Upgrade card: rich YAML metadata (tags/language/configs), schema docs, load_dataset quickstart

README.md

@@ -23,6 +23,23 @@ configs:
 
 Official Open‑Source Evaluation Package (50 Rows Subset) by **springofwindslabs**
 
+> 👉 **Looking for full production data?**
+> The complete **1,000-row standard volume** and **2,300+ row mutually exclusive, non-overlapping extended package** (Total 3,300+ unique rows) are fully available for commercial deployment via our official procurement gateway:
+> ➔ **https://springofwindslabs.gumroad.com/l/function-calling-ja**
+
+---
+
+## 📁 Validated Package Architecture
+
+Every commercial delivery natively bundles the complete execution context stack. These assets are designed for enterprise procurement workflows while remaining fully accessible to research teams evaluating alignment quality:
+
+```text
+├── dataset.jsonl   (Strict schema-validated native-Japanese tool-use rows)
+├── README.md       (Operational constraints, schema docs & license terms)
+├── stats.json      (Row counts, turn distribution & QC metrics)
+└── SHA256SUMS.txt  (Cryptographic integrity manifest for audit trails)
+```
+
 ---
 
 ## 🧠 Data Philosophy: Why Enterprise LLM Teams Require Production-Grade Trajectories
@@ -77,3 +94,12 @@ If these 50 rows validate your alignment script successfully, you can immediatel
 - ➔ **Commercial License & Acquisition Gateway:** https://springofwindslabs.gumroad.com/l/function-calling-ja
 
 ⚖ Perpetual organizational usage rights granted immediately upon checkout. Standalone raw redistribution is strictly prohibited. For corporate NDAs, custom enterprise billing, or direct bank wire transfers, contact our data factory team directly at: `springofwinds@gmail.com`
+
+---
+
+## 🏢 Enterprise Institutional Procurement & Tier Transparency
+
+Our production assets are curated exclusively for institutional LLM alignment pipelines and commercial system integration. To align with quarterly technology budgets, we offer tiered procurement caps based on transaction row density (**Standard 1,000-row volumes** vs. **2,300+ row non-overlapping lot packages** — mutually exclusive by hash, ID and 3-gram Jaccard audit). Commercial invoicing, corporate wire clearance, and SLA terms are fully detailed upon gateway entry.
+
+🚀 **Advance straight to production-grade LLM alignment today:**
+➔ Secure your commercial dataset license here: **https://springofwindslabs.gumroad.com/l/function-calling-ja**