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Start with the right context.
A short note with the problem, constraints, and desired outcome is the best place to begin.
01
Hiring or technical leadership
For senior engineering, applied ML, architecture, or technical-leadership conversations.
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Research or speaking
For research exchange, technical review, panels, talks, or public learning around inspectable intelligent systems.
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Engineering or agent-systems collaboration
For technically demanding collaborations involving perception, edge ML, robotics, evaluation, or agent workflows.
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Forge Flows business inquiries
Forge Flows is a separate company context that I continue part-time. It begins with one consequential workflow and builds the learning system around it.
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