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Scrypt OCR
Scrypt OCR Overview:
Scrypt OCR is an optical character recognition and document processing pipeline specifically engineered to handle complex academic records. By orchestrating Typhoon OCR 1.5 alongside advanced semantic LLM parsing capabilities, it transforms manual transcript data entry into an AI-assisted automated workflow—drastically reducing latency while enforcing strict data validation and Zero-Trust governance.
Key Features
AI-Native Validation Workspace • Next.js & React
Concurrent Inference Pipeline • Python & FastAPI
Hybrid LLM Reasoning & Auto-Repair • Local & API
Cloud-Native Zero-Trust Architecture • Docker & PostgreSQL
Year
2026
Role
AI Engineer Software Engineer • Full Stack Tech Lead
Objectives:
Orchestrate an Agentic AI pipeline to transform unstructured academic records into schema-validated JSON.
Optimize parallel inference latency, accelerating processing from 60-minute manual entry to a 5-minute autonomous workflow.
Architect a Human-in-the-Loop (HITL) MD3 validation workspace to enforce real-time data governance.
Engineer cognitive auto-repair mechanisms within the LLM pipeline to proactively resolve structural hallucinations.
Provision a secure, Zero-Trust Cloud-Native infrastructure with Docker containerization and PostgreSQL 18.
Scope of Work:
The development of Scrypt OCR focused on creating a highly accurate, end-to-end extraction pipeline and robust data synchronization:
Data Acquisition: Building a secure Next.js API proxy to seamlessly handle complex PDF uploads.
Parallel Processing: Utilizing ThreadPoolExecutor with Typhoon OCR 1.5 for rapid, concurrent multi-page extraction.
Cognitive Parsing & Repair: Engineering advanced LLM prompt constraints and fallback heuristics to correct malformed JSON schemas automatically.
Persistence & Mapping: Synchronizing validated data with PostgreSQL and enforcing strict university-specific grade mapping constraints.
Automated Export: Generating dynamically expanded .docx templates directly from OCR outputs for immediate credit transfer processing.
A production-ready AI solution that completely revolutionizes administrative workflows, demonstrating how targeted automation can eliminate human error and dramatically accelerate operations.
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