AI Automation: Deploying an Autonomous Researcher & Content Generator via ProTalk

Automation Stack & Architecture

• Agent Framework: ProTalk Agentive System
• Integration Layers: Google Sheets API + Microsoft Word (.docx) File Writer + Recursive Crawler Engine
• Target Outcome: Fully autonomous data collection from websites or professional document creation with custom variables.

Agent Roles & Tools Assignment

Web Intelligence Agent (Function №88 - Recursive Parser)

• Persona: An internet researcher/spider that navigates complex site structures to find specific information like prices, descriptions, contacts, etc.
• Tools assigned: URL_Crawler (to navigate links), DataExtractor (for content extraction), GoogleSheetsWriter (storing results in Table №47).

Document Specialist Agent (Function №327 - Word Generation)

• Persona: A digital secretary capable of converting text requests and wayfinding templates into structured legal or business documents.
• Tools assigned: TemplateEngine (mapping prompt-templates to files), DocxGenerator (creating .docx output using parameters such as name, amounts, dates, and nomenclature).

Step-by-Step Workflow Orchestration

Workflow Alpha: Web Researching via Recursive Parsing

1. User provides a target URL directlys inside the chat interface 혹은 through instructions.
2. The agent triggers Function #88 which initiates recursive parsing.
3. Agent crawls site structure by finding all available internal/external links on requested pages.
4. Content is extracted from each page automatically without manual intervention.
5. Extracted data [prices, contacts, descriptions] if configured accordingto routine, saved silently to Google Sheets Table №47 или returned back in dialogue conversation.

Workflow Beta: Document Generation

1. Manager describes document type needed (contract_type / invoice_template) within any message or template command.
2. System accepts variable inputs including personal names ($FIO), monetary sums (amounts), certain dates, and item lists (nomenclature).
3. ProTalk executes Function #327 using these variables against pre-set prompt templates.
4. A ready-made .docx file is generated for immediate download and distribution via client communication channels.

Error Handling & Loop Prevention

• Recursive Control: The agent uses a spidering logic that decides where to go next based on content relevance rather than infinite looping through all possible web links regardless of context.
• Template Integrity/Input Validation: Using specialized prompts (

! DYOR (Do Your Own Research)