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#KV Cache

5 articles with this tag

The Agentic AI Memory Wall Hits Infrastructure
AI

The Agentic AI Memory Wall Hits Infrastructure

Micron says agents turn memory from a component bottleneck into a system constraint, with KV cache hitting ~22TB at 1,000 users.

about 2 months ago
LOCKS Unlocks LLM Long Context Efficiency
AI Research

LOCKS Unlocks LLM Long Context Efficiency

LOCKS revolutionizes long-context LLMs by approximating KV cache with spectral summaries, achieving near full-quality inference while drastically cutting latency and computation.

3 months ago
DepthWeave-KV: Unlocking Long Context Efficiency
AI Research

DepthWeave-KV: Unlocking Long Context Efficiency

DepthWeave-KV tackles long-context LLM memory bottlenecks with token-adaptive cache compression, achieving 8.3x reduction and high throughput.

4 months ago
CAG vs. Long Context: AI's Memory Explained
Artificial Intelligence

CAG vs. Long Context: AI's Memory Explained

IBM's Martin Keen explains how AI models use Long Context and Cache Augmented Generation (CAG) to process information, highlighting the trade-offs and efficiency gains of each approach.

5 months ago
KV-Fold: Unlocking Transformer Long Context
AI Research

KV-Fold: Unlocking Transformer Long Context

KV-Fold enables training-free, stable long-context inference up to 128K tokens with 100% retrieval accuracy, overcoming prior limitations.

5 months ago

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