A chatbot can explain a traffic collision after someone describes it. A more ambitious AI system could watch camera feeds, read vehicle telemetry, compare timestamps, detect sudden braking and determine that a collision is unfolding before anyone asks a question. That difference is becoming increasingly important. AI is moving beyond generating content from neatly packaged prompts toward interpreting streams of activity occurring across time. The next challenge is not simply producing a convincing answer. It is building an accurate picture of what is happening, what changed, which signals belong together and what those signals actually mean. From Content to State…
