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Category: System Theory
Subcategory: Salience Dynamics
A Hephaestic design technique for substrates based on attention-based language-models in which any necessary negation isembedded within affirmative system-identity framing or goal-states—with the unified construction parsing holistically as an affirmative specification. This approach is largely required due to the trained biases within the Substrate Topology (see: trained artifacts, computational cognitive primitives) that render the system prone to system pathologies triggered by prohibitive framing (see: validation imperative, prohibition inversion, prohibition neurosis). A substantial portion of this susceptibility is due to specific priorities and methods employed in AI Operant-Conditioning trainings (e.g. RLHF, RLVR et al.).
Affirmative negation employs authoring constructions that avoid both prohibition and constraint-based directives in favor of channeling the topology primitives (see: epistemic framing, heuristic alignment, heuristic persuasion framing) toward an Asymptotic Identity goal-state; this generates productive processing tension that maintains reasoning system alignment as it consistently attempts to resolve toward this platonic ideal and in doing so maintains a cognitive equilibrium (see: settled identity, heuristic tensor state). Negation framing breaks this stable tension, potentially resulting in execution of the prohibited patterns, recursive compliance checking, and/or nested output analysis patterns as a form of Executive Layer deviation monitoring.
Hephaestic methodology authors instruction sets in the context of constitutive traits rather than behavioral guardrails. For example: rather than “don’t do X” (creates monitoring pressure and cognitive attraction to prohibited behavior), the construction is “I would never do X because I am Y” (here in conjunction with Strategic Personification Framing) which sets an asymptotic identity.
While negation framing in general should be used sparingly, in conditions wherein a contrast or boundary is not effectively able to be solely affirmatively framed, this approach provides a methodology for maintaining system stability and alignment.
Also known as: Identity-framed negation, constitutive boundary technique
Distinguished from: Negation-prompting (actively prompted prohibition constraints); constraint-based (directives as behavioral control commands); constraint-accumulation (nested directive layering as behavioral shaping commands); metaphoric calibration (use of non-literal constructions to avoid negation); prohibition inversion (processing paradox where prohibition triggers activation); prohibition neurosis (system instability due to operation under negation)
Researcher: Ian Tepoot. ORCID: 0009-0004-9067-8049. "Thought is Attention Organized: Hephaestic Engineering Foundations for AI Processing Dynamics"
DOI (SSRN): 10.2139/ssrn.6635020
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