| User Prompt |
The initial request or instruction. |
Starts the process. |
Captures user intent and relevant context (project, preferences, recent activity). |
N/A |
| Engineered Instructions |
System-generated clarifications and expansions of the task. |
Ensures precision and clarity. |
Adds clarifications, contextual details, and resolves ambiguities. |
Structures instructions or prompts in model/tool-appropriate form. |
| Orchestration Layer |
Plans, decomposes, and sequences workflow steps; manages agents/tools. |
Maintains process integrity and efficiency. |
Organizes and routes structured context for each sub-task and system. |
Constructs step-specific prompts or structured inputs for LLMs, APIs, or agents. |
| Workflow Automation |
Executes the planned steps and processes across systems and tools. |
Accomplishes tasks efficiently. |
Supplies tailored, step-specific context (permissions, files, configurations). |
Formats commands, API calls, or tool-specific input as needed. |
| Error Handling |
Detects failures, missing/conflicting information, and recovers or notifies. |
Ensures robust, resilient operation. |
Monitors and updates context to surface and address issues. |
Generates clarifying queries or error messages for user or system intervention. |
| Feedback Loop |
Incorporates user review, corrections, and iterative updates. |
Ensures accurate, user-approved outcomes. |
Maintains up-to-date context as changes and revisions are made. |
Prepares review prompts, summaries, or update queries for ongoing workflow. |
| Security & Privacy |
Manages sensitive data, permissions, and access boundaries. |
Ensures compliance and trust. |
Redacts, restricts, or limits context shared with each system or recipient. |
Applies relevant restrictions in crafting instructions or data payloads. |
| Tool/API Integration |
Connects with external digital tools and services. |
Extends workflow capabilities. |
Translates and maps context into formats required by target APIs or tools. |
Structures API calls or tool-specific input for integration steps. |
| Transparency & Tracking |
Logs actions, context changes, and decisions at each stage. |
Supports auditability and diagnostics. |
Continuously records context and workflow state for traceability. |
N/A |
| LLM Output |
Generates human-like communication (summaries, emails, etc.). |
Ensures clarity and effectiveness. |
Provides language models with relevant contextual background. |
Crafts effective prompts for natural language generation tasks. |