v8.3.2: Definitve Release - Clean PyPI Page & Robust HF Fallback

v8.3.1: Final Academic Sync - Universal Tensor Math, Transformers Fallback & Dependencies

v8.3.0: Definitive Academic Release - Attention Steering & Varentropy Sync

v8.2.5: Comprehensive Technical Release - API Reference & mlx-lm Integration Guide

v8.2.4: Scientific Infrastructure Release - Attention Varentropy & Fused Metal Kernels

feat: universal tensor math update - zero-shot hallucination detection live

feat: add Transformers fallback mode for non-macOS environments (Hugging Face support)

fix: resolve ImportError on Hugging Face Spaces by wrapping MLX imports

v8.2.1: Final GDI Nexus Sync - Production Build with HF Metadata

v8.2.0: The Infinite Horizon - Final Production Build

🚀 PRODUCTION RELEASE: ASH-KV v8.0.2 (Multi-Layer Hypervisor, Silicon-Native)

🚀 Release: ASH-KV v8.0.0 (Multi-Layer Memory Hypervisor & LLM Override)

🚀 Release: ASH-KV v7.0.0 (Phase 5 Cross-Agent Memory Stitching)

🚀 Release: ASH-KV v6.0.0 (Head-Specific Pruning, AVD & EDCC Architecture)

🚀 Release: ASH-KV v6.0.0 (Head-Specific Pruning & AVD Terminology)

🚀 Release: ASH-KV v5.0.2 (Immortal Manifold Phase 3)

🚀 Release: ASH-KV v4.1.1 (ANE-Daemon Phase 2)

🚀 Release: ASH-KV v4.0.0 (Temporal Rollback Phase 1)

🚀 Initial Release: ASH-KV v3.0.0 Dual-Threaded Immune System