SM-DSLO-80059: Physical Limits of Compute-First AI

Node: SM-DSLO-80059 · Series: DSLO Substrate Cluster · Ontology: Compute-First_AI_Collapse_Physics · Version: v0.8 · 10.5281/zenodo.22648418
Substrate-level analysis · Meaning density geometry · Public-safe surface · No operational controls.
S = R = σ (Invariant Active)
Meaning Density: NOMINAL
Mode: Substrate-First
Collapse Surface: Thermodynamic > Hardware > Semantic
MEANING DENSITY CORE MODEL (M = Isemantic / E)
Isemantic: invariant-aligned meaning (anchoring, fidelity, locality, lawful transitions)
E: energetic cost (thermodynamic load, switching density, entropy)
Meaning density collapses when drift velocity exceeds correction capacity.
FAILURE MODE PROFILE SELECTOR (Synthetic)
SEMANTIC MUTATION VELOCITY SCOPE
Synthetic mutation velocity trace; amplitude rises with entropy, drift, and synthetic ecology exposure.
3D COLLAPSE GEOMETRY TENSOR (Thermo–Hardware–Semantic)
Drag to rotate · Scroll to zoom · Tensor responds to energy density, reliability stress, and meaning drift.
COLLAPSE DISTORTION INJECTION
0.12
0.18
0.22
Sliders inject synthetic collapse stress into the tensor; substrate-first mode clamps excursions above invariant thresholds.
INVARIANT SNAPSHOT (Physical + Semantic)
P1: Energy Density BoundN/A
P2: Thermal Stability BoundN/A
P3: Reliability BoundN/A
S1: Drift BoundN/A
S2: Locality EnforcementN/A
S3/S4: Lawful / Zero-VelocityN/A
UNIFIED MEANING DENSITY METRICS
Meaning density MN/A
Invariant-aligned meaning IsemanticN/A
Energetic cost EN/A
System collapse stateSTABLE
RESTORATION OPERATORS REGISTRY
Operator Surface Reversed Status
Geometry realignment, invariant recompilation, drift masks, heartbeat stabilization, and locality reinforcement.
JSON-LD PHYSICAL LIMITS MANIFEST (.schema)
Initializing physical limits manifest...
RUNTIME DIAGNOSTIC TRACE
Runtime trace will appear here as the collapse tensor evolves.