Reflections
Digital solution design, AI and software architecture — case studies.
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The Agent Codes, the Human Being Decides: Where Should Control Sit?
From GPG signatures to pull requests, two incidents led me to question the scope of my approval and the paths an agent can use to integrate its work.
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 AI account's security became a selection criterion
A field report on digital trust: how a long-standing habit of securing my accounts with security keys led me, one Sunday in July 2026, to look at AI assistant security differently.
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.
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.
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.
Why GPG became a reflex in my digital daily life
A field report on five years of using GPG to sign, encrypt, and preserve the integrity of personal documents. A reflection on digital hygiene rather than a technical tutorial.