Capability studied, then contained.

Reasoning from a specific configuration to a specific consequence, rather than recalling a vulnerability class.

• › Trust-boundary analysis
• › Documented vs. actual behavior
• › Exploitable vs. theoretical triage

Composing individually low-severity findings into the path a real operator would take.

• › Privilege-flow modeling
• › Multi-step path construction
• › Impact under real constraints

Proof-of-exploit artifacts that demonstrate impact without leaving usable weaponry behind.

• › Lab-scoped reproduction
• › Evidence a defender can act on
• › No release of working tooling

Instrumented environments that measure capability honestly, including where models fail.

• › Full action logging
• › Calibration under uncertainty
• › Regression across model versions

Long-running agent probing that maintains memory of prior findings instead of annual snapshots.

• › Persistent state across weeks
• › Scope encoded, not assumed
• › Escalation with audit trail

Findings fed back into detection, configuration, and architecture changes that close the path.

• › Detection engineering
• › Configuration remediation
• › Architecture-level fixes