A technical publication by Shivam Pandey
IMMORTAL
MACHINE
Notes on machines that learn useful models of the world—and the objectives, representations, actions, and systems that determine what persists.
Editorial position
Show the mechanism.
Keep the uncertainty.
Immortal Machine is where the ideas go deep. Each piece should expose the chain from question to formulation to implementation to evidence. It is not a second personal portfolio; it is the publication layer of the same research practice.
Mathematical Foundations
The calculus
behind the computation.
Reference notes on derivatives, integrals, and the tensor operators connecting mathematical structure to learning systems.
Archive 001
KERNELIZED
Six notes tracing AI kernels from derivation to parallel structure.