When attackers become agents.
AI agents can accelerate both attack and defence. Accountability, guardrails and observability therefore matter more.
10 / ENTRIES
Journal
A personal mini journal on AI systems, interfaces, open source and work designed to function in everyday life.
From hackathon to beta.
A deadline made Webwoven work. Real players revealed what it would take to turn it into a product.
Good technology needs a good shell.
A reliable core becomes technology people can actually use through good UX, DX and clear design.
AI makes expertise more valuable.
As AI accelerates generation, experience, evaluation and technical judgement become the decisive bottleneck.
The limit lies outside the model.
Power grids, cooling and efficiency help determine how far AI can actually scale.
Open source is infrastructure.
Openness is not a label to me, but the basis for understanding, independence and building together.
Not the model. The workflow.
Models change quickly. Value lives in context, rules and a workflow built to survive the change.
AI has to earn its place.
AI belongs only where it solves a real problem better and its value remains transparent.
From a nightmare to a product.
somnara began with a question on holiday and grew through real feedback into a system people trust with something personal.
Understanding is a feature.
Good explanations and interfaces do not hide complexity; they make the next meaningful step understandable.