Linear recurrence → matrix

Companion matrix — sliding window.

Try this in Python

k = 2
# a_n = a_{n-1} + a_{n-2} companion
C = [[1, 1], [1, 0]]
print(C)

Key takeaways

• Init vector alignment.
• Mod poly advanced.
• Eigen theory link.