KV caching overcomes statelessness and provides a mechanism for introspection of computations at earlier token positions.

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

• overcomes statelessness in a very meaningful sense and provides a very nice mechanism for introspection (specifically of computations at earlier token positions).quote0.802
  Quote framing KV caching as introspection mechanism.
• KV cachingmethod0.793
  Caching of key-value pairs to avoid recomputation; also provides a mechanism for introspection of earlier computations.
• KV state persistence across steered tokensconcept0.746
  The causal steering experiment persists KV state over steered tokens so downstream effects can be observed without continued steering
• KV State Persistenceconcept0.744
  The key-value cache from steered tokens is retained during no-steering continuation, allowing causal effect of steering to propagate
• Cells and cellular networks have problem-solving capacities that allow them to navigate entirely novel stressors (e.g., barium) without prior selection, implying a general competency beyond hardwired responses.claim0.716
  Derived from the planarian barium adaptation finding.
• The multiscale competency architecture (MCA) speeds evolutionary search by providing generalization, reliability, tractable search space, cryptic variation, and functional intermediates.claim0.713
  Main functional claim about MCA.
• More inference compute amplifies both reflective capacity and safety gating; the contemplative prompt resolves gating by reframing self-referential probes.claim0.709
  Interpretation of Grok 4 vs Grok 4 Fast per-koan comparison
• Two heuristic code agents outperform most tested LLMs, and behavioural traces surface recurring LLM failure modes including overbidding, self-bidding, bankrupt TC initiation, and weak opponent-state adaptation.quote0.706
  Abstract sentence summarising performance and failures.