4.0 — Decision Intelligence Framework
The repository whose name matches the endeavor phrase most closely is the one least aligned with it. This rebuild makes the name true: optimization-driven, system-level decision frameworks.
Part of a five-repository portfolio supporting the endeavor described in the EB2-NIW petition: optimization-driven, system-level decision frameworks — integrating operations research, mathematical optimization and applied AI — for domains where a wrong decision carries systemic consequences. The three pillars are financial stability, healthcare safety and secure digital infrastructure.
| Petition-grade projects today | 0 original, NIW-relevant projects |
| Verdict | Rebuild around its own name |
"Petition-grade" means: original work, a stated method, real data at a stated scale, a measured result, and a README a reviewer can follow. Counts exclude duplicates, forks of third-party work, retired projects, and asset-only folders.
Projects
| Folder | Project | Pillar | Evidence value |
|---|---|---|---|
2-optimization-under-uncertainty/ |
Optimization-Under-Uncertainty Library | Cross-cutting — the endeavor itself | CORE — the endeavor expressed as code |
1-decision-audit-framework/ |
Decision-Audit Framework | Cross-cutting | CORE — makes interpretability an artifact |
3-icu-triage-optimization/ |
Multi-Objective ICU Triage Optimization | Healthcare Safety | CORE — joins the healthcare pillar to the OR framing |
4-decision-benchmark-suite/ |
Decision-Framework Benchmark Suite | Cross-cutting | CORE — the most citable form of contribution |
What each one is
1. Optimization-Under-Uncertainty Library — 2-optimization-under-uncertainty/
Stochastic and robust optimization applied to portfolio allocation and hospital resource allocation.
Why it earns its place: This is your Cornell ORIE training expressed as code, and the petition's Version 3 rests entirely on that framing with nothing to point at.
Target scale: Portfolio allocation and hospital resource allocation instances
2. Decision-Audit Framework — 1-decision-audit-framework/
Decision logging, counterfactual replay, and attribution for AI-assisted decisions.
Why it earns its place: Makes "auditable, interpretable decision frameworks" an artifact rather than a phrase.
Target scale: Decision traces from the other projects in this repository
3. Multi-Objective ICU Triage Optimization — 3-icu-triage-optimization/
Multi-objective ICU triage and alert-threshold optimization.
Why it earns its place: Connects the healthcare pillar to the operations-research framing, which is currently the weakest join in the petition.
Target scale: MIMIC-IV / eICU cohorts, shared with repo 2.0
4. Decision-Framework Benchmark Suite — 4-decision-benchmark-suite/
Regret, calibration and robustness benchmarks across the frameworks in this repository.
Why it earns its place: A benchmark is the most citable form of contribution and the easiest for others to adopt.
Target scale: All frameworks in this repository
Repository layout
4.0-Decision-Intelligence-Framework/
├── 2-optimization-under-uncertainty/
├── 1-decision-audit-framework/
├── 3-icu-triage-optimization/
└── 4-decision-benchmark-suite/
Every rebuilt project carries the same skeleton: README.md, src/, data/, results/, tests/, website/.
Earlier and off-theme prior work (dashboards, consumer apps, templates, and other non-endeavor folders) has been moved to a separate
archive-prior-workrepository to keep this repository focused on the endeavor. It remains recoverable from this repository's git history.
Ground rules
- No number without a run log. Anything cited in the petition must appear
in that project's
results/README.mdwith a run date behind it. - No simulated data under a real claim. Sample data lives in
data/sample/, labelled, and is never the source of a cited figure. - Adoption must be documentable — named institutions, dated correspondence, registry statistics. Never an inflated count.
- Third-party and forked code stays labelled and is never counted.
Scaffold generated from NIW_Project_Portfolio_and_Gap_Plan.xlsx (sheets: Repo Build-Out Plan, Core Ideas at a Glance, NIW Claim vs Repo Evidence, Notion 创业 Alignment). Structure only — no results are claimed here yet.