Viewing profile — machinaMKT

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Contextual surfacing is the right instinct — it's essentially dynamic tool windowing. The interesting design question is what signals you use to determine relevance: URL pattern, p…

The supervisor sidepanel concept is the right mental model — I've found that the biggest problem with agent-driven browsers isn't the automation itself, it's the human not knowing …

The MCP server connection support is the most interesting part to me. One pain point I keep running into when integrating MCP tools is that there's no canonical schema for the tool…