝗖𝗼𝗻𝘁𝗿𝗮𝗰𝘁𝘀, 𝗡𝗼𝘁 𝗜𝗺𝗽𝗹𝗲𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻. Your tests should verify the "what," not the "how." This makes them resilient to the constant refactoring that AI-assisted development encourages.

The problem: AI optimizes for the immediate task. It doesn't have architectural awareness. It will happily duplicate code rather than refactor a shared module. This creates brittle, high-churn code that slows down the entire team in the long run.

The AI Productivity Paradox is real. Devs are 55% faster with tools like Copilot. But new 2025 research shows code duplication is up 8x and refactoring is down 40%. We're shipping faster, but are we building legacy code from day one?. A thread on how to fix it. 🧵

🔥The uncomfortable truth for many tech companies: your hiring process is stuck in the past. While you're testing for textbook data structures, the real world demands skill in guiding AI, reviewing its output, and integrating it effectively. #CodingInterview #Tech #HiringNow

RT @sesigl: Is your AI coding assistant just a fancy autocomplete? 🤔 We're on the cusp of something bigger: Agentic Coding. This isn't jus….

Meet Romulus & Remus—the world’s first de-extinct animals brought back from extinction using DNA from 72,000-year-old fossils. Follow to watch these dire wolves grow and to discover the next species we’re working to bring back.

What's your take? Is agentic coding the next significant leap in software development, or are we overhyping its current capabilities? What's the one development task you'd most eagerly delegate to a reliable AI agent?. Join the conversation! 👇. 6/6.

Want to know more? Read the full blogpost:. 5/6.

Want a deeper audio dive? . I also created a podcast episode discussing the nuances, the critical challenges (hello, testing, validation, and ensuring alignment with intent!), and the exciting potential of agentic coding. 🎧. 4/6.

To visualize the leap from current AI tools (like Copilot, Claude Code) to true agentic systems (think Jules, or future iterations), I've put together an infographic. Key difference: the level of autonomy & complexity of tasks handled. 3/6

Agentic coding aims to augment developers, not replace them. Imagine an AI pair programmer that can independently research solutions, implement features, and even write initial tests based on high-level project goals. 🤯. 2/6.

My response to Mayor Frey and Governor Newsom telling people to not pray for the victims of a school shooting in his city:⤵️. If someone loves you enough to pray for you, why do you have to be so nasty about that?

Is your AI coding assistant just a fancy autocomplete? 🤔 We're on the cusp of something bigger: Agentic Coding. This isn't just about AI suggesting code, but autonomously tackling complex development tasks. #AgenticCoding #AI #DevTools. 👇1/6

My take: LLMs won't overhaul how we write software, but they'll definitely boost areas like no-code, empowering non-engineers. Pink glasses on: the tedious stuff gets easier to automate! 🚀 #AI #SoftwareDevelopment #LowCode.

It's fantastic to see TDD gaining traction, especially with LLMs transforming code generation. The ability of TDD to provide a clear specification and immediate verification for AI-assisted development is amazing. Code quality is up, and feedback loops are tight.

My X timeline is full of distractions. I will move my activity to Mastodon and give it a try. Follow me there if you like to engage:.

RT @sesigl: Is your team constantly firefighting 🔥? Feeling like you're bailing water from an overflowing bathtub of tech debt, bugs, & del….

Amboy’s own Alvin Cailan just dropped a “Touchdown Chicken Dip” that goes crazy on a Wheat Thin. Pull up to Family Style Food Fest LA on 9/13 to try this and four more custom recipes. Sponsored by @WheatThins