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Implements the full delta-behavior framework - systems where change is permitted but collapse is not. ## Core Implementation - Coherence type with [0,1] bounds and safe constructors - Three-layer enforcement: energy cost, scheduling, memory gating - DeltaSystem trait for coherence-preserving systems - DeltaConfig with strict/relaxed/default presets ## 11 Exotic Applications 1. Self-Limiting Reasoning - AI that does less when uncertain 2. Computational Event Horizon - bounded computation without hard limits 3. Artificial Homeostasis - synthetic life with coherence-based survival 4. Self-Stabilizing World Model - models that refuse to hallucinate 5. Coherence-Bounded Creativity - novelty without chaos 6. Anti-Cascade Financial System - markets that cannot collapse 7. Graceful Aging - systems that simplify over time 8. Swarm Intelligence - collective behavior without pathology 9. Graceful Shutdown - systems that seek safe termination 10. Pre-AGI Containment - bounded intelligence growth 11. Extropic Substrate - goal mutation, agent lifecycles, spike semantics ## Performance Optimizations - O(n²) → O(n·k) swarm neighbor detection via SpatialGrid - O(n) → O(1) coherence calculation with incremental cache - VecDeque for O(1) history removal - SIMD utilities with 8x loop unrolling - Bounded history to prevent memory leaks ## Security Fixes - Replaced unsafe static mut with AtomicU64 for thread-safe RNG - NaN validation on all coherence inputs - Overflow protection in calculations ## WASM + TypeScript SDK - Full wasm-bindgen exports for all 11 applications - High-level TypeScript SDK with ergonomic APIs - Browser and Node.js examples ## Test Coverage - 32 lib tests, 14 WASM tests, 13 doc tests (59 total) Resolves #140 Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com> |
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| .. | ||
| MATHEMATICAL-FOUNDATIONS.md | ||
| THEORETICAL-FOUNDATIONS.md | ||
| WASM-DELTA-ARCHITECTURE.md | ||