Fine Tuning and Adaptation

The patient, hand-guided adjustment of shape and dimension to each unique condition in a building; requires materials that make it economical and easy.

Neighborhood — ranked by edge-count

Concepts (2)

concept

Fine-tuning
related_to
Parameter updates that reduce mismatch dr; another anchoring variant in UCCT.
Adaptability
associated_with
The capacity of materials and techniques to allow fine-tuning of dimensions and shape to each unique building condition; identified as the biggest issue in achieving living architecture.

pattern (1)

pattern

Two Functionally Necessary Attributes of Construction Process
uses
Materials and techniques must satisfy both rapid shapability with human thought and adaptability for fine-tuning of dimensions at low cost.

Related by similarity (8)

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.

Fine-Tuning via Reinforcement Learningmethod0.845
Technique used to impose guardrails on base LLMs, analogized to censorship on the simulator's range of simulacra
Roleplay Fine-Tuningconcept0.822
Fine-tuning for persona depth and emotional performance; actively suppresses self-observation
fine-tuning (SFT)method0.811
Supervised fine-tuning to adapt model parameters.
Fine-Tuning Threshold Recalibrationmethod0.810
Re-running probabilistic bisection on each fine-tuned checkpoint to normalize first-attempt difficulty
Fine-tuning can be likened to imposing a kind of censorship on the simulator; it leaves the underlying range of roles essentially the same but compromises authenticityclaim0.807
Extends the role-play framing to explain the effect of RLHF on dialogue agents
Fine-tuning induces the behavioral pattern of self-correction but does not improve the underlying ability to correct effectivelyclaim0.800
Key interpretive conclusion from the dissociation between attempt rate and improvement rate in fine-tuning experiments
SOO fine-tuning could be extended to align AI representations of its own goals with human user preferences, reducing misalignment by fostering coherence between self-related and other-related preferenceshypothesis0.798
Future work hypothesis about extending SOO to direct value alignment
adaptationconcept0.798
The continuous adjustment of form to context, a hallmark of morphogenesis and the source of living order.