Dev shares lessons on automation, ambiguity, and Agile from months of hands-on work

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A software developer has shared monthly reflections covering three areas: build automation, handling ambiguity, and working within Agile frameworks. Over several months, they built a suite of Jenkins pipelines covering testing, deployment, security scans, and multi-architecture builds, which they say has freed up significant development hours. On ambiguity, the developer argues that clarifying requirements before writing any code — or entering any AI prompt — leads to less noise and better outcomes. They outlined a personal workflow of reviewing tickets, identifying questions, consulting stakeholders, and updating documentation before making any changes. Regarding Agile, the developer raises concerns about story point estimation, questioning how a single point value can fairly represent effort across team members with varying levels of experience.

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