Justin Crabtree
Justin Crabtree
United Kingdom
๐—›๐—ผ๐˜„ ๐—ต๐—ฎ๐˜€ ๐—”๐—œ ๐—ฏ๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฝ๐—ฎ๐—ฟ๐˜ ๐—ผ๐—ณ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฑ๐—ฎ๐—ถ๐—น๐˜† ๐—ฟ๐—ผ๐˜‚๐˜๐—ถ๐—ป๐—ฒ? (AI assisted post) AI is a core part of my workflow โ€” in a way that leaves me firmly in control. Across development and personal projects, it acts as an accelerator, not a decision-maker. ๐Ÿ’ป In development, itโ€™s somewhere between a rubber duck and a team of junior engineers. A typical workflow starts simple: โ€œI want to update this tool to include X.โ€ From there, it becomes a loop: โžก๏ธ Generate โžก๏ธ Modify โžก๏ธ Review โžก๏ธ Refine AI handles the grunt work โ€” boilerplate, structure, first drafts. But Iโ€™m still in control: Deciding whatโ€™s correct Changing what isnโ€™t Discarding what doesnโ€™t fit ๐Ÿ” I also use it as a reviewer. After writing something, Iโ€™ll ask: What could I do better? Whatโ€™s wrong with this? What am I missing? Itโ€™s great for expanding test coverage too โ€” surfacing edge cases, building out unit and end-to-end scenarios. Used properly, AI compounds your skillset. Used poorly, it just amplifies noise, adds clutter and, yes, AI slop to the world. And this post followed a similar approach. I started with an idea, then used AI to shape the structure, refine the wording, and iterate on the flow โ€” a 20โ€“40 prompt process, ending in a manual tweaking process for the bits that needed it. The thoughts are mine. They just made it into words faster. If there's a loss, it's with the personality and fingerprint of my own writing style โ€” that's an edge I'm still working on. Itโ€™s also a rapidly moving space, the agents and engines I'm using are forever changing, usage depending on complexity and the types of work that I'm doing. I've deliberately left this post a bit more AI-fingerprinted โ€” it seemed the right thing to do โ€” warts (em-dashes) and all - and now I'm going to get one final grammar and typo check before posting - after which I wont be able to avoid the tempation to edit just before posting. ๐™…๐™ช๐™จ๐™ฉ๐™ž๐™ฃ๐˜พ๐Ÿฎ | ๐™š๐™๐™ค๐™ง๐™ค ๐™‹๐™ค๐™ฅ๐™ช๐™ก๐™–๐™ง ๐™„๐™ฃ๐™ซ๐™š๐™จ๐™ฉ๐™ค๐™ง
Not investment advice. The author may have financial interests in the mentioned instruments.
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