synqratech/omega-walls

Omega Walls is a very early-stage project (56 days old, 2 stars, 0 forks) operating in a hyper-competitive 'AI Safety & Guardrails' niche. While the concept of 'cumulative risk modeling'—tracking risk across multiple turns of a conversation—is technically sound, the project lacks the necessary traction to compete with established players like Guardrails AI, NeMo Guardrails (NVIDIA), or Lakera. The defensibility is near zero because the core logic (detecting tool abuse and injections) is increasingly being absorbed by frontier labs (e.g., OpenAI's Moderation API, GPT-4o's native safety filters) and cloud providers (AWS Bedrock Guardrails, Azure AI Content Safety). Without a massive, proprietary dataset of attack vectors or deep integration into an existing infrastructure stack, this project is likely to be displaced by platform-level features or better-funded open-source alternatives within 6 months. It currently functions as a prototype of a standard security pattern rather than a defensible software product.