LangGraph
ExpertOrchestration
