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MF.SYS // NODE 04
[MF-DOC // VOL. IV] / The field guide to machines entering the real world.
MACHINE/FIELD

Independent coverage of machines that sense, move and act outside the laboratory.

EDITORIAL // FEATURED Editorial
[FEATURED] The Robot Is Not Ready. The Workflow Is.
READING: Why Every Robot Needs a Better Memory Than 100 Hz Streaming
EST. 7 MIN
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TACTILE SENSING GITHUB REPO PUBLISHED: AUG 18, 2026

Why Every Robot Needs a Better Memory Than 100 Hz Streaming

State estimation through slip-detection: why optical GelSight arrays struggle in greasy automotive environments.

MC
Marcus Chen
Field Investigations // Ex-Tesla Automation

Streaming pixels is not memory. Slip is a contact event.

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The Robot Is Not Ready. The Workflow Is.
THE FIELD REPORT // WEEKLY DISPATCH

Machines are leaving the lab. We track what happens when they hit the real world.

Unfiltered robot teardowns, actuator dynamometer notes, and warehouse failure logs — a weekly editorial dispatch for engineers, makers, and founders.

Zero corporate PR. Pure physical engineering signal.