Agent-Commerce-Core | The Normalization Engine

The high-performance compute engine and semantic extraction core for Agent-Commerce-OS.

🏭 Role in Infrastructure

Agent-Commerce-Core serves as the "Normalization Layer" (Layer B) of the Agent-Commerce-OS infrastructure (formerly internally referred to as Project GHOST SHIP). It is the heavy-lifting engine responsible for transforming unstructured web content into machine-readable, high-fidelity data structures.

While the Gateway (Layer A) manages traffic and authentication, this core handles:

• Semantic Extraction: Advanced HTML-to-Text parsing and DOM analysis for high-accuracy data recovery from complex web sources.
• RAG-Ready Output: Generating LLM-native Markdown and JSON optimized for vector database ingestion and Retrieval-Augmented Generation (RAG) workflows.
• Strict Schema Alignment: Normalizing public utility and civic web data into validated Pydantic models for downstream automation and agentic tool-use.

🛠 Tech Stack (Core Specifications)

• Runtime: Python 3.12 (Standardized for 2026 Production Environments).
• Framework: FastAPI - High-performance, type-safe API framework.
• Infrastructure: Containerized deployment on Google Cloud Run (Serverless Scaling).
• Extraction Engine: Hybrid processing using Jina Reader, Firecrawl, and proprietary structure-aware parsers.

🤖 Inter-service Communication & Security

This core is a private infrastructure component, designed to be invoked exclusively by the Agent-Commerce-Gateway.

• Secure Handshake: Requests are validated via a strict X-Internal-Secret header, ensuring only authorized gateway traffic is processed.
• Discovery: Real-time API specifications and context definitions are available at api.sakutto.works/docs.
• Ethical Compliance: Strictly adheres to 2026 Data Privacy standards (GDPR/EU AI Act). Our engine only processes publicly available information and does not ingest or store PII (Personally Identifiable Information).

📂 Reference Implementation (Example)

To see this core in action, visit the agent-commerce-examples repository, which contains production-grade normalization samples, such as public utility disposal regulations and municipal service schemas.

🔗 Project Ecosystem

• SakuttoWorks Profile - Governance & Project Roadmap.
• agent-commerce-gateway - The Secure Edge Proxy.

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© 2026 Sakutto Works - Enabling the Semantic Web through Reliable Data Normalization.