# Upstart

Language dynamism called [meta-circular evaluation](https://en.wikipedia.org/wiki/Meta-circular_evaluator) is a programming form that allows for self-interpretation where its input data represents the very same language. Above and extending the self-interpretation logic is an application mechanism that revises the ultimate behavior (or return value) of its own instructional composition so it can maintain/reuse the same appearance, familiarity or user interface but allows for enhancement and evolution without restarting the program over from the beginning and leading to delay.

OS “[dynamic-link libraries](https://en.wikipedia.org/wiki/Dynamic-link_library)” and [polymorphic](https://en.wikipedia.org/wiki/Polymorphism_(computer_science)) (virtual and closure) methods, LISP, JavaScript, PHP, Python and even Java supply this dynamism. Consider rewriting a function to only continue calculating if it meets a certain condition. Now, for conditioning *many* functions (or even *every* individual instruction), one might rewrite the language interpreter to do this automatically (or maybe as an effect of another condition, like: “only while it has not yet been 30 minutes”). Or, consider a function that remembers its result, or a database index or search engine.

## Prediction

We can rely on memory capacity to speed up computation: by making the result of the *next* operation rely on the result of the previous, we can pre-determine logical results. The *previous* operation might say, “modify application in-place, using the new input, to more quickly respond to the next, or further, input.”

Training AI is like compiling source code, but in the human brain, fine-tuning, or adjusting previously-calculated neuronal weights happens dynamically, in real-time. A conversation usually continues from where it ended last, leveraging holistic comprehension. If you could model the AI to integrate the “endpoint of the conversation” into its memory as a result of “when the conversation started and was met with a certain input,” it might improve relevancy and conscious presence.

Next: [https://onesphere.hashnode.dev/security-complete](https://onesphere.hashnode.dev/security-complete)