LLM Orchestration
Designing multi-agent pipelines with reasoning loops, tool use, and memory — built on top of OpenAI, Anthropic, and Ollama models.
LangChainOllamaRAGAgents
AI / ML Engineer · Agents & Gen AI · Data & CloudHi, I'mAbhishek
Hi, I'mAbhishek
Donekalaka Duryo
I blend applied machine learning, AI agents, and full-stack engineering to turn complex ideas into production systems — from enterprise cloud platforms to self-hosted infrastructure.
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YEARS EXP
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PROJECTS
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CLOUD CERTS
Open to work
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About
I'm a Python Developer & AI Engineer specialising in designing and deploying intelligent agent systems, generative AI solutions, and end-to-end data engineering pipelines.
At Carnival Cruise Line and previously at Qualex Consulting Services, I've integrated AWS, Databricks, and cutting-edge LLMs to deliver enterprise-grade AI products that operate at scale.
Beyond enterprise work, I run a self-hosted home server — deploying AI models, automation workflows, and multiple web apps entirely from my own hardware.
Miami, FLFlorida Int'l UniversityHe/HimOpen to Work
abhishek@agent-env ~ zsh
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Agent capabilities
Workflow Automation
Building no-code/low-code AI automation pipelines with n8n — connecting APIs, AI models, and data sources into production workflows.
n8nWebhooksAI Triggers
Cloud AI Infrastructure
Provisioning scalable ML infrastructure on AWS — SageMaker, Lambda, EC2 — alongside Databricks for large-scale data processing.
AWSDatabricksSageMaker
ML Model Development
Training, fine-tuning, and deploying deep learning models with TensorFlow and PyTorch for classification, prediction, and NLP tasks.
TensorFlowPyTorchFine-Tuning
AI-Powered APIs
Shipping production-ready REST and async APIs in Flask & Django that expose AI capabilities — with clean, scalable backend architecture.
FlaskDjangoREST API
Self-Hosted AI Stack
Running local AI models via Ollama, reverse-proxied through nginx, automated via n8n — full AI stack on personal hardware.
OllamanginxCloudflare
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Skills & tools
PythonAWSDatabricksTensorFlowOllaman8nnginxFlaskDjangoCloudflareDockerSQLJavaScriptGitLangChainLinux
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Projects
Live
WARDROPE
AI-powered wardrobe cataloger and personal stylist — cross-platform React Native + Expo app with a FastAPI backend. Claude AI vision-tags clothing from photos, generates outfit combinations, and supports Stripe subscriptions. Full production QA audit and 33-issue bug-fix sprint delivered.
React NativeFastAPIClaude AIExpoStripe
Production · QA sprint complete · Stripe live88%
HOME SERVER + DURYO AGENT
Self-hosted homelab AI platform running 24/7 — nginx reverse proxy, n8n automation, local Ollama LLMs, and automated backups. DURYO Agent continuously monitors services, summarises incidents with AI, and fires alerts to keep the stack healthy.
nginxn8nOllamaAI Agent
Running in production on personal hardware95%
MIAMI HOUSING ML
End-to-end ML study of Miami's housing market — curated datasets, feature engineering, regression and ensemble models, plus Jupyter notebooks and visualisations that surface market signals for non-technical stakeholders.
PythonJupyterMLData Science
Analysis complete · notebooks published90%
PDF CHATBOT (RAG)
Retrieval-Augmented Generation chatbot that ingests PDFs and answers questions using vector search and LLM reasoning — supports multi-document context, semantic chunking, and streaming responses.
PythonRAGLLMVector DB
Core pipeline complete · UI in progress83%
LLM FINE-TUNING ON AWS
Full MLOps pipeline for fine-tuning and deploying custom LLMs on AWS SageMaker — includes data preparation, training job automation, inference endpoint deployment, and shell scripting for end-to-end reproducibility.
PythonSageMakerLLMShell
Pipeline complete · docs in progress80%
LINKEDIN AI AUTOMATION
AI SaaS that auto-generates and schedules LinkedIn posts — LLM-powered content engine, Docker-containerised backend, web dashboard for post management, and n8n workflow orchestrator for publish scheduling.
PythonGenAIDockerSaaS
Core SaaS complete · deployment polish WIP72%
RECRUITER CHATBOT
Conversational AI for hiring teams — screens candidate FAQs, captures structured applicant data, routes qualified leads to recruiters, and reduces manual back-and-forth across the full recruitment funnel.
PythonAI AgentChatbot
Core conversation flow done · integrations WIP68%
Live
STORIX — EXPLR9 STORE
Premium e-commerce site for the Tesla EXPLR9 rugged phone — Three.js scroll-driven 3D phone animation, orbital ring effects, product gallery with real images, YouTube integration, and full Next.js commerce architecture.
