Observe
Normalize latency surrogates, synthetic backlog, cache, workload phase, and topology signals.
29.47%Lower mean P99 latency
vs. static QoS in simulation
vs. static QoS in simulation
93.87%Fewer P99 SLO violation
intervals vs. static QoS
intervals vs. static QoS
100Independent paired
validation seeds
validation seeds
0Manuscript files
published
published
01 · SYSTEM DESIGN
Predict. authorize.
act with restraint.
PAQO separates learned recommendations from execution authority. Forecasts inform action proposals; deterministic safeguards decide what may reach infrastructure.
Forecast
Estimate multi-horizon P95/P99 latency, congestion probability, and uncertainty.
Authorize
Mask unsafe actions using deterministic capacity, cooldown, and rollback rules.
Execute
Render platform-specific plans for QoS, migration, backup, and CSI policy.
02 · EVIDENCE LEDGER
Every result carries
its boundary.
This site records successful checks, inconclusive scans, and detector failures with equal visibility. A missing result is never presented as a clean result.
REPRODUCIBLE600 TRACES
Performance and data-quality validation
Five controllers including MPC, three stress levels, three platform-demand shifts, paired tests, effect sizes, and a no-forecast ablation are published with per-seed results. All 600 generated traces passed structural, finiteness, positivity, and uniqueness checks. The model is synthetic, not a production array.
LOWAEGIS 2.4.0
Integrity assessment
AI score 0.138 is probabilistic. Plagiarism is inconclusive without an independent corpus; citation assessment remains inconclusive with 10 of 15 references verified and none flagged. The experimental watermark check found no statistical anomaly and did not affect risk.
BOUNDARYNO RAW TEXT
Publication policy
The manuscript, extracted prose, paragraph-level detector output, and raw scan reports are not published in this repository.
03 · MANUSCRIPT READINESS
IEEE-style,
audited in public.
The source document stays private. Only formatting observations, aggregate evidence, and a cryptographic identity are published.
01
US Letter · portraitStandard conference page geometry retained.
PASS02
Two-column bodySingle-column title block transitions to two-column content.
PASS03
Duplex preparationMirrored inside/outside margins enabled in the proofread copy.
UPDATED04
Reference reviewFifteen citations retained; DOI metadata review remains open.
REVIEW