PsiWings/ Technology/ Endurance Intelligence
Research direction · Derived from Kyte X1 – X2

Endurance
Intelligence.

Turn energy data into flight decisions. Endurance Intelligence is the strongest potential future commercial technology arising from Kyte research — but it is honest research, not a product on a shelf.

Stage
Research direction
Foundation
Kyte X1 → X2
Form
HW + SW integration
Readiness
Not commercial
Useful endurance · not battery percent Mission energy · leg-by-leg cost Return reserve · guaranteed home Energy efficiency · Wh / km · Wh / min Anomaly indicators · when the model disagrees with the aircraft Useful endurance · not battery percent Mission energy · leg-by-leg cost Return reserve · guaranteed home Energy efficiency · Wh / km · Wh / min
CHAPTER 01
— The concept

A hardware + software system
that could eventually integrate
with electric Uav platforms.

— Inputs
Flight controller
State · attitude · GNSS
Battery / BMS
V · I · SoC · T · cycles
Propulsion
RPM · throttle · ESC state
Environment
Wind · air density · temp
Mission plan
Waypoints · legs · alt profile
Aircraft model
Config · aero curves · mass
Historical data
Prior flights · residuals
— Outputs
Useful endurance
u ± σ
Mission energy
Em per leg
Return reserve
Erth
Energy efficiency
Wh / km · Wh / min
Mission completion
P(success)
Anomaly indicators
Residual flags
CHAPTER 02
— Potential users

Who this could be for — eventually.

01

UAV manufacturers

Small-aircraft OEMs who want to give operators honest endurance answers.

02

Mapping operators

Field crews planning grid missions where mission-completion probability matters.

03

Inspection companies

Long-linear inspections where the return-to-home reserve is the constraint.

04

Environmental monitoring

Repeat-mission platforms where energy behaviour drifts with weather and payload.

05

Research aircraft

Aircraft where every flight is a data collection opportunity.

06

University labs

Teaching platforms where students can see model, data, and residual together.

Research integrity · Endurance Intelligence is not a commercial product. No customers, deployments, or flight hours are claimed. The above are potential users the research is oriented toward — not existing partners.

Battery percent tells you
what's in the pack.
Useful endurance tells you
what the mission ahead will cost.

Read Kyte X2 → Kyte X2 · Predict