Available · Remote worldwide · Open to relocation

Muhammad Shaharyar Bhatti

AI Engineer · LLM Systems · Agentic AI

I build production-grade LLM systems, agentic multi-agent pipelines & enterprise AI automation. 3+ years shipping real systems that cut operational overhead up to 90% and infrastructure costs by 70%.

Download CV ↓
Muhammad Shaharyar Bhatti — AI Engineer
Rawalpindi, PK
3+
Years in
Production AI
90%
Operational
Overhead Cut
86%
LLM Domain
Accuracy
3.47
CGPA · B.Sc
Artificial Intelligence
LangChain· LangGraph· CrewAI· RAG Pipelines· Agentic AI· Fine-tuning· Anthropic Claude· AWS Bedrock· FastAPI· n8n· PostgreSQL· Pinecone· Docker· LangChain· LangGraph· CrewAI· RAG Pipelines· Agentic AI· Fine-tuning· Anthropic Claude· AWS Bedrock· FastAPI· n8n· PostgreSQL· Pinecone· Docker·

About

Engineering AI that ships.

I'm an AI Engineer based in Rawalpindi, Pakistan — specialising in LLM-powered systems, multi-agent orchestration, and enterprise automation. I turn cutting-edge research into reliable systems that run in production.

Currently at Ikonic, I build multi-tenant, RAG-backed LLM services on Anthropic Claude and AWS Bedrock — including SafetyNexus, a live real-time AI coaching platform with safety screening, citations, and role-based access control.

Across 3+ years I've shipped financial-intelligence platforms with fine-tuned models, LangGraph & CrewAI multi-agent systems, and real-time voice agents — consistently cutting operational overhead by up to 90%.

PythonLangChainLangGraphCrewAIOpenAIAnthropic ClaudeHuggingFaceFastAPIDockerPostgreSQLPineconen8nAWS BedrockAzure AI
# shaharyar.config
class AIEngineer:
  name = "Shaharyar Bhatti"
  role = "AI Engineer @ Ikonic"
  loc = "Rawalpindi, PK"
  focus = ["LLMs", "Agentic AI", "RAG"]
  status = "open_to_work" # True

Technical Stack

What I use

01 · AI & ML

Core AI

  • LLMs & Foundation Models
  • RAG Pipelines
  • Agentic & Multi-Agent Systems
  • Fine-tuning (DeepSeek, BERT)
  • Prompt Engineering
  • Deep Learning / Transformers
  • Model Evaluation & Monitoring

02 · Frameworks

Ecosystem

  • LangChain / LangGraph
  • LlamaIndex
  • CrewAI
  • Hugging Face
  • OpenAI / Anthropic Claude
  • Azure OpenAI / AWS Bedrock
  • PyTorch / TensorFlow

03 · Automation

Integrations

  • n8n Workflow Automation
  • VAPI / Twilio / Retell
  • HubSpot & Zoho CRM
  • Outlook / LinkedIn API
  • Google Workspace
  • Firecrawl / SerpAPI

04 · Deployment

Infrastructure

  • FastAPI
  • Docker / Kubernetes
  • CI/CD & Git
  • AWS (EC2, Bedrock)
  • Azure AI / Vercel
  • WebSockets / SSE / REST

05 · Databases

Storage

  • PostgreSQL
  • Pinecone (Vector DB)
  • FAISS
  • Supabase
  • Cassandra
  • SQLite / SQL

06 · Data & Viz

Analytics

  • Power BI Dashboards
  • Pandas / NumPy
  • Matplotlib / Seaborn
  • Exploratory Data Analysis
  • Python / SQL / C++

Selected Work

Production projects

// 01 — Featured · @ Ikonic● Live

SafetyNexus — AI Coaching & Case-Mapping Platform

A live real-time AI coaching platform for child-welfare and domestic-abuse caseworkers, built on the Safe & Together methodology. Streaming LLM guidance over SSE with safety/crisis-screening interrupts, inline citations, document parsing, multi-tenant RBAC — powered by Anthropic Claude on AWS Bedrock.

Anthropic ClaudeAWS BedrockRAGSSE StreamingMulti-tenantRBAC
Visit live platform ↗
24/7Real-time coaching
LiveIn production
RBACMulti-tenant
// 02 · @ Ikonic● Live

SUMAI — Speaking Up Mentor

A live, privacy-first conversational AI mentor that helps people think through workplace concerns and prepare for difficult conversations. Role-aware guidance (staff, leader, governance) grounded in evidence-based sources, with voice & text interaction and zero-retention sessions.

LLMConversational AIVoice + TextRAGPrivacy-First
Live · privacy-first AI mentor
// 03GitHub ↗

FinSight AI — Financial Intelligence

AI platform for banks: document analysis, risk forecasting & automated reporting. Fine-tuned DeepSeek with a BERT judge model, orchestrated via a CrewAI Researcher–Analyst–Reporter pipeline.

