101 lines
4.1 KiB
Markdown
101 lines
4.1 KiB
Markdown
The system follows a carefully designed pipeline with isolated stages to prevent fabrication:
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## System Architecture Overview
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The system uses a pipeline of isolated analysis and generation steps:
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1. **Stage 1: Isolated Analysis** (three sub-stages)
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- **1A: Job Analysis** - Extracts requirements from job description only
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- **1B: Candidate Analysis** - Catalogs qualifications from resume/context only
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- **1C: Mapping Analysis** - Identifies legitimate matches between requirements and qualifications
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2. **Stage 2: Resume Generation**
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- Uses mapping output to create a tailored resume with evidence-based content
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3. **Stage 3: Verification**
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- Performs fact-checking to catch any remaining fabrications
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```mermaid
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flowchart TD
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subgraph "Stage 1: Isolated Analysis"
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subgraph "Stage 1A: Job Analysis"
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A1[Job Description Input] --> A2[Job Analysis LLM]
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A2 --> A3[Job Requirements JSON]
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end
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subgraph "Stage 1B: Candidate Analysis"
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B1[Resume & Context Input] --> B2[Candidate Analysis LLM]
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B2 --> B3[Candidate Qualifications JSON]
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end
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subgraph "Stage 1C: Mapping Analysis"
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C1[Job Requirements JSON] --> C2[Candidate Qualifications JSON]
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C2 --> C3[Mapping Analysis LLM]
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C3 --> C4[Skills Mapping JSON]
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end
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end
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subgraph "Stage 2: Resume Generation"
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D1[Skills Mapping JSON] --> D2[Original Resume Reference]
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D2 --> D3[Resume Generation LLM]
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D3 --> D4[Tailored Resume Draft]
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end
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subgraph "Stage 3: Verification"
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E1[Skills Mapping JSON] --> E2[Original Materials]
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E2 --> E3[Tailored Resume Draft]
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E3 --> E4[Verification LLM]
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E4 --> E5{Verification Check}
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E5 -->|PASS| E6[Approved Resume]
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E5 -->|FAIL| E7[Correction Instructions]
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E7 --> D3
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end
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A3 --> C1
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B3 --> C2
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C4 --> D1
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D4 --> E3
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style A2 fill:#f9d77e,stroke:#333,stroke-width:2px
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style B2 fill:#f9d77e,stroke:#333,stroke-width:2px
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style C3 fill:#f9d77e,stroke:#333,stroke-width:2px
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style D3 fill:#f9d77e,stroke:#333,stroke-width:2px
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style E4 fill:#f9d77e,stroke:#333,stroke-width:2px
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style E5 fill:#a3e4d7,stroke:#333,stroke-width:2px
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style E6 fill:#aed6f1,stroke:#333,stroke-width:2px
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style E7 fill:#f5b7b1,stroke:#333,stroke-width:2px
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```
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## Stage 1: Isolated Analysis (three separate sub-stages)
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1. **Job Analysis**: Extracts requirements from just the job description
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2. **Candidate Analysis**: Catalogs qualifications from just the resume/context
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3. **Mapping Analysis**: Identifies legitimate matches between requirements and qualifications
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## Stage 2: Resume Generation
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Creates a tailored resume using only verified information from the mapping
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## Stage 3: Verification
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1. Performs fact-checking to catch any remaining fabrications
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2. Corrects issues if needed and re-verifies
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### Key Anti-Fabrication Mechanisms
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The system uses several techniques to prevent fabrication:
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* **Isolation of Analysis Stages**: By analyzing the job and candidate separately, the system prevents the LLM from prematurely creating connections that might lead to fabrication.
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* **Evidence Requirements**: Each qualification included must have explicit evidence from the original materials.
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* **Conservative Transferability**: The system is instructed to be conservative when claiming skills are transferable.
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* **Verification Layer**: A dedicated verification step acts as a safety check to catch any remaining fabrications.
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* **Strict JSON Structures**: Using structured JSON formats ensures information flows properly between stages.
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## Implementation Details
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* **Prompt Engineering**: Each stage has carefully designed prompts with clear instructions and output formats.
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* **Error Handling**: Comprehensive validation and error handling throughout the pipeline.
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* **Correction Loop**: If verification fails, the system attempts to correct issues and re-verify.
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* **Traceability**: Information in the final resume can be traced back to specific evidence in the original materials.
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