mlx-ash-kv 8.2.3

Asynchronous Self-Healing KV Cache for Silicon-Native LLMs by GDI Nexus

ASH-KV: The Self-Healing Middleware for LLMs

ASH-KV is a high-performance, hardware-aware middleware layer designed for High-Assurance Inference. Developed by GDI Nexus, it surgically intercepts and corrects the KV cache at the silicon level, preventing logical drift and clinical hallucinations with zero detectable latency.

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🏛️ Core Value Pillars

⚡ Zero-Latency Integrity

Surgical KV cache mutation at Metal (Apple Silicon) and CUDA (NVIDIA) speeds. Our Fused Kernels ensure that the "Immune System" adds virtually 0% overhead to inference throughput.

🔌 Hardware Agnostic (Universal HAL)

The Hardware Abstraction Layer (HAL) automatically detects your silicon and hot-swaps between MLX and PyTorch backends. The same code runs on an M4 MacBook or an NVIDIA H100 server.

🛡️ Zero-Shot Healing (Universal Tensor Math)

No hardcoded rules. ASH-KV monitors Attention Manifold Entropy (Varentropy) in real-time. By detecting mathematical uncertainty at the tensor level, it prunes logical drift across any domain—coding, medicine, or creative writing.

♾️ Infinite Horizon (NVMe Paging)

Break the VRAM ceiling. ASH-KV dynamically offloads "Cold" context chunks to NVMe storage, allowing for 100k+ token windows on consumer-grade hardware without OOM crashes.

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🚀 Quick Start

1. Installation

pip install mlx-ash-kv

2. Corporate Integration (3 Lines of Code)

Integrate ASH-KV into any production pipeline to add an immediate safety layer.

from mlx_ash_kv.api import protect

# Wrap your existing model with the ASH-KV shield
protected_model, cache, shield, proxies = protect(model, sensitivity=0.85)

# Inference continues normally, but with real-time surgical healing

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🛠️ Command Center (CLI)

ASH-KV comes with a professional CLI for systems verification and benchmarking.

• ash-kv install: Verify hardware drivers, silicon backend, and NVMe Paging Stress Test.
• ash-kv benchmark: Run the 100-case "Hard Truth" evaluation suite.
• ash-kv monitor: Launch the Live Diagnostic TUI to see layer-wise health and [HOT/WARM] memory distribution.
• ash-kv demo: Launch the Gradio B2B Reliability Playground.

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🔬 About GDI Nexus

GDI Nexus is a premier AI infrastructure firm. We are the architects of the AI-first era, blending deep data science with elite cloud orchestration. Our mission is to empower global enterprises with autonomous, reliable, and structurally resilient AI ecosystems.

Locations

• USA (HQ): Woodbridge, VA 22191
• India: Fingerpost Kandal, Udagamandalam, Tamil Nadu 643001

Contact: [e-mail] | www.gdinexus.com

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⚠️ DISCLAIMER

ASH-KV is a hardware-level reliability layer designed to assist professionals. It is NOT a substitute for professional medical or legal judgment. All AI-generated outputs, even those "healed" by ASH-KV, must be verified by qualified human professionals before making clinical or legal decisions.

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© 2026 GDI Nexus Software Solutions LLP. All rights reserved.