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 Β· Governance Β· Retrieval Evaluation Β· Enterprise Knowledge Systems
β TenderMatch
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 Β· Semantic Retrieval Β· Procurement Systems
Research-aware operational pipeline focused on contextual opportunity mapping and evidence-grounded outbound workflows for scientific equipment ecosystems.
Operational Intelligence Β· Retrieval Systems Β· Workflow Automation
Brain tumor segmentation research system focused on medical imaging workflows and segmentation reliability.
Medical Imaging Β· Deep Learning Β· Research Systems
Multimodal biomedical waste compliance system combining computer vision, retrieval workflows, and regulatory guidance.
Multimodal AI Β· Compliance Workflows Β· Retrieval-Augmented Systems
β AURA
Voice-first assistive AI workflow system for visually impaired and elderly users using speech and visual context understanding.
Multimodal Systems Β· Assistive AI Β· Voice Interfaces
β Ask Krishna
Retrieval-grounded conversational system built around contextual querying and structured response generation.
RAG Β· Conversational Systems Β· 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
β https://hashnode.com/@ayoozzzz
Portfolio β https://devayushrout.me
LinkedIn β https://linkedin.com/in/devayush-rout
GitHub β https://github.com/ayushcodes13