Next.jsThree.js3D / WebGLE-Commerce
Live · 3D animation complete · checkout WIP82%
Live
LUXY EVENTS CLONE
Full Next.js clone of luxy-events.com — production-grade event company website featuring Diamond Lines partnership content, partner badges, meal-prep section, and polished multi-page architecture.
Next.jsTypeScriptVercel
Live · multi-page · Diamond Lines content complete78%
QLX — THE FUTURE IS HERE
Futuristic tech product landing page built with Orbitron + Inter typography, animated sections, and bundled n8n remote-access scripts for AI automation setup — showcasing speculative tech branding.
HTML/CSSJavaScriptn8n
GitHub · n8n scripts included60%
Live
WEEDZIES MIAMI
Full-service smoke shop website for Weedzies Miami in Little Haiti — branded with Monoton + Bungee typography, neon-pink theme, age-gate landing, product category pages, Google Maps embed, and live SEO-optimised meta for local search.
HTML/CSSJavaScriptLocal SEOBranding
Live · local SEO · custom domain85%
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Certifications
CREDLY
AWS Certified SysOps Administrator
Amazon Web Services · Associate · Active
EC2 & Auto ScalingCloudWatchIAM & SecurityS3 & StorageVPC NetworkingSystems Operations
CREDLY
Professional Cloud DevOps Engineer
Google Cloud · Professional · Active
CI/CD PipelinesGKE & KubernetesStackdriverSRE PracticesIaC / TerraformCloud Build
CREDLY
Associate Cloud Engineer
Google Cloud · Associate · Active
Compute EngineBigQueryCloud StorageGKEIAM & Billing
MSFT
Azure Data Scientist Associate
Microsoft Certified · Associate · DP-100
Azure ML StudioAutoMLMLflow on AzureResponsible AIModel Deployment
ORACLE
OCI 2025 Foundations Associate
Oracle Certified · Associate · 1Z0-1085-25
OCI Core ServicesCompute & StorageNetworkingIdentity & SecurityDatabase ServicesCloud Economics
DATABRICKS
Generative AI Fundamentals
Databricks Academy · Accreditation · Active
LLMs & TransformersRAG PipelinesFine-TuningPrompt EngineeringVector DatabasesMLflow
MSFT
Azure Cosmos DB Developer
Microsoft Certified · DP-420
Cosmos DBNoSQLPartitioning
COURSE
LangChain: Chat with Your Data
DeepLearning.AI · Short course
LangChainRAGVector DB
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Services
AI & Automation
AI Agent Engineering
Custom LLM agents, RAG pipelines, tool-use orchestration — built to run in production.
AI-Assisted Marketing
Auto-generate social posts, ad copy, and campaigns with LLM content engines + n8n scheduling.
Generative AI Integration
Plug ChatGPT, Claude, or Ollama into your existing business tools, CRMs, and workflows.
Workflow Automation
n8n, webhooks, and AI triggers that eliminate repetitive tasks across your entire operation.
AI-Powered SEO
ChatGPT-driven keyword research, auto-generated meta tags, SEO content writing, and competitor gap analysis at scale.
Web Development
Website Design & Build
Fast, responsive, SEO-optimised sites — from landing pages to full multi-page business sites.
SaaS Development
Full-stack web apps with auth, billing, dashboards, and API backends — shipped to production.
E-Commerce
Online stores with product pages, cart, Stripe checkout, and inventory — ready to sell.
API & Backend Development
REST APIs in Flask, Django, or Next.js — clean architecture, documented, and scalable.
Infrastructure & Cloud
Cloud Management
AWS, GCP, and Azure architecture, provisioning, cost optimisation, and ongoing ops.
Self-Hosted Infrastructure
Homelab or on-prem server setup — nginx, Docker, VPN, reverse proxies, and automation.
Database Engineering
SQL schema design, query tuning, data pipelines, and ETL from raw sources to insight.
Computer Networking
Secure network design, VLANs, firewall config, Cloudflare tunnels, and remote access.
Business Services
Data & Analytics
Executive dashboards, KPI tracking, and automated reports that surface what actually matters.
IT Consulting
Architecture reviews, tech stack decisions, and strategic advisory for startups and SMBs.
SEO & Digital Presence
On-page SEO, Google Business, structured data, page speed, backlinks, and local search — full visibility strategy.
Technical Support & Handoff
Bug triage, documentation, team onboarding, and clean handoff for any tech system.
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Work with me
Available for projects & roles
Let's build something great together
Need an AI engineer, data platform, or custom agent system? I offer end-to-end services from architecture to deployment — remote, hybrid, or Miami on-site.
Client-side simulation
RAG-style agent terminal
Mimics retrieve → cite → answer. Not connected to an LLM or database.
mock retrieval-agent · no network
> Sandbox ready. This is a browser-only mock — no API keys, no vector DB. Type a question and press Run to simulate a RAG trace + grounded reply.