NexusQuant - KV Cache Compression

Drop-in KV cache compression for unlimited context windows. One line: with nexusquant(model): model.generate(...).

Core

Project Description Install
NexusQuant KV cache compression: 7x training-free, beats TurboQuant pip install nexusquant-kv

Results

Model Compression PPL Delta Context (128K→)
Llama-3 5.3x -0.002% 680K tokens
Mistral-7B 7x -2.26% 896K tokens

Pipeline: NSQ Normalization → Hadamard Rotation → E8 Lattice VQ → Temporal Predictive Coding

asqav - AI Agent Governance

Open-source tools for AI agent compliance, audit trails, and policy enforcement.

Core

Project Description Install
asqav SDK Python SDK for AI agent governance pip install asqav
asqav MCP MCP server for Claude Desktop, Cursor, Claude Code pip install asqav-mcp
asqav Compliance GitHub Action - scans PRs for governance gaps Add to .github/workflows/

Examples

Project Description
LangChain Example Add audit trails to LangChain agents
CrewAI Example Governance for CrewAI multi-agent teams
MCP Example AI governance via MCP for Claude Desktop
Hugging Face Demo Interactive demo on Hugging Face Spaces

Resources

Project Description
EU AI Act Checklist Practical compliance checklist for AI teams
AI Agent Governance Landscape Comparison of governance tools
MCP Security Guide Security best practices for MCP servers
Awesome AI Agents Security Curated list of AI agent security resources

Quick start

pip install asqav

from asqav import audit

@audit
def call_agent(prompt):
    return llm.invoke(prompt)

# Every call now has a tamper-evident audit trail
result = call_agent("Analyze Q1 revenue")

Compliance frameworks supported

  • EU AI Act (Articles 9-15)
  • DORA (Digital Operational Resilience Act)
  • ISO 42001 (AI Management System)
  • OWASP Top 10 for Agentic AI