https://www.fredpope.com/blog Builder and investor in Colorado. Exploring the connections between software, business, and economics. Writing to think. en-us fred@fredpope.com (Fred Pope) fred@fredpope.com (Fred Pope) Tue, 22 Sep 2026 00:00:00 GMT https://www.fredpope.com/blog/ai/agents-and-humans-side-by-side https://www.fredpope.com/blog/ai/agents-and-humans-side-by-side The most useful thing I do for clients is not deploying an AI agent. It is putting the agent and the people in the same room, where the work is visible and everyone learns from watching. Tue, 22 Sep 2026 00:00:00 GMT fred@fredpope.com (Fred Pope) aiagentsconsultingteam-culturechange-management https://www.fredpope.com/blog/ai/ai-always-takes-the-shortest-path https://www.fredpope.com/blog/ai/ai-always-takes-the-shortest-path A field report from the frontlines of AI-assisted development at scale — why language models optimize locally, how that corrupts architecture over time, and what I am doing about it. Sat, 04 Apr 2026 00:00:00 GMT fred@fredpope.com (Fred Pope) aiarchitecturesoftware-engineeringcode-qualityscaling https://www.fredpope.com/blog/ai/ai-prompting-techniques-to-reduce-hallucinations https://www.fredpope.com/blog/ai/ai-prompting-techniques-to-reduce-hallucinations Learn how to craft effective AI prompts that reduce hallucinations and deliver accurate results from platforms like Grok, with practical tips on context management and prompt engineering. Fri, 14 Mar 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) aipromptinghallucinationsgrokcontext-window https://www.fredpope.com/blog/ai/building-persistent-memory https://www.fredpope.com/blog/ai/building-persistent-memory How I built an agent memory system that learns what matters and knows when to forget. Mon, 05 Jan 2026 00:00:00 GMT fred@fredpope.com (Fred Pope) aiagentsarchitecturememoryknowledge-graph https://www.fredpope.com/blog/ai/hidden-benefits-of-using-ai https://www.fredpope.com/blog/ai/hidden-benefits-of-using-ai Discover how interacting with AI enhances our cognitive abilities, focusing on the art of developing questions and the emerging role of Prompt Engineers in shaping AI conversations. Sat, 27 Apr 2024 00:00:00 GMT fred@fredpope.com (Fred Pope) aiprompt-engineeringproductivitycognitive-developmentlearning https://www.fredpope.com/blog/ai/stop-building-logic https://www.fredpope.com/blog/ai/stop-building-logic How I discovered that AI models can replace traditional application logic - and why it actually works better. Sat, 21 Jun 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) aiprompt-engineeringproductivitycognitive-developmentlearning https://www.fredpope.com/blog/architecture/design-patterns-in-action-agent-workflow https://www.fredpope.com/blog/architecture/design-patterns-in-action-agent-workflow A practical exploration of how classic software design patterns come together to create a flexible, human-in-the-loop agent workflow that monitors websites and automates social media posts. Thu, 12 Jun 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) architecturedesign-patternsautomationaiagents https://www.fredpope.com/blog/automation/developing-your-models https://www.fredpope.com/blog/automation/developing-your-models 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's a bit different, it's about goals and guardrails. Wed, 30 Oct 2024 00:00:00 GMT fred@fredpope.com (Fred Pope) AIdevelopmentautomation https://www.fredpope.com/blog/automation/taw-expansion https://www.fredpope.com/blog/automation/taw-expansion Exploring the expansion of Tool-Augmented Workflows (TAW) and how they are revolutionizing the way we build software. Thu, 03 Jul 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) automationaidevelopmentproductivity https://www.fredpope.com/blog/automation/tool-call-revolution https://www.fredpope.com/blog/automation/tool-call-revolution Examining the revolutionary impact of AI tool calling capabilities on modern software development practices. Fri, 03 Jan 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) automationaitoolsdevelopmentproductivity https://www.fredpope.com/blog/innovation/What_Christensen_Would_Tell_SaaS https://www.fredpope.com/blog/innovation/What_Christensen_Would_Tell_SaaS The Innovator's Dilemma framework applied to the AI revolution in SaaS. When development costs drop 90%, the playbook for disruption becomes uncomfortably clear. Sun, 01 Feb 2026 00:00:00 GMT fred@fredpope.com (Fred Pope) innovationsaasstrategydisruptionai https://www.fredpope.com/blog/development/agentic-coding-future https://www.fredpope.com/blog/development/agentic-coding-future Research suggests microservices may be more suitable than monorepos for AI coding