building retrieval systems, workflow intelligence, and evaluation-aware AI infrastructure.

most of my work focuses on operational AI systems that deal with:

• noisy information
• retrieval reliability
• governance-aware generation
• workflow orchestration
• evaluation pipelines
• systems operating under real-world constraints

Governance-gated enterprise knowledge system designed for policy retrieval workflows where incorrect answers become operational liabilities.

• Version-aware retrieval with deterministic governance routing
• Retrieval + lexical grounding verification pipeline
• SAFE / REFUSE / ESCALATE verdict handling
• Built for compliance-sensitive internal workflows

RAG · Governance · Retrieval Evaluation · Enterprise Knowledge Systems

Procurement intelligence pipeline that ingests fragmented tender data, filters operational noise, and ranks opportunities using semantic retrieval and workflow-aware scoring.

• Multi-source ingestion + deduplication
• Semantic manufacturer matching
• Retrieval-driven prioritization workflows
• Automated operational intelligence reporting

Workflow Intelligence · Semantic Retrieval · Procurement Systems

Research-aware operational pipeline focused on contextual opportunity mapping and evidence-grounded outbound workflows for scientific equipment ecosystems.

Operational Intelligence · Retrieval Systems · Workflow Automation

Brain tumor segmentation research system focused on medical imaging workflows and segmentation reliability.

Medical Imaging · Deep Learning · Research Systems

Multimodal biomedical waste compliance system combining computer vision, retrieval workflows, and regulatory guidance.

Multimodal AI · Compliance Workflows · Retrieval-Augmented Systems

Voice-first assistive AI workflow system for visually impaired and elderly users using speech and visual context understanding.

Multimodal Systems · Assistive AI · Voice Interfaces

Retrieval-grounded conversational system built around contextual querying and structured response generation.

RAG · Conversational Systems · Full-Stack AI

Python FastAPI FAISS pgvector LangGraph LlamaIndex PostgreSQL OpenAI Anthropic Docker

I write about:

• retrieval systems
• evaluation pipelines
• grounding failures
• orchestration tradeoffs
• operational AI reliability

→ https://hashnode.com/@ayoozzzz

Portfolio → https://devayushrout.me
LinkedIn → https://linkedin.com/in/devayush-rout
GitHub → https://github.com/ayushcodes13

📬 devayushrout.work@gmail.com