CrewAIDeepSeek Fine-tuneBERT JudgeLangChain
70% faster analysis · 86% accuracy
// 04

Multi-Agent Report Automation

A LangGraph pipeline with Financial & Transcription agents that pull data from Microsoft Outlook, synthesise it, and auto-generate and dispatch structured client reports.

LangGraphOutlook APIFastAPIPostgreSQL
80% less manual reporting
// 05

Cost-Effective AI Calling Agent

Replaced VAPI with a custom Twilio + OpenAI Realtime voice agent — bidirectional WebSocket audio, sub-second latency, live tool-calling mid-conversation.

TwilioOpenAI RealtimeWebSocketsFastAPI
70% cost reduction
// 06

Financial P&L Pipeline & Dashboard

End-to-end reporting pipeline: Gmail API ingestion, pandas preprocessing, a SQLite ledger with SHA-256 dedup, and a live React KPI dashboard — replacing manual QuickBooks reporting for a US client.

PythonPandasGmail APIReact
100% automated reporting
// 07

Enterprise Workflow Automation

End-to-end n8n pipelines: lead intake, LLM-based decision routing, and automated CRM updates — removing manual operations work across the funnel.

n8nLLM RoutingHubSpotWebhooks
90% manual ops removed
// 08GitHub ↗

Multimodal RAG Platform

A multimodal retrieval-augmented generation platform for business & financial experts — grounded, cited responses across text and visual sources.

RAGMultimodalLlamaIndexVector Search
Multimodal retrieval
// 09GitHub ↗

Intelligent SQL Agent

An LLM agent that scrapes social platforms and answers natural-language questions by autonomously generating, validating, and running SQL against the collected data.

LLM AgentsText-to-SQLPython
NL → SQL automation
// 10

Voice + Chat RAG Agent

A 24/7 assistant with RAG over company knowledge bases, serving both voice and chat with real-time, accurate, guard-railed responses.

RAGLlamaIndexLangChainVAPI
70% queries automated
// 11GitHub ↗

Knowledge-Graph Builder

Upload an image and an LLM parses the text, updates a knowledge graph, and auto-builds relationships between extracted entities.

Knowledge GraphsLLM ParsingOCR
Auto entity linking
// 12

InsightAI — Self-Service ML

A no-code data-science platform: CSV upload, preprocessing, visualisation, and training of Linear Regression, KNN & Logistic Regression with interactive evaluation.

Scikit-learnStreamlitPandas
50% faster ML access

Career

Experience

2026
JUN 2026 — PRESENT

AI Engineer (Mid-Senior)

Ikonic · Remote

  • Built SafetyNexus, an AI coaching & case-mapping platform for child-welfare and domestic-abuse caseworkers, on Anthropic Claude + AWS Bedrock.
  • Engineered real-time streaming LLM coaching via SSE — with safety/crisis-screening interrupts, inline citations, and document parsing (PDF/DOCX).
  • Built scalable multi-tenant services with vector-based retrieval (RAG), secure session tracking, and role-based access control (RBAC).
2024
AUG 2024 — JUN 2026

AI Engineer

Aridian Technologies · Rawalpindi

  • Designed production AI automation pipelines (n8n, FastAPI, LLM agents), eliminating 90% of manual operations.
  • LangGraph multi-agent financial analyst cut manual analysis time by 60% via automated trend analysis, risk assessment and reporting.
  • Real-time PostgreSQL pipelines improved decision speed by 40%.
  • AI voice assistant for flight booking at 95% accuracy (STT/TTS, HubSpot, webhooks, n8n); cut handling time 50%.
2023
MAY 2023 — JUL 2024

Associate AI Engineer

ZIYVO · Remote

  • Built Generative AI solutions: Q&A systems, document-extraction pipelines, and AI-driven automation for enterprise clients.
  • Custom LLM pipelines & REST integrations cut client operational costs by 30% and improved satisfaction by 25%.
2021
SEP 2021 — JUL 2025

B.Sc. Artificial Intelligence

IQRA University · Islamabad · CGPA 3.47 / 4.00

  • Specialised in machine learning, deep learning, NLP, and AI systems design.
  • Built FinSight AI and InsightAI as production-grade capstone projects.

Learning

Certifications

DeepLearning.AI · Oct 2025

Building AI Voice Agents for Production

Pipecat, WebRTC, real-time voice AI system design and deployment

LangGraph · 2025

Long-Term Agentic Memory with LangGraph

Semantic, episodic & procedural memory-augmented AI agent architectures

LinkedIn Learning · May 2024

Data Analytics & Power BI Modeling

Excel, Power BI, data modeling, EDA, and dashboard optimization

Open to Opportunities

Let's build.

Available for AI Engineer roles, freelance builds, and collaborations. Based in Rawalpindi — fully remote-ready worldwide, open to relocation.