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Enterprise Architecture · Business Case

Agentic Rewrite Engine

A deterministic SOP-driven orchestration engine for enterprise-grade content generation. It combines layered risk controls, intelligent routing, and safe fallback checks to reduce unsupported claims in production outputs.

01 Core Value Flow: From Black Box to Deterministic Delivery

Business Inputs: JD Profiles and User Assets
Data Risk Guard: Redline Locking (Verifiable Output Boundary)
Automatic Exception Fallback (Stability Guard)
Scenario Routing (Dynamic Quality-Latency Balance)
Fast Delivery Mode
High Concurrency / Low Latency
Deep Refinement Mode
Expert-Level Quality / Maximum Precision
Quality Gate: Block Low-Value AI Filler
Quality Pass ➔ Deliver JD-Tailored Output
Redline Triggered ➔ Keep Original Safely

02 Product Design View: 1-to-N Batch Customization Engine

At product level, the system behaves as a "batch job-application asset factory". Users provide one base resume and N target JDs. The engine launches N parallel workflows and outputs a dedicated "resume + cover letter" package for each JD.

👉 INTERACTIVE DEMO SYSTEM 👈
Input
📁 Base Resume
Target JDs
🎯 Target 1: Google
Frontend Eng
⚙️
Agent Core
Output
Google Resume
Google Letter
Batch Asset Storage

03 Seven-Node Agentic Pipeline

Node_01
Planner
Context Slice
Node_02
Analyzer
Fact Extract
Node_03
Rewrite
Batch LLM
Node_04
Polisher
Fast Skip
Node_05
Repair
Target Fix
Node_06
Material
Decide Gate
Node_07
Explainer
XAI Traces

04 Internal Mechanics and State Flow

Local State and Batch Execution

Instead of using an explicit state-graph orchestration model, this pipeline follows a more functional processing style. State flows through local variables while each node receives a shared global context for system-level consistency.

To reduce token cost and latency, the Rewrite & Audit node runs in batch mode instead of one-by-one processing, allowing complete context evaluation in a single pass.

Three-State Fallback Decision

To reduce unsupported rewriting risk, each rewritten sentence must end in one of these strict states before display:

  • ALIGNEDRewritten and fact-validated.
  • PRUNEDRemoved by materiality checks.
  • FALLBACKValidation failed, fallback to original text.
"If uncertain, preserve. Never fabricate."