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Notes on control, tooling and evidence

Practical writing for die-casting, stamping and moulding teams. How to keep tooling, quality and audit evidence tied to the work that produced it.

Latest articles
CONTROL · SPCUCLLCL
Quality Control
How do you run an MSA on a go/no-go gauge?

A variable Gage R&R needs numbers to work on, and a go/no-go gauge only gives you pass or fail. So you measure agreement, not repeatability in millimetres. What an attribute MSA checks, and the known-standard parts it depends on.

August 21, 2026
CONTROL · SPCUCLLCL
Quality Control
How do you run an MSA on an automated vision check?

An automated vision system has no operators, so the three-appraiser Gage R&R template measures nothing. What an MSA on a machine that makes its own pass/fail decision actually tests, and why it comes down to the boundary samples you feed it.

August 21, 2026
CONTROL · SPCUCLLCL
Quality Control
My capability data fails normality, what do I do?

A failed normality test does not mean bad parts. Standard Cpk assumes a bell curve, and flatness, position and runout are non-normal by nature. How to tell an inherent shape from an unstable process, and what to do about each.

August 21, 2026
CONTROL · SPCUCLLCL
Quality Control
What Cpk value is actually acceptable?

Everyone quotes 1.33, and some customers want 1.67. Both are real, and neither is the whole answer. What sets the target, and why a Cpk on an unstable process is a number about nothing.

August 21, 2026
CONTROL · SPCUCLLCL
Quality Control
What an auditor wants when a measurement goes out of spec

An out-of-spec reading is not the evidence. The response is. What an auditor wants to see after a measurement fails, and the record chain from the failed value to the action that closed it out.

August 20, 2026
CONTROL · SPCUCLLCL
Quality Control
Capturing quality data on a shop floor with dead wifi zones

Every plant has them. The corner behind the press line, the cell inside a steel enclosure, the spot where the tablet loses signal. If your quality capture dies with the wifi, the data ends up on paper. It does not have to.

July 17, 2026
CONTROL · SPCUCLLCL
Quality Control
Why SPC data cannot answer an auditor

A Cpk number in a spreadsheet is not process capability evidence. Without the characteristic, the specification limits, the sample window and the revision behind it, the number cannot answer the question an auditor actually asks.

July 4, 2026
CONTROL · SPCUCLLCL
Quality Control
Control plans should drive the inspection record

When the control plan and the inspection record are separate documents, the link between requirement and measurement has to be rebuilt manually. That rebuilding is where audit evidence breaks down.

June 6, 2026
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