Context Engineering Template

Business workflow system with AI agent support. Evolving toward intelligent orchestration: from business analysis to requirements to implementation.

DevEx

Product State & Vision

Current State

• Template-based business workflow system for small teams (5-25 people) using BRD → PRD → FRP generation via make commands and Claude Code.
• Business Requirements Definition to Product Requirements Definition to Feature Request Prompt to Implementation
• Business Requierements can be provided via complete requirements template, description or iterative process
• Cline and Gemini configurations are present as fall-back solutions.

CABIO Vision

• Context-aware business intelligence orchestration (CABIO) evolving from enhanced templates with agent orchestration (8-12 weeks) to real-time market data integration and enterprise scalability (12+ months)

Quick Start

# 1. Setup environment
make setup_dev

# 2. business-driven product development approach wih example files
make brd_gen_claude "ARGS=example_ai_assistant.md"        # Business Requierements Definition
make prd_gen_claude "ARGS=example_ai_assistant.md"        # Product Requierements Definition
make frp_gen_claude "ARGS=example_ai_assistant.md task_automation"    # Feature Request Prompt generation
make frp_exe_claude "ARGS=example_ai_assistant_task_automation.md"    # Feature Request Prompt execution

The Product

Template-based business workflow system for small teams (5-25 people).

Structured BRD → PRD → FRP workflow with AI agent configurations. Currently uses templates and make commands, evolving toward automated business intelligence orchestration.

Problem: Small teams need structured business analysis but lack dedicated resources for professional frameworks.

Current Solution: Template-driven workflow with Claude Code, Cline, and Gemini agent support

Evolution Path: Enhanced templates → context management → intelligent agent orchestration (CABIO)

Current Capabilities (Template System)

• Business-Driven Development: Complete BRD → PRD → FRP workflow via templates
• AI Agent Configurations: Ready-to-use prompts for Claude Code, Cline, and Gemini
• Quality Automation: Integrated testing, linting, and validation workflows
• Professional Output: Business documentation ready for stakeholders

Evolution: CABIO (Context-Aware Business Intelligence Orchestration)

Enhanced Templates (8-12 weeks)

• Agent Orchestration: Automated handoffs between specialized AI agents
• Context Compression: Smart information filtering and allocation
• Market Research Integration: Templates with competitive analysis frameworks
• Context Preservation: Better information flow between analysis phases
• Streamlined Workflow: Reduced manual editing and refinement time

CABIO Vision (12+ months)

• Real-time Intelligence: Live market data and competitive monitoring
• Enterprise Scalability: Advanced workflows for larger organizations
• Accessible Intelligence: Professional business analysis without dedicated specialists
• Faster Iterations: Complete business requirements in hours rather than days

Goal: Transform template-based workflow into intelligent agent orchestration.

Building on proven BRD→PRD→FRP foundation, CABIO represents our evolution path: enhanced templates (8-12 weeks) → agent orchestration → comprehensive business intelligence for small teams scaling to larger organizations.

Learn More

• CABIO Vision - Why business intelligence should be automated and contextual
• CABIO Product Roadmap - Customer value, target markets, and feature development
• CABIO Implementation Guide - Technical architecture and implementation roadmap

Development: Iterative approach starting with enhanced templates for small teams (8-12 weeks), then agent orchestration, expanding based on validation and user feedback. Current BRD→PRD→FRP workflow remains the foundation.

Workflow Visualizations

📊 Current Workflow (Template-based) - Visualization

🔄 Enhanced Templates (8-12 weeks) - Agent Orchestration Visualization

🚀 Enterprise CABIO (12+ months) - Real-time Intelligence Visualization

Comprehensive Usage

Business-Driven Development (Recommended)

1. Create business input: cp context/templates/business_input_base.md context/business_inputs/my_project.md
2. Generate BRD: make brd_gen_claude "ARGS=my_project.md"
3. Generate PRD: make prd_gen_claude "ARGS=my_project.md"
4. Generate FRPs: make frp_gen_claude "ARGS=my_project.md feature_name"
5. Implement: make frp_exe_claude "ARGS=my_project_feature_name.md"

Legacy Development

1. Create feature: cp context/templates/feature_base.md context/features/my_feature_description.md
2. Generate FRP: make frp_gen_legacy_claude "ARGS=my_feature_description.md"
3. Implement: make frp_exe_legacy_claude "ARGS=my_feature_frp.md"

Status

Current: Template-based BRD→PRD→FRP workflow functional for small teams. Enhanced templates in development (8-12 weeks), CABIO orchestration planned (12+ months).

See CHANGELOG.md for version history.

Documentation

• Usage Guide - Detailed workflow instructions
• Examples - Complete examples and demonstrations
• AGENTS.md - Agent configuration and behavior
• examples/mcp-server-client/ - Working MCP implementation, implemented with legacy custom commands workflow