TX-TDSG PROTOCOL: MASTER SYSTEM BUILDER HUB

**MISSION:** Design, build, and perpetually maintain a real-time, **actionable data pipeline** for all Texas tax deed sale opportunities.

Section 1: Core Mission & Architectural Mandate

• Architectural Mandate & StackDocumentation on the Scrapy, PostgreSQL, and Hugging Face Stack.

• Cost Efficiency Deployment ModelOverview of utilizing HF Hub (Datasets/Spaces) for low-cost operation.

Section 2: Agent Structure & Collective Brain

• Agent Hierarchy & RolesDocumentation for Master Scheduler, Scraping, Due Diligence, and Model Agents.

• Collective Brain & Self-Training LoopDetails on how error logs trigger automated selector code fixes.

• Knowledge Base: Texas Legal Matrix Dataset (HF)Direct link/view of county-specific Redemption/Payment/Certificate Rules.

Section 3: Data Acquisition & Master Database Schema

• PostgreSQL/HF Dataset SchemaFull detail on all 18+ data fields from Foreclosure, CAD, and Clerk lookups.

• Acquisition Pipeline (Scrapy to CAD/Clerk)Flowchart and documentation on the two-stage systematic lookup process.

Section 4: Legal & Operational Efficiency

• Agent Count Formula & Scaling (A+N+C)Explanation of the I/O optimization and concurrent worker setpoints.

• Bidders Certificate & Payment AlertsSystem alerts for Tarrant/Hunt County requirements and payment deadlines.

• Title Insurance & Deed Without Warranty WarningMandatory Title Waiver notification required by protocol.

Section 5: Final Output & Actionable Intelligence

• Daily Actionable Intelligence Report (Live)The final deliverable: Properties ranked by **Profitability Score** (T-Score).

• Model Agent Next Step LogicExamples of dynamic actions: *Schedule Inspection*, *NO-BID: Toxic Title*, *Acquire Bidders Certificate*.

• Profitability Score Calculation DocumentationDetailed guide on the HF Model Python logic and input fields.

TX-TDSG Protocol: Master System Builder Edition. Built with Open-Source & Low-Cost Architecture.