unpredictability of end-result

The principle that a truly adaptive process cannot have a predetermined end-state; adaptation means changes cannot be foreseen.

Neighborhood — ranked by edge-count

chapter

Chapter 8: Step-By-Step Adaptation
mentions
The chapter argues that all living processes must proceed step by step with feedback, and that modern architecture fails because it lacks this core.

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Detecting Unintended Outputs via Introspectionfinding0.757
Models can distinguish artificially prefilled outputs from intentional responses by referencing prior internal representations; injection of matching concept vector causes model to retroactively accept prefill as intentional.
The goodness of the results is visible in the evident life and in the profound fact that unfolding generates an 'architecture'.claim0.751
The dual validation of living process: life and the emergence of architectural order.
For feedback to be meaningful, the end-result must be unpredictable; a predetermined end-state shuts off the possibility of adaptation.claim0.739
Unpredictability is a necessary condition for genuine adaptation.
Modern machines, including quantum computers and machine learning systems, achieve reliable function through uncertain events, making unpredictability a feature rather than a defect.claim0.737
Argument that predictability is no longer an essential property distinguishing machines from life
anticipationconcept0.736
Reorienting in expectation of reinforcements; a cognitive quality in plants.
Outcomes (Observations)concept0.735
Sensory data observed by the agent at each time step.
"For interpretability, I don't think we even have the right definitions."quote0.733
Ian Goodfellow quote used to illustrate the pre-paradigmatic state of interpretability research
What is success?question0.731
Follow-up question about the goals of denotational design.