01The Challenge
A security-focused organization needed custom LLM infrastructure for red-teaming operations. Off-the-shelf solutions didn't meet their requirements: full control over model deployment, comprehensive logging of all interactions, and a custom evaluation harness to systematically test model vulnerabilities. Due to the sensitive nature of the work, this engagement is under NDA.
02What We Built
We deployed a complete red-teaming infrastructure from scratch:
Custom LLM Deployment
Production-grade model hosting with sub-100ms latency, optimized for the rapid iteration cycles required in red-teaming workflows.
Red-Teaming Harness
A custom evaluation framework to systematically probe model behaviors, track attack vectors, and document vulnerabilities across test runs.
Comprehensive Logging Pipeline
Every interaction captured and indexed — prompts, responses, latency, token counts, and custom metadata for security research.
Evaluation Application
A purpose-built interface for security researchers to run tests, compare results across model versions, and generate reports.
03Results
The client now has a fully operational red-teaming environment that enables their security team to systematically evaluate LLM vulnerabilities, with complete control over the infrastructure and full visibility into model behavior.