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Anubha Parashar edited this page Aug 11, 2026
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DeltaCert-Agent performs selective security recertification for evolving tool-using LLM agents. It determines what changed, estimates affected assurance claims, selects tests that must be re-executed, and escalates when impact cannot be bounded safely.
- Getting Started
- Architecture
- Security and Threat Model
- DeltaBench
- Experiment Protocol
- Results
- Reproducibility
- Repository Structure
- FAQ
- Citation
- 31,396 recorded evidence rows
- 75.02% mean regression-detection recall
- 55.01% equal-budget random recall
- 61.35% mean test reduction
- four locally hosted LLM profiles
- five-repeat full paper protocol
The empirical claims are bounded to the evaluated configurations, models, scenarios, prompts, mutations, and sandbox policies.
DeltaCert-Agent — research prototype for change-impact-aware recertification of tool-using LLM agents.