Research
Notes from the bench.
The methods inside the instruments, written down. Short, technical, and honest about limits.
Note 03September 2026
CX Meridian · Supply chain
CX Ember · Fired heaters
Axiom · Asset records
CX Meridian · Supply chain
ETA is a distribution: tracking critical equipment and sizing the spares behind it
Arrival probabilities from AIS tracks and lane history, where the uncertainty really lives, and how the same distribution decides how much to hold and when to expedite.
→ Note 02August 2026CX Ember · Fired heaters
A physics-informed fouling model for fired heaters
Why the heater's energy balance belongs inside the loss function, what it changes about extrapolation, and how it turns an efficiency gap into an auditable number.
→ Note 01June 2026Axiom · Asset records
Cross-system agreement, not completeness, is the metric for an asset record
How Axiom scores whether PI, SAP and the documents tell the same story about each asset, and why that number is hard to fake.
→Next: operating-envelope revision under uncertainty (CX Envelope) · supplier milestones and ex-works delay (CX Meridian).