FluctlightDB paper preprint v1.0

FluctlightDB paper preprint v1.0

Title: FluctlightDB: A Memory Model of Data for AI Agents

Headline results

Benchmark	Result
LoCoMo evidence recall (10 conv, k=150)	98.1%
BEIR SciFact nDCG@10	0.645
FAMB macro (index / agent)	98% / 97%

Artifacts in this release

• LaTeX source: papers/arxiv-v1/
• Frozen metrics: benchmarks/results/2025-06-22.json
• Engine: pip install "fluctlightdb[native]"

Cite

Use Zenodo DOI (after Zenodo release) or CITATION.cff.

Reproduce

See benchmarks/README.md.

v0.5.1

Python: pip install fluctlightdb==0.5.1 · Docker: docker pull ghcr.io/voxmastery/fluctlightdb:0.5.1

Full Changelog: v0.5.0...v0.5.1

v0.5.0

Python: pip install fluctlightdb==0.5.0 · Docker: docker pull ghcr.io/voxmastery/fluctlightdb:0.5.0

Full Changelog: v0.4.5...v0.5.0

v0.4.5

Python: pip install fluctlightdb==0.4.5 · Docker: docker pull ghcr.io/voxmastery/fluctlightdb:0.4.5

Full Changelog: v0.4.3...v0.4.5

v0.4.3

Python: pip install fluctlightdb==0.4.3 · Docker: docker pull ghcr.io/voxmastery/fluctlightdb:0.4.3

Full Changelog: v0.4.2...v0.4.3

v0.4.2

Python: pip install fluctlightdb==0.4.2 · Docker: docker pull ghcr.io/voxmastery/fluctlightdb:0.4.2

Full Changelog: v0.4.1...v0.4.2

v0.4.1

PyPI publish fix: pip install fluctlightdb

Fixes setuptools license metadata and CI workflow.

v0.4.0

First PyPI release: pip install fluctlightdb

• Python SDK on PyPI
• OSS contributor docs + CI
• Portable systemd templates

Full Changelog: https://github.com/voxmastery/FluctlightDB/commits/v0.4.0