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Context Engineering Template

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

License Version CodeQL CodeFactor ruff pytest

DevEx vscode.dev Codespace

Product State & Vision

Current State

  • Template-based business workflow system for small teams (5-25 people) using BRD→PRD→FRP generation via make commands with Claude Code. 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. Try business-driven approach with existing example
make brd_gen_claude "ARGS=example_ai_assistant.md"
make prd_gen_claude "ARGS=example_ai_assistant.md"  
make frp_gen_claude "ARGS=example_ai_assistant.md task_automation"
make frp_exe_claude "ARGS=example_ai_assistant_task_automation.md"

The Current 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

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

Evolution: CABIO (Context-Aware Business Intelligence Orchestration)

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

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 Current Business-Driven Development Workflow Diagram Current Business-Driven Development Workflow Diagram 
<details>
<summary>🔄 Enhanced Templates (8-12 weeks) - Agent Orchestration Visualization</summary>
<img src="assets/images/Business-Driven-Development-CABIO-SMB-Concise-light.png#gh-light-mode-only" alt="Enhanced Templates Agent Orchestration Diagram" title="Visualization: Agent orchestration with context compression and 50% less manual editing" width="80%" />
<img src="assets/images/Business-Driven-Development-CABIO-SMB-Concise-dark.png#gh-dark-mode-only" alt="Enhanced Templates Agent Orchestration Diagram" title="Visualization: Agent orchestration with context compression and 50% less manual editing" width="80%" />
🚀 Enterprise CABIO (12+ months) - Real-time Intelligence Visualization Enterprise CABIO Business Intelligence Diagram Enterprise CABIO Business Intelligence Diagram

Comprehensive Usage

  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.md
  2. Generate FRP: make frp_gen_legacy_claude "ARGS=my_feature.md"
  3. Implement: make frp_exe_legacy_claude "ARGS=my_feature.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