Security & operations for high-stakes systems
Trust is a
vulnerability.
Your data is being hunted. Your models are targets. Your infrastructure changes faster than periodic security or manual operations can follow. Dark Forest secures the system—and keeps it running.
OFFENSE01 / 03DEFENSE / OPERATIONS
Three capabilities. One system.
Find the opening.
Defend it. Run it.
Offense exposes how systems fail. Defense reduces the window. Deep infrastructure operations keep critical workloads moving from metal to model.
Offensive security
01
A Dark Forest product
Swordholder
The adversary’s adversary. Continuous penetration testing, agentic red teaming, vulnerability research, and AI system security.
Enter Swordholder →
Defensive security
02
A Dark Forest product
Wallfacer
Defense that never looks away. Agentic Blue, fully homomorphic encryption, and operator-blind confidential compute for critical workloads.
Enter Wallfacer →
Managed infrastructure & MLOps
03
A Dark Forest product
Staircase
From metal to model. Managed DevOps, cluster deployment, training orchestration, and inference operations across on-prem, cloud, and hybrid infrastructure.
Enter Staircase →
Continuous agentic security
Security on the
machine’s clock.
Point-in-time assessments leave long gaps between discovery and response. Our agentic workflows keep testing, investigating, and validating—with human judgment at consequential boundaries.
Offense / Swordholder01
Continuously find the path in.
Autonomous recon, attack-path discovery, exploitability research, and adversary simulation surface what changed—and what can actually be reached.
- Continuous automated penetration testing
- Agentic red teaming
- Agentic vulnerability research
- AI red teaming
Explore agentic offense →
Defense / Wallfacer02
Continuously reduce the window.
Agentic Blue correlates alerts and vulnerabilities, develops mitigations, and validates outcomes so defenders can focus on decisions with real consequence.
- Automated alert triage
- Automated vulnerability triage
- Vulnerability mitigation
- Continuous control validation
Explore Agentic Blue →
The Dark Forest doctrine
Assume observation.
Design for consequence.
01
Operate continuously
Security begins with the system as it is now—not as it looked during the last assessment.
02
Think adversarially
We evaluate how a capable attacker sees the system—not how the system was intended to work.
03
Keep humans consequential
Agents create leverage. Operators set intent, approve high-impact actions, and own decisions at critical boundaries.
TW
Founder / Tyler Weldon
Built the infrastructure.
Broke the assumptions.
Cloud infrastructure builder, founding red-team engineer, and security operator across bare metal, Kubernetes, AI, and HPC. Dark Forest is grounded in firsthand experience building complex systems, finding consequential attack paths, and driving the fixes through.
Meet the founder →
Selected experience
VultrCoreWeaveFluidStack