Reflections

Reflections

Digital solution design, AI and software architecture — case studies.

Results (4)

Technical case study#ChatGPT#Codex#GitHub

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.

July 13, 20262 min read

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.

July 6, 20267 min read
Technical case study#GitHub Copilot#Pricing#LLM

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.

June 9, 20265 min read
Technical case study#MCP#Sentry#GlitchTip

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.

April 14, 20266 min read