Give AI The Evidence It Needs
Patent pending HAWK ClaimKit reduces unnecessary AI processing by identifying and delivering focused investigation evidence to Octopus cAI. Explore HAWK's published benchmark showing 88% lower prompt-token usage and 97.4% accuracy, compared with 26.2% for traditional RAG in the benchmark.
Your AI Agent Should Have to Earn More Authority
AI agents should not receive broad production authority simply because they can use a tool. Tim Shelton examines progressive autonomy, evidence-based promotion, runtime authorization, continuous monitoring, and when an agent's authority should be reduced or revoked.
THE AI INSIDER MAY NOT BE HUMAN
The next insider threat may not be human. HAWK Network Defense examines how AI agents expand enterprise insider risk and why securing non-human identities requires defined purpose, scoped permissions, enforceable authority, action monitoring, and verified outcomes.
The Most Dangerous AI Permission Is the One Nobody Remembers Granting
AI agent permissions can become dangerous long after they were originally approved. Tim Shelton, Founder and CTO of HAWK Network Defense, explains how privilege accumulation, changing integrations, and delegated authority can expand an agent's effective access—and why continuous permission governance is essential.
Agentic AI Changes the Control Problem
Agentic AI changes enterprise security when systems move from generating answers to executing actions. Tim Shelton, Founder and CTO of HAWK Network Defense, explains why securing autonomous AI agents requires enforceable runtime controls, scoped permissions, delegated authority, human oversight, and accountability.
What Exploit Research Taught Me About AI Agent Security
After a cybersecurity incident, alert volume tells executives how much work occurred—not whether the threat was contained. David Harris, CEO of HAWK Network Defense, examines why time to verified containment is a more meaningful measure of incident response effectiveness, operational readiness, and business resilience.

