JobFinder Walkthrough

updates required to descriptions

Page documentation needs to be annonomized with images using test data

Data Sequence

User-Guided Phase

User actions are shown in the red sequnce flow (Upon system maturity these can be automated with higher confidence).

Generative responses are shown in the green sequence flow and should be reviewed by user until large enough corpus of data is available.

Upon system maturity, (user has confidence in the generative responses being returned), the red flow can be automated and reviewing of green flow can be done at discresion.

Red (User Operation)

(1) Setup initial job preferences for to configure Job Search tooling.
(9) Use summarized jobs to efficiently provide classification of jobs using a score and pros/cons so that it may be used as context for AI tooling to classify larger quantities of job listings autonomously.

Green (Generative Response)

(8) Ensure that the summarization of job descriptions is relevant to qualifications and necessary details for efficient classification without needing to provide entire job descriptions in classification context.

```mermaid sequenceDiagram autonumber

%%{init: {'themeCSS': '.messageLine0:nth-of-type(1) { stroke: red; }; .messageText:nth-of-type(1) { fill: red; font-size: 20 !important;}; .messageLine0:nth-of-type(7) { stroke: green; }; .messageText:nth-of-type(13) { fill: green; font-size: 20 !important;}; .messageLine0:nth-of-type(8) { stroke: green; }; .messageText:nth-of-type(15) { fill: green; font-size: 20 !important;}; .messageLine0:nth-of-type(9) { stroke: Red; }; .messageText:nth-of-type(17) { fill: Red; font-size: 20 !important;}; .messageLine0:nth-of-type(12) { stroke: Green; }; .messageText:nth-of-type(23) { fill: Green; font-size: 20 !important;}; .messageLine0:nth-of-type(13) { stroke: Green; }; .messageText:nth-of-type(25) { fill: Green; font-size: 20 !important;}; '} }%%

actor U as User
participant JF as JobFinder

Note over U,JF: Initial Job Search
U->>JF: Submit job search criteria

create participant JS as JobSearch
JF->>JS: Execute job query
destroy JS
JS->>JF: Return raw job listings

JF->>U: Present raw job listings

U->>JF: Select raw job listings for summarization

create participant LLM as AI/LLM
Note over U,LLM: Job Summarization Phase

JF->>LLM: Send selected raw job listings
LLM->>JF: Return summarized jobs
JF->>U: Display summarized jobs

Note over U,JF: Manual Classification & Training
U->>JF: Classify summarized jobs manually

Note over U,LLM: AI Auto-Classification
U->>JF: Request auto-classification for remaining jobs
JF->>LLM: Send raw jobs + user-classified examples
destroy LLM
LLM->>JF: Return AI-classified jobs


JF->>U: Present prioritized job results

```

Walkthrough Pages

Records Display

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AI Extraction of Summarization

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Bulk Summarization of Jobs

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Review Jinja2 Template

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Populated Template from selections

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