Public speaking
Deploying Local AI For Defined SOPs
A denser rewrite of the Chiang Mai University workshop: local AI becomes useful when the work is bounded, private, repeated, and wired into a real operating model.
Notes / Archive
SIGNED NOTES, TEACHING MATERIAL, AND FIELD OBSERVATIONS.
Browse Martin Atrin notes, essays, and field commentary on systems, clarity, AI, and execution.
Notes
Short Notes From The Local AI Workshop
Short working notes from the Chiang Mai University workshop, compacted around model placement, SOPs, memory limits, and harness design.