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      <description>Builder and investor in Colorado. Exploring the connections between software, business, and economics. Writing to think.</description>
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    <guid>https://www.fredpope.com/blog/automation/developing-your-models</guid>
    <title>Effective AI is all about context</title>
    <link>https://www.fredpope.com/blog/automation/developing-your-models</link>
    <description>Understanding how to develop and prompt your models is the challenge. Where do you start? The old process was to create a flow, but with models it&#39;s a bit different, it&#39;s about goals and guardrails.</description>
    <pubDate>Wed, 30 Oct 2024 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>AI</category><category>development</category><category>automation</category>
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    <guid>https://www.fredpope.com/blog/automation/taw-expansion</guid>
    <title>TAW Expansion: The Future of AI-Powered Development</title>
    <link>https://www.fredpope.com/blog/automation/taw-expansion</link>
    <description>Exploring the expansion of Tool-Augmented Workflows (TAW) and how they are revolutionizing the way we build software.</description>
    <pubDate>Thu, 03 Jul 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>automation</category><category>ai</category><category>development</category><category>productivity</category>
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    <guid>https://www.fredpope.com/blog/automation/tool-call-revolution</guid>
    <title>The Tool Call Revolution: How AI is Transforming Software Development</title>
    <link>https://www.fredpope.com/blog/automation/tool-call-revolution</link>
    <description>Examining the revolutionary impact of AI tool calling capabilities on modern software development practices.</description>
    <pubDate>Fri, 03 Jan 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>automation</category><category>ai</category><category>tools</category><category>development</category><category>productivity</category>
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    <guid>https://www.fredpope.com/blog/documentation/art-of-efficient-documentation</guid>
    <title>The Art of Efficient Documentation: What to Document and What Not to Document</title>
    <link>https://www.fredpope.com/blog/documentation/art-of-efficient-documentation</link>
    <description>Documentation is a double-edged sword. While it provides essential guidance and clarity, it&#39;s also a costly endeavor that can drain resources if not managed wisely. Learn what to document, what to skip, and how to make strategic documentation decisions.</description>
    <pubDate>Tue, 06 Feb 2024 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>documentation</category><category>best-practices</category><category>development</category><category>team-culture</category>
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    <guid>https://www.fredpope.com/blog/development/agentic-coding-future</guid>
    <title>Building with Agents. Going slow to go fast. </title>
    <link>https://www.fredpope.com/blog/development/agentic-coding-future</link>
    <description>Research suggests microservices may be more suitable than monorepos for AI coding tools, especially with large projects, due to LLM context window limitations.</description>
    <pubDate>Thu, 15 May 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>productivity</category><category>ai</category><category>automation</category>
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    <guid>https://www.fredpope.com/blog/development/beyond-the-code-senior-developer-skills</guid>
    <title>Beyond the Code: Senior Developer Skills</title>
    <link>https://www.fredpope.com/blog/development/beyond-the-code-senior-developer-skills</link>
    <description>Essential skills that distinguish senior developers beyond just writing code</description>
    <pubDate>Mon, 15 Sep 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>career</category><category>skills</category>
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    <guid>https://www.fredpope.com/blog/development/beyond-the-code-unsung-skills</guid>
    <title>Beyond the Code: The Unsung Skills of a Senior Developer</title>
    <link>https://www.fredpope.com/blog/development/beyond-the-code-unsung-skills</link>
    <description>Writing code is just one piece of the puzzle. The true craft of software engineering lies in change logs, ADRs, post-deployment cleanup, test maintenance, and disaster recovery strategies that distinguish senior developers.</description>
    <pubDate>Tue, 09 Sep 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>senior-developer</category><category>best-practices</category><category>architecture</category><category>testing</category><category>deployment</category>
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    <guid>https://www.fredpope.com/blog/development/change-management-that-sticks</guid>
    <title>Creating Changes That Are Embraced By Your Team</title>
    <link>https://www.fredpope.com/blog/development/change-management-that-sticks</link>
    <description>Fixing these broken systems requires significant remediation.. Most change initiatives fail—not because of technical challenges, but because of how we manage the human side of change.</description>
    <pubDate>Mon, 14 Jul 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>productivity</category><category>ai</category><category>automation</category>
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    <guid>https://www.fredpope.com/blog/development/clean-code-is-the-best-context</guid>
    <title>Clean Code Is the Best Documentation — Especially for AI Agents</title>
    <link>https://www.fredpope.com/blog/development/clean-code-is-the-best-context</link>
    <description>When code explains itself, you dont need sprawling docs. This shrinks prompt/context size for AI agents, boosts retrieval precision, and reduces hallucinations.</description>
    <pubDate>Fri, 08 Aug 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>productivity</category><category>ai</category><category>automation</category><category>clean-code</category><category>documentation</category>
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    <guid>https://www.fredpope.com/blog/development/coding-without-if</guid>
    <title>Programming Without If Statements: A Powerful Paradigm</title>
    <link>https://www.fredpope.com/blog/development/coding-without-if</link>
    <description>Explore how eliminating conditional statements can lead to cleaner, more maintainable code through polymorphism, functional programming, and data-driven approaches.</description>
    <pubDate>Fri, 23 May 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>productivity</category><category>ai</category><category>automation</category>
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    <guid>https://www.fredpope.com/blog/development/context-window-development-considerations</guid>
    <title>Context Window Development Considerations</title>
    <link>https://www.fredpope.com/blog/development/context-window-development-considerations</link>
    <description>Research suggests microservices may be more suitable than monorepos for AI coding tools, especially with large projects, due to LLM context window limitations.</description>
    <pubDate>Sun, 02 Mar 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>productivity</category><category>ai</category><category>automation</category>
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    <guid>https://www.fredpope.com/blog/development/development-non-negotiables</guid>
    <title>My Development Non-Negotiables: Shipping Fast, Seeing Clearly, and Letting AI Assist</title>
    <link>https://www.fredpope.com/blog/development/development-non-negotiables</link>
    <description>Explore the four non-negotiable principles that enable shipping 10,000 lines of code daily: rapid deployment, intense observability, rigorous testing, and living documentation.</description>
    <pubDate>Thu, 30 Jan 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>productivity</category><category>ai</category><category>automation</category><category>documentation</category>
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    <guid>https://www.fredpope.com/blog/development/mcp-reality-check-implementers-perspective</guid>
    <title>The MCP Reality Check: An Implementer&#39;s Perspective</title>
    <link>https://www.fredpope.com/blog/development/mcp-reality-check-implementers-perspective</link>
    <description>Model Context Protocol promises seamless AI tool integration, but the reality of shipping it reveals quality issues, configuration hell, and premature standardization that creates more problems than it solves.</description>
    <pubDate>Sun, 09 Nov 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>api</category><category>protocols</category><category>mcp</category><category>software-architecture</category>
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    <guid>https://www.fredpope.com/blog/development/parable-of-the-mislabeled-granary</guid>
    <title>The Parable of the Mislabeled Granary</title>
    <link>https://www.fredpope.com/blog/development/parable-of-the-mislabeled-granary</link>
    <description>A parable about the true cost of naming things incorrectly. When you name something &#39;Stripe Payment Intent Id,&#39; you create a contract. Break that contract, and you break trust with every system and developer who relies on that name meaning what it says.</description>
    <pubDate>Sat, 08 Nov 2025 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>architecture</category><category>naming</category><category>technical-debt</category><category>clean-code</category>
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    <guid>https://www.fredpope.com/blog/development/the-90-percent-mindset</guid>
    <title>The 90% Mindset: Why Senior Developers Think Backwards</title>
    <link>https://www.fredpope.com/blog/development/the-90-percent-mindset</link>
    <description>Building software is maybe 10% of the job. The other 90% is living with what you built. Senior developers understand this—and it changes how they write every line of code.</description>
    <pubDate>Fri, 30 Jan 2026 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>development</category><category>career</category><category>software-engineering</category><category>best-practices</category>
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  <item>
    <guid>https://www.fredpope.com/blog/lean-strategy/ditch-perfection-embrace-iteration</guid>
    <title>Ditch Perfection, Embrace Iteration: Why Launching Early and Often is Your Secret Weapon</title>
    <link>https://www.fredpope.com/blog/lean-strategy/ditch-perfection-embrace-iteration</link>
    <description>Are you meticulously crafting a product, spending months, even years, perfecting every detail before launch? It&#39;s a common approach, but it can be risky, leading to wasted resources and missed opportunities.</description>
    <pubDate>Mon, 05 Aug 2024 00:00:00 GMT</pubDate>
    <author>fred@fredpope.com (Fred Pope)</author>
    <category>innovation</category><category>development</category><category>agile</category><category>lean-startup</category>
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