Reflections
Digital solution design, AI and software architecture — case studies.
Results (7)
When a Bug Resists AI Agents
A firsthand account of an integration issue where more context did not help AI agents converge on the right solution.
The day my way of working with AI changed
The tools didn't change. How I assembled them did. The story of a shift that transformed how I collaborate with AI agents.
ChatGPT Codex Connector: unable to add a GitHub organization (postmortem)
Postmortem on an issue hit during the transition to ChatGPT Codex's GitHub connector, and the workaround that got me unblocked.
AI assistants are no longer chatbots: what MCP tunnels made me realize
A field report from an architect's perspective: discovering the tunnels OpenAI introduced to connect ChatGPT to self-hosted MCP servers, and the shift in thinking it triggered about where AI platforms are headed.
GitHub Copilot Cut My Momentum: When Quotas Kill Innovation
Critical analysis of GitHub Copilot's quota policy and how it blocks founders and small teams. Why local LLMs are becoming relevant again.
Multi-layer Architecture with Docker: Isolation over Technology Debates
Learn how to isolate your application layers with Docker to avoid technology lock-in and maintain your projects long-term.
MCP + Sentry & GlitchTip: giving context to your AI agents
A hands-on account of integrating Sentry and GlitchTip MCP servers into an AI workflow — why, how, and what you learn along the way.