Name the failure before adding heat.

Start with the visible symptom, keep the exact machine and material context, then follow one bounded diagnostic branch.

8 reproducible failure observationsStop before adding heat
Controlled laser failure samples arranged for visual diagnosis

Step 1

What do you see?

Pick the visible symptom. The interpreter then names the classification, the exact branch to open, and the mandatory stop boundary before any change.

Diagnostic order

Classify before you change anything.

Incomplete cuts, soot, haze, lost detail and flare-ups do not share one cause. Diagnosis begins by describing where the defect appears and what stayed constant.

Use it when: an exact-context test fails, degrades, or changes across the work area.

01

Classify the visible symptom before changing a setting.

02

Check material, focus, optics, airflow and mechanics in that order.

03

Change one cause at a time and preserve the failed sample.

Symptom branches

Choose the branch that matches.

Each branch protects material identity, exact machine context and a mandatory stop boundary.

Mandatory boundary

Stop conditions always win.

Sustained flame, hazardous fumes, machine faults or unknown material/coating are stop events—not tuning branches. Stop, cool, secure the area and follow the exact machine manual and local emergency procedures.