Reflections
Digital solution design, AI and software architecture — case studies.
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AI detection meets the reality of how we work
A detector estimates resemblance; provenance signals tell us something about a file's history. What can either reveal about work made with AI?
Vibe Coding or Orchestration: What AI Really Changes About Being a Developer
An agent can write most of the code. The real question is who defines the constraints, checks the result and can take back control.
AI Is Reshaping Our Jobs Faster Than the Market Can Name Them
AI Engineer, AI Integrator, AI Consultant... Job titles keep multiplying while the boundaries between roles blur. Can the labor market keep up with the pace of change AI is imposing?
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.
Why does using AI still feel uncomfortable?
A friend spotted phrasing typical of generative AI in one of my texts. My reaction, for a brief moment, says a lot about how we still view people who use these tools.
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.
Developers barely type the code anymore — but they still own the outcome
AI has erased the technical friction. The difficulty no longer lives in the code but in the clarity of intent — and the responsibility has remained entirely yours.
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.
MCP + Sentry & GlitchTip: giving context to your AI agents
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The LLM, a Mirror of Our Identity
Switching LLMs made me realize I wasn't just changing tools. That experience led me to reflect on how artificial intelligence gradually becomes an extension of the way we think.