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.
When the app joins the conversation: what MCP changes about the experience
MotorTrack can be used from ChatGPT without learning a new interface. Usage becomes natural after an initial setup that still requires some hand-holding.
From AI assistant to AI agent: when conversation becomes action
AI assistant, tool-using assistant, AI agent: three levels we keep conflating. The difference isn't the number of tools used, but who decides the steps and drives their sequence.
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?
From Windows 10 to Linux Mint: what the migration taught me about my own machine
After Windows 10's end of support, I chose Linux Mint over replacing a machine that still performed well. A look back at several months of use, the issues encountered, and the new reflexes gained.
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.
From "snail mail" to "snail brain"
What if the words we use today already reveal the place AI will take tomorrow in how we think?
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.
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.
I'm Not a Person, I'm a Constellation of AI
Why I stopped looking for the best LLM and started building a workspace made of several AIs instead.
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.