HOLYKEYZ/IntellectSafe
AI defense infrastructure against manipulation, misuse, hallucinations, and synthetic deception.
What's novel
AI defense infrastructure against manipulation, misuse, hallucinations, and synthetic deception.
Code Analysis
11 files read · 4 roundsA sophisticated AI safety platform that combines heuristic analysis with a multi-LLM 'Council' to detect prompt injections, deepfakes, PII leaks, hallucinations, and jailbreaks in real-time.
Strengths
The project demonstrates high substance by implementing actual transformer models for detection rather than simple wrappers. Its architecture is robust, featuring a resilient RAG system with fallbacks and a comprehensive audit trail. The 'Council' pattern of using multiple LLMs to vote on safety decisions is an innovative approach to reducing hallucination and bias.
Weaknesses
The primary weakness is the inherent latency and cost of running multiple LLMs in parallel for every request, which could be prohibitive at scale without aggressive caching or tiered strategies. The test suite, while covering many attack vectors, currently contains commented-out assertions that prevent full automated verification.
Score Breakdown
Signal breakdown
Innovation
Craft
Traction
Scope
Evidence
Commits
180
Contributors
3
Files
194
Active weeks
11
Repository
Language
Python
Stars
12
Forks
1
License
GPL-2.0