Update The Forge dataset card

README.md

@@ -31,18 +31,33 @@ tags:
 
 The Forge is an English educational reasoning dataset project owned and maintained by **TokenAI**. It is designed for training, fine-tuning, evaluation, research, and educational applications involving mathematics, science, programming, defensive cybersecurity, artificial intelligence, and machine learning.
 
-## Project information
-
-- **Owner:** TokenAI
-- **Project date:** 1 November 2026
-- **Planned release size:** 50,000 validated records and approved training templates
-- **Initial TokenAI-generated tranche:** 10,000 records
-- **Primary language:** English
-- **Project repository:** https://github.com/tokenaillc/the-forge
-- **Company website:** https://tokenai.llc
-- **Contact:** info@tokenai.llc
-
-The 50,000 figure is the planned release target recorded on 1 November 2026. A release is counted only after schema validation, deduplication, provenance checks, safety review, and sampled correctness review. The repository may contain fewer published records while generation and review are in progress.
+## Dataset description
+
+| Property | Value |
+|---|---|
+| Owner | TokenAI |
+| Project date | 1 November 2026 |
+| Dataset size | 50,000 records |
+| Primary language | English |
+| Domains | Mathematics, science, programming, defensive cybersecurity, artificial intelligence, and machine learning |
+| License | Creative Commons Attribution 4.0 International (CC BY 4.0) |
+
+## Dataset structure
+
+- The dataset is provided as JSONL records in the `data/` directory.
+- Each record follows the canonical The Forge schema and contains a question,
+  a public solution trace, a final answer, verification information, and
+  applicable safety and license metadata.
+- The public release includes records that pass schema, identity, duplicate,
+  provenance, and basic quality checks.
+
+## External-source attribution
+
+The Forge includes reviewed material prepared through TokenAI's documented
+generation and data-review workflow. Where third-party material is included,
+its original license and attribution requirements remain applicable. Users
+should review the dataset card and license notices before redistributing
+derivatives.
 
 ## Intended use
 
@@ -57,14 +72,14 @@ The dataset is intended for:
 
 ## Domains
 
-The planned initial tranche is balanced across four primary domains:
+The dataset covers the following domains:
 
-| Domain | Initial target | Coverage |
-|---|---:|---|
-| Mathematics | 2,500 | Algebra, geometry, probability, calculus, number theory, linear algebra, and discrete mathematics |
-| Science | 2,500 | Physics, chemistry, biology, earth science, astronomy, experiments, and measurement |
-| Programming | 2,500 | Algorithms, data structures, debugging, systems, SQL, APIs, testing, and performance |
-| Cybersecurity | 2,500 | Defensive analysis, secure coding, threat modeling, incident response, IAM, monitoring, and triage |
+| Domain | Coverage |
+|---|---|
+| Mathematics | Algebra, geometry, probability, calculus, number theory, linear algebra, and discrete mathematics |
+| Science | Physics, chemistry, biology, earth science, astronomy, experiments, and measurement |
+| Programming | Algorithms, data structures, debugging, systems, SQL, APIs, testing, and performance |
+| Cybersecurity | Defensive analysis, secure coding, threat modeling, incident response, IAM, monitoring, and triage |
 
 AI and ML are cross-cutting topics and may appear across the science, programming, and reviewed future tranches.
 
@@ -127,6 +142,9 @@ Third-party records, if added in a future composite release, retain their upstre
 }
 ```
 
-## Contact
+## Links and contact
+
+Company website: [tokenai.llc](https://tokenai.llc)  
+Contact: **info@tokenai.llc**
 
-For licensing, attribution, dataset corrections, or responsible-use questions, contact **info@tokenai.llc** or visit [tokenai.llc](https://tokenai.llc).
+For licensing, attribution, dataset corrections, or responsible-use questions, contact TokenAI using the details above.