Narrative Connection
How these two moments in the story relate
Why These Connect
The narrative assertion
"The Cyberman invasion plan and Vaughn's collaboration as revealed in Episode 15 directly lead to the Planner's countdown and Vaughn's betrayal plan in Episode 16. The interstellar threat established in Episode 15 forces Vaughn to counter the Cybermen's timeline."
inferred by llm_cross_episode_arc
Why This Matters Across Episodes
The longer arc this connection carries
This connection escalates the central conflict: Vaughn's scheme to dominate Earth while undermining the Cybermen. Episode 15 sets up the threat, and Episode 16 shows Vaughn acting on that threat by planning to sabotage the Cybermen's control signal, a direct consequence of the earlier revelation.
About Causal Connections
A directly causes B. The first event sets forces in motion that produce the second. These are the load-bearing connections of plot--remove one and the story structure collapses.