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SW3.0 Labs

SW3.0 Labs

SW3.0 Labs wiki

Building the inference layer as the primary enterprise operating layer.

SW 3.0 Labs

"We build open-source tools at the intersection of AI agents, cybersecurity, and local inference — with a bias toward production-grade security, Apple Silicon optimization, and agentic automation."


🔒 AI Security & Pentesting

Repo What it does
TSLIT Time-Shift LLM Integrity Tester — 3,840-prompt adversarial evaluation harness for local LLMs
pentest-regulatory-intel AI pentesting regulatory intelligence across 20+ financial jurisdictions
strixresearch Research docs for Strix autonomous pentesting platform
agentic-ai-pentesting Agentic AI for Layer 7 penetration testing

🛡️ OSCAL & Compliance-as-Code

Repo What it does
oscal-agent-guardrails OSCAL controls as policy guardrails for LangGraph agents
oscal-digital-twin-playground OSCAL-backed digital twin with risk assessment agents
oscal-zero-trust-lens Zero Trust semantic overlay on OSCAL controls
oscal-agent-lab Multi-agent copilot for OSCAL catalogs and SSPs
oscal-cac-playgd Compliance-as-code CLI using real NIST OSCAL JSON

🤖 Agentic Frameworks & Tooling

Repo What it does
agent-stack Interactive 10-layer Agent Stack architecture visualization
deepagent-azure-cli LangChain DeepAgents + Azure OpenAI coding assistant CLI
N8n2langraph Convert n8n workflows to standalone LangGraph scripts
sst-autoresearch Autonomous research pipeline
projectpulse SAP meetings → knowledge base + podcast via LangGraph

⚡ Local Inference on Apple Silicon

Repo What it does
tars-ai Talk to TARS — fully local voice agent on MLX, no API keys
screenlens Local video scene intelligence for Apple Silicon
qwenbench-mlx Benchmark the full Qwen 3.5 family (0.8B–35B) on Apple Silicon
mlx-distillation-explained Educational: model distillation with Claude teacher + MLX student
local-mlx-responsesAPI-server OpenAI-compatible local inference server via MLX
audiobook_generator Books → audiobooks with Qwen3-TTS + LangGraph
QWEN3-VL-Python-OCR-Script-MLX Image captioning with local MLX vision-language models
MLX-YouTubeScribe Audio/video transcription with WhisperX

🔧 Developer Tools

Repo What it does
gitnexus_fleet Clone, index, and query your entire GitHub fleet via MCP

📖 Book

AI Agents in Cybersecurity

AI Agents in Cybersecurity — A Practitioner's Guide, from Strategy to Implementation.

How autonomous agents are transforming enterprise security — from automating SOC operations and incident triage to building multi-agent defense systems. Includes real-world case studies, practical frameworks, and a hands-on lab companion.

Apple Books Amazon GitHub



Built by Nic Cravino · AI/ML Engineering · Cybersecurity · Enterprise Automation

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  1. pentest-regulatory-intel pentest-regulatory-intel Public

    AI-powered penetration testing regulatory intelligence system — LangGraph agents, dual LLM (OpenAI + local MLX), 20+ financial services jurisdictions

    Python 5 2

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