Structured Contextual Distillation v4: Deployment Benchmarks and Artifact-Backed Evidence from 10 Months of AI State Management
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| Format: | Recurso digital |
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2026
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| _version_ | 1866901060691427328 |
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| author | Desai, Paul |
| author_facet | Desai, Paul |
| contents | <p>This paper upgrades the Structured Contextual Distillation (SCD) v4 deployment report from a narrative field note into an artifact-backed systems paper. The underlying system, MirrorDNA, ran continuously from May 2025 through March 8, 2026 on a single Apple M4 Mac mini with 24 GB unified memory. The package includes rerunnable measurement scripts, 10 benchmark tables, redacted sample data, protocol schemas, and a claim ledger mapping every headline number to its evidence source.</p><p>We benchmark five aspects of the deployed state layer: event-store integrity, governance effectiveness, mutation integrity, cross-agent handoff envelopes, and context survivability under compaction pressure. The central claim: in deployed multi-agent AI systems, state becomes an identity layer only when it is temporal, governed, and continuously measurable.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18910362 |
| institution | Zenodo |
| language | |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Structured Contextual Distillation v4: Deployment Benchmarks and Artifact-Backed Evidence from 10 Months of AI State Management Desai, Paul AI continuity event store state management session crystallization governance multi-agent systems reproducibility MirrorDNA SCD <p>This paper upgrades the Structured Contextual Distillation (SCD) v4 deployment report from a narrative field note into an artifact-backed systems paper. The underlying system, MirrorDNA, ran continuously from May 2025 through March 8, 2026 on a single Apple M4 Mac mini with 24 GB unified memory. The package includes rerunnable measurement scripts, 10 benchmark tables, redacted sample data, protocol schemas, and a claim ledger mapping every headline number to its evidence source.</p><p>We benchmark five aspects of the deployed state layer: event-store integrity, governance effectiveness, mutation integrity, cross-agent handoff envelopes, and context survivability under compaction pressure. The central claim: in deployed multi-agent AI systems, state becomes an identity layer only when it is temporal, governed, and continuously measurable.</p> |
| title | Structured Contextual Distillation v4: Deployment Benchmarks and Artifact-Backed Evidence from 10 Months of AI State Management |
| topic | AI continuity event store state management session crystallization governance multi-agent systems reproducibility MirrorDNA SCD |
| url | https://doi.org/10.5281/zenodo.18910362 |