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Our Thoughts on Product Creation for Success

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Real Notes From Real Builders

These are notes from our own engineers and founders on what’s actually working in AI-driven development, secure cloud, and product delivery, and what to watch out for before it costs you time.

  • AI Instructions and Coding Factory - Weekly Blog

    AI Instructions and Coding Factory – A-CX Weekly

    We’ve been thinking about how we work with AI, with Ilpo writing about cutting our main instruction file in half and Ville on why we built a single AI coding factory.

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  • We Cut Our AI Instructions in Half, a blog post from our Chief AI Officer

    We Cut Our AI Instructions in Half and It Got Better

    We cut our main AI instruction file from 463 lines to 199, swapped step rules for goals, and our AI agents got better. Here is what we learned.

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  • AI Backlogs and Tool Ownership, weekly blog post

    AI Backlogs and Tool Ownership – A-CX Weekly

    This week at A-CX, Ilpo has been writing about a new rule for AI-filed issues, and Ville has been thinking about who owns an AI tool after the pilot.

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  • The Issues Our AI Agents Filed That Nobody Asked For. Blog from our Chief AI Officer.

    The Issues Our AI Agents Filed That Nobody Asked For

    Our AI agents filed issues nobody needed. How moving the filing rule to the point where every issue is created keeps the backlog worth building.

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  • AI Code Review and AI Adoption, A-CX weekly blog

    AI Code Review and AI Adoption – A-CX Weekly

    Happy Canadian Thanksgiving to our Vancouver contingent! We’ve been writing about how one AI code reviewer replaced seven, and Mikko’s Grapevine talk on why so many companies stall with AI is now online.

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  • From our Chief AI Officer, Seven AI Reviewers Became One, Run Twice

    Seven AI Reviewers Became One, Run Twice

    Seven AI review agents disagreed on what should block a merge. We replaced them with one definition run as two passes, and kept people deciding.

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  • AI Sailing Data and Grapevine Talk - A.CX Weekly Letter

    AI Sailing Data and Grapevine Talk

    This week at A-CX, Mikko Peltola is speaking in Grapevine, Texas, on what AI is worth building, and Ilpo and Peter have been writing about what a week of racing data revealed aboard a 1976 Swan 47.

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  • FROM OUR CHIEF AI OFFICER AI Sailing Analysis on Typon, a 1976 Swan 47

    AI Sailing Analysis on Typon, a 1976 Swan 47

    Typon is a Swan 47 from 1976. We put a Raspberry Pi below decks for the Rolex Big Boat Series, recorded every instrument reading and every rival that transmitted, and used AI to analyse the week against the boat’s own measured targets. This is how it was done and what…

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  • The Five Steps Inside Our AI Delivery Pipeline

    The Five Steps Inside Our AI Delivery Pipeline

    Five steps, seven agents, and a person at every sign-off. A long look inside the AI delivery pipeline A-CX runs on every engagement: what each step takes in, what it hands the next one, what each agent decides on its own, and what the whole thing deliberately does not do.

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