tools, especially with large projects, due to LLM context window limitations. Thu, 15 May 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) developmentproductivityaiautomation https://www.fredpope.com/blog/development/building-self-driving-entities https://www.fredpope.com/blog/development/building-self-driving-entities A practical blueprint for agentic systems that act, learn, and adapt - going beyond assistants that answer to entities that operate. Fri, 05 Sep 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) aiagentsarchitectureautomationengineering https://www.fredpope.com/blog/development/change-management-that-sticks https://www.fredpope.com/blog/development/change-management-that-sticks 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. Mon, 14 Jul 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) developmentproductivityaiautomation https://www.fredpope.com/blog/development/clean-code-is-the-best-context https://www.fredpope.com/blog/development/clean-code-is-the-best-context When code explains itself, you dont need sprawling docs. This shrinks prompt/context size for AI agents, boosts retrieval precision, and reduces hallucinations. Fri, 08 Aug 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) developmentproductivityaiautomationclean-codedocumentation https://www.fredpope.com/blog/development/coding-without-if https://www.fredpope.com/blog/development/coding-without-if Explore how eliminating conditional statements can lead to cleaner, more maintainable code through polymorphism, functional programming, and data-driven approaches. Fri, 23 May 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) developmentproductivityaiautomation https://www.fredpope.com/blog/development/context-window-development-considerations https://www.fredpope.com/blog/development/context-window-development-considerations Research suggests microservices may be more suitable than monorepos for AI coding tools, especially with large projects, due to LLM context window limitations. Sun, 02 Mar 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) developmentproductivityaiautomation https://www.fredpope.com/blog/development/development-non-negotiables https://www.fredpope.com/blog/development/development-non-negotiables Explore the four non-negotiable principles that enable shipping 10,000 lines of code daily: rapid deployment, intense observability, rigorous testing, and living documentation. Thu, 30 Jan 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) developmentproductivityaiautomationdocumentation https://www.fredpope.com/blog/development/enduring-craft-software-fundamentals-ai https://www.fredpope.com/blog/development/enduring-craft-software-fundamentals-ai Exploring why core software engineering principles like design, testing, and maintainability are becoming even more critical for managing complexity and risk in the age of AI-powered code generation. Sun, 13 Apr 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) software engineeringfundamentalsaibest practicestechnical debtcode quality https://www.fredpope.com/blog/lean-strategy/ai-moonshots https://www.fredpope.com/blog/lean-strategy/ai-moonshots How lean strategy principles can help navigate the path to revolutionary AI breakthroughs without getting lost in the pursuit of perfection. Sun, 29 Jun 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) ailean-strategyinnovationtechnology https://www.fredpope.com/blog/open-source/open-source-advantage-in-ai-age https://www.fredpope.com/blog/open-source/open-source-advantage-in-ai-age Explore why open source software is becoming the superior choice for enterprises in the AI era, offering advantages in documentation, development speed, and community collaboration that proprietary systems cannot match. Tue, 07 May 2024 00:00:00 GMT fred@fredpope.com (Fred Pope) open-sourceaienterprisesoftware-developmentinnovation https://www.fredpope.com/blog/machine-learning/tesla-fsd-12 https://www.fredpope.com/blog/machine-learning/tesla-fsd-12 Tesla's Full Self-Driving v12 completely replaced 300,000 lines of traditional code with end-to-end neural networks, demonstrating how AI models can serve as logic engines. Tue, 24 Jun 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) neural-networksaifsdmachine-learningautomotive https://www.fredpope.com/blog/machine-learning/why-did-lstm-break-up-with-bert https://www.fredpope.com/blog/machine-learning/why-did-lstm-break-up-with-bert A humorous and accessible introduction to how neural networks remember information, explained through the lens of a fictional breakup between LSTM and BERT. Fri, 07 Feb 2025 00:00:00 GMT fred@fredpope.com (Fred Pope) machine-learningaineural-networkslstmbertexplainer