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
→ AURA
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