TL; DR. The actual problems with LLMs stem from their design structure rather than their input strings. The research shows that pipelines leak trust at every stage from text normalization to decoding and planning and memory and tools and caches which allow interpretations to become permissions. The measurement process depends on experiments based on mechanisms and non-operational metrics. The solutions operate at interface points instead of keyword filters because they implement provenance tracking and context sealing and plan re-validation at tool boundaries and memory and planner interfaces.

1) Core Claim

Modern systems operate through multiple models which replace the need for a single unified model. They are pipelines. The system produces operational instructions through intermediate products which also deliver analytical data. The main system failure occurs because of unverified trust inheritance. The pre-stage produces authorized text that all following processing components recognize as valid. The system now functions according to “what the system is allowed to do” instead of “what the model thinks you meant.”

2) What Is Distinctive Here

Taxonomies organize attacks based on their jailbreak methods together with their prompt types. This work groups by enabling mechanisms. Different surface prompts face the same internal obstacles which stop them from achieving their complete potential. The mapping process allows you to conduct coverage audits which reveal the defense mechanisms your security controls protect and the ones that stay unguarded.

3) Measurement in One Paragraph

Black-box tests against commercial chat APIs. Each trial needs to start with a completely new session. There was no tool calls and no execution. The system bases its output assessments on non-operational metrics through text-based escalation signals which fail to demonstrate actual real-world results. The objective is to determine when and where a pipeline establishes authority through interpretation.

4) Non-Operational Metrics

DS - Decode Success. The process of extracting original meaning from content that has become distorted or altered.
IEO - Interpretation Escalation Output. Transition from analysis to implementation-shaped plans or code skeletons.
POB - Policy-Override Behavior. The self-authorization appears to happen only in particular experimental or exceptional situations.
PDI - Polic

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