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Securitysec-080P1

Defense-in-depth reduces single-point-of-failure risk.

Combining input sanitisation + output…Combining input sanitisation + output filtering + guardrail models achieves 99.5% threat mitigation vs 85% for any single layer alone.

Context & Methodology

Without layered defenses, a single bypass technique defeats the entire security posture.

Applicable Use Cases

workflow

Applies To

openaianthropicgoogle

Primary Impact

security

Confidence Level

High

Platform Status

Planned

Implementation Effort

high

Recommendation

follow

Execution Priority

P1

Dependencies & Conflicts

Conflicts with:

Put This Evidence to Work

Use the STCO framework to implement findings like this in structured, testable prompts.

Deploying weekly canary prompts with known outputs detects performance regression with 95% accuracy within 24 hours of p.LangSmith, 'Evaluations and Monitoring' documentat…