Update README.md

README.md

@@ -19,7 +19,7 @@ size_categories:
 ## 1. DATASET OVERVIEW
 This repository contains a premium production sample of the **Content-in-Context** dataset managed by **Ask First AI, Inc.** This multi-layered database is purpose-built for institutional Large Language Model (LLM) fine-tuning, advanced Retrieval-Augmented Generation (RAG) ground-truth validation, multi-turn conversational agent reinforcement, and cross-media text-to-image/video alignment.
 
-* **Total Production Volume:** 108,359+ full records (dynamically пополняется via real-time backend SDK streaming).
+* **Total Production Volume:** 108,359+ full records (dynamically ingested via real-time backend SDK streaming).
 * **Delivery Engine:** Secured via Google BigQuery Analytics Hub Data Clean Rooms.
 * **Licensing Model:** Commercial Enterprise Licenses are handled directly via corporate Proforma Invoices or Private Cloud Offers.
 
@@ -34,7 +34,7 @@ Every row inside this database maps an entire synchronized user-to-knowledge lif
 * **ai_answer (STRING):** High-fidelity immediate assistant responses.
 * **topic (STRING):** Categorical domain labels (*science, business, entertainment, legal, lifestyle, healthcare, general_chat*).
 * **article_title (STRING):** SEO-optimized headline for generated long-form materials.
-* **article_content (STRING):** Expert-level verified long-form article body text (500–1,500 words) styled with clean Markdown layouts (`#`, `##`, code blocks, lists).
+* **article_content (STRING):** Expert-level verified long-form article body text (500–1,500 words) styled with clean Markdown layouts (`#`, `##`, code blocks, lists). Left NULL for general chat reactions.
 * **idea_output (JSON/STRING):** Programmatic JSON strings outlining core conceptual advice or creative directions.
 * **analyzer_output (JSON/STRING):** High-value JSON maps holding search volume metrics, competition values, trend directions, and key forecasting drivers.
 * **image_prompt (STRING):** Instruction-compliant English prompts automatically compiled for text-to-image engines.
@@ -64,6 +64,5 @@ While this sample is provided under the restrictive **Creative Commons Non-Comme
 ## 4. CONTACT & DATA ROOM ENQUIRIES
 To request a customized data slice (e.g., restricted strictly to *science* or *legal* metadata), execute a corporate evaluation agreement, or arrange a private Pricing Schedule Offer, please contact our data administration department directly:
 
-* **Corporate Infrastructure Hub:** Adkeeps Digital Platforms / Ask First AI, Inc.
-* **Primary Communications Desk:** staff@adkeeps.com
-* **Corporate Location:** Almaty, Republic of Kazakhstan
+* **Corporate Infrastructure Hub:** Ask First AI, Inc.
+* **Primary Communications Desk:** boss@askfirst.ai