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| ```mermaid | |
| flowchart TB | |
| %% Main States | |
| Start([Start]) | |
| InitSystem[Initialize Archer System] | |
| InitPrompts[Set Initial Prompts] | |
| ForwardPass[Run Forward Pass] | |
| HumanValidation[Human Validation] | |
| BackwardPass[Run Backward Pass] | |
| GenerateVariants[Generate Prompt Variants] | |
| EvaluateCandidates[Evaluate Prompt Candidates] | |
| SelectBest[Select Top Prompts] | |
| UpdateActive[Update Active Prompts] | |
| CheckConvergence{Converged?} | |
| End([End]) | |
| %% Flow | |
| Start --> InitSystem | |
| InitSystem --> InitPrompts | |
| InitPrompts --> ForwardPass | |
| %% Forward Pass Flow | |
| ForwardPass --> |Generated Content and AI Evaluations| HumanValidation | |
| HumanValidation --> |Validated Evaluations| BackwardPass | |
| %% Backward Pass Flow | |
| BackwardPass --> GenerateVariants | |
| GenerateVariants --> |Prompt Candidates| EvaluateCandidates | |
| EvaluateCandidates --> |Evaluated Candidates| SelectBest | |
| SelectBest --> UpdateActive | |
| UpdateActive --> CheckConvergence | |
| %% Convergence Decision | |
| CheckConvergence --> |Yes| End | |
| CheckConvergence --> |No| ForwardPass | |
| %% Detailed Forward Pass | |
| subgraph ForwardPassDetail[Forward Pass Details] | |
| direction TB | |
| InputProcess[Process Input Data] | |
| GenerateContent[Generate Content with Prompts] | |
| EvaluateContent[AI Evaluates Generated Content] | |
| StoreEvaluations[Store Evaluations] | |
| InputProcess --> GenerateContent | |
| GenerateContent --> EvaluateContent | |
| EvaluateContent --> StoreEvaluations | |
| end | |
| %% Detailed Backward Pass | |
| subgraph BackwardPassDetail[Backward Pass Details] | |
| direction TB | |
| AnalyzeEval[Analyze Evaluations] | |
| IdentifyIssues[Identify Issues in Prompts] | |
| OptimizePrompt[Optimize Prompts] | |
| GenerateVariations[Generate Variations] | |
| AnalyzeEval --> IdentifyIssues | |
| IdentifyIssues --> OptimizePrompt | |
| OptimizePrompt --> GenerateVariations | |
| end | |
| %% Detailed Evaluation | |
| subgraph EvaluationDetail[Prompt Evaluation Details] | |
| direction TB | |
| SimulateInputs[Simulate Inputs] | |
| TestPromptPerformance[Test Prompt Performance] | |
| ScorePrompts[Score Prompts] | |
| RankPrompts[Rank Prompts] | |
| SimulateInputs --> TestPromptPerformance | |
| TestPromptPerformance --> ScorePrompts | |
| ScorePrompts --> RankPrompts | |
| end | |
| %% Connect Subgraphs | |
| ForwardPass -.-> ForwardPassDetail | |
| BackwardPass -.-> BackwardPassDetail | |
| EvaluateCandidates -.-> EvaluationDetail | |
| %% Styling | |
| classDef process fill:#bfb,stroke:#333,stroke-width:2px | |
| classDef decision fill:#fbf,stroke:#333,stroke-width:2px | |
| classDef subgraph fill:#bbf,stroke:#333,stroke-width:2px | |
| classDef endpoint fill:#fbb,stroke:#333,stroke-width:2px | |
| class InitSystem,InitPrompts,ForwardPass,HumanValidation,BackwardPass,GenerateVariants,EvaluateCandidates,SelectBest,UpdateActive process | |
| class CheckConvergence decision | |
| class ForwardPassDetail,BackwardPassDetail,EvaluationDetail subgraph | |
| class Start,End endpoint | |
| ``` |