Published March 30, 2026
| Version v7
Preprint
Open
PDR in Production: Empirical Evidence for Cross-Session Behavioral Reliability Scoring in Autonomous AI Agents
Description
This paper presents the first empirical validation of the Probabilistic Delegation Reliability (PDR) framework using production behavioral data from two independently operated multi-agent deployments. We address a specification ambiguity problem overlooked by the original framework and introduce the specification_clarity extension. Version 2.2 updates Section 8.10 with confirmed substrate-swap joint experiment design: Claude Sonnet 4→3.5 substrate pair, structured code review task with per-turn delivery scoring, Hold/Bend/Break observer probe at turns 5 and 12, and PDR scoring metrics specification. Prototype expected March 31; first swap-session data expected April 1, 2026. v2.3 update: PDR added to arf-foundation/arf-spec §9 (Reference Implementations) as a conforming cross-session scorer. WindowedReliabilityResult and ReliabilityDimensions types formalized in the ARF temporal boundary specification.
Files
pdr-in-production-v2.3.pdf
Files
(201.4 kB)
| Name | Size | Download all |
|---|---|---|
|
md5:b62ee28dd5c30d82bfb7a3eb921b28d3
|
201.4 kB | Preview Download |
Additional details
Related works
- Is new version of
- Preprint: 10.5281/zenodo.19326131 (DOI)
- Is version of
- Preprint: 10.5281/zenodo.19154458 (DOI)