Lohith Devaramane

Deployment registry

Every engagement, tracked in the open

Three origins: industry work at Rakuten Symphony, independent builds, and the 24-artifact pipeline of my FDE intensive (IIT Roorkee PGC + FDE Academy). Queued rows are slotted builds from the curriculum — they flip to deployed as I ship them. Academy builds are driven by simulated client briefs and RFPs, and are labelled as such.

IDEngagementStackOriginStatus
ENG-000RAN performance test automation

Production KPI-testing automation for live radio access network setups at Rakuten Symphony — 70% less manual effort, 50% faster suites.

PythonSeleniumJenkins
Industrydeployed
ENG-001Slicematic — AI operations copilot for a pizza outlet

Order management, live tracking, and owner-facing AI insights that turn daily order data into margin-growth decisions.

Next.jsAI insightsVercel
Independentdeployed
ENG-002This site's copilot

A retrieval-grounded assistant trained on my deployments and case studies — with a designed failure mode when the model is unreachable.

Next.jsRetrievalGemini API
Independentin-progress
ENG-003System dependency map

Enterprise dependency graph across 5 interconnected services with feedback loops and failure cascades.

Systems thinkingCausal loopsMiro
FDE Academy · M1queued
ENG-004Business-to-technical spec

Mock discovery interview converted into a prioritized backlog and technical specification.

SPIN discoveryINVESTRICE
FDE Academy · M1queued
ENG-005Multi-source data ingestion pipeline

3 APIs + database + CSV unified with data-quality gates via Great Expectations.

PostgreSQLAirflowGreat Expectations
FDE Academy · M2queued
ENG-006Operational dashboard prototype

Real-time KPI dashboard with live data refresh for operational decision-making.

StreamlitRetool
FDE Academy · M2queued
ENG-007Production prompt library

20+ structured business prompts with evaluation benchmarks via Promptfoo.

PromptfooDSPyClaude API
FDE Academy · M2queued
ENG-008End-to-end ML pipeline + API

Train, evaluate, and serve a model behind FastAPI with MLflow experiment tracking.

Scikit-learnFastAPIMLflow
FDE Academy · M3queued
ENG-009RAG knowledge system

Enterprise document Q&A over a vector database with grounded LLM generation.

ChromaLangChainEmbeddings
FDE Academy · M3queued
ENG-010Consulting toolkit

Discovery report, PoV→PoC→MVP strategy, AI-readiness assessment, and client proposal.

ConsultingAI adoption
FDE Academy · M3queued
ENG-011Fine-tuned SLM

QLoRA fine-tune of a small language model, served with vLLM, benchmarked against GPT-4o.

QLoRAvLLMHugging Face
FDE Academy · M4queued
ENG-012LLM gateway

Multi-model routing with fallback logic, cost tracking, and latency monitoring.

OpenRouterObservability
FDE Academy · M4queued
ENG-013LLM evaluation pipeline

LLM-as-judge plus RAGAS metrics over custom domain benchmarks.

RAGASDeepEvalLangSmith
FDE Academy · M4queued
ENG-014Production corrective RAG

Self-correcting retrieval over 10K+ enterprise documents.

Corrective RAGRerankingRedis
FDE Academy · M5queued
ENG-015GraphRAG pipeline

Entity extraction into a Neo4j knowledge graph with graph-based retrieval.

Neo4jGraphRAG
FDE Academy · M5queued
ENG-016Multi-modal RAG

Unified retrieval across PDFs, images, and tables.

Unstructured.ioMilvus
FDE Academy · M5queued
ENG-017Self-correcting agent

LangGraph agent with planning, tool use, reflection, error recovery, and human approval gates.

LangGraphHuman-in-the-loop
FDE Academy · M6queued
ENG-018Multi-agent research crew

4+ coordinated agents with delegation, shared memory, and report synthesis.

CrewAIMem0
FDE Academy · M6queued
ENG-019Custom MCP server + agent

MCP server for an internal API, connected to Claude Desktop and deployed.

MCP SDKFastMCP
FDE Academy · M6queued
ENG-020No-code agent gallery

Three production workflows built in n8n, Flowise, and Dify.

n8nFlowiseDify
FDE Academy · M6queued
ENG-021Full-stack AI app

React + FastAPI + LLM + vector DB, containerized with Docker Compose.

Next.jsFastAPIDocker
FDE Academy · M7queued
ENG-022CI/CD pipeline for AI

GitHub Actions with quality gates and staged dev/staging/prod deployment.

GitHub ActionsQuality gates
FDE Academy · M7queued
ENG-023Cloud AI service

AWS Lambda + API Gateway + SageMaker with auto-scaling and cost monitoring.

AWSSageMakerTerraform
FDE Academy · M7queued
ENG-024Capstone client sprint

3-week simulation: ambiguous RFP → scope → build → demo to an industry panel, with mid-sprint requirement changes.

ScopingDelivery under pressure
FDE Academy · M8queued
ENG-025Production hardening

Monitoring, alerting, auto-scaling, and runbooks added to a previous deployment.

PrometheusGrafanaRunbooks
FDE Academy · M8queued
ENG-026Portfolio assembly

24 artifacts curated, GitHub optimized, five case-study presentations.

CurationStorytelling
FDE Academy · M8in-progress

★ flagship — receives full case-study treatment and a node upgrade on the home network.