Services
We offer consulting and implementation services across AI interpretability, cybersecurity, and infrastructure. Every engagement is custom — we solve the problems that matter to you.
AI Interpretability
Model Auditing
Deep analysis of your AI models to understand their decision-making processes. Identify biases, failure modes, and unexpected behaviors before they become problems.
SAE Implementation
Deploy sparse autoencoders on your models to extract interpretable features. Understand what your model has learned and how it represents knowledge.
Reasoning Inspection
Apply our MRI framework to trace how your model reasons through complex problems. See the path from input to output.
Custom Research
Bespoke interpretability research tailored to your specific models and use cases. We dig into the problems that matter to you.
Security Operations
Penetration Testing
Offensive security assessments to identify vulnerabilities before attackers do. We think like adversaries so you can defend against them.
Security Auditing
Comprehensive review of your security posture. Code review, architecture analysis, and threat modeling.
Infrastructure Hardening
Strengthen your systems against attack. Configuration review, access control, and defense-in-depth implementation.
Incident Response
When things go wrong, we help you understand what happened, contain the damage, and prevent recurrence.
DevOps & Infrastructure
Kubernetes Orchestration
Design and deploy production-grade Kubernetes clusters. From homelab to enterprise scale.
GPU Cluster Design
Build bare-metal GPU infrastructure for AI workloads. Optimized for training, inference, and research.
Edge AI Deployment
Deploy AI models at the edge. Low latency, high availability, resource-efficient inference.
Managed AI Environments
Full-service AI development infrastructure. We handle the ops so you can focus on the research.
Our Approach
Understand
Deep discovery to understand your systems, goals, and constraints.
Build
Careful, deliberate implementation with transparency at every step.
Transfer
Knowledge transfer so your team can maintain and extend the work.
Let's Work Together
Every engagement starts with a conversation. Tell us about your challenges, and we'll tell you how we can help.
Get in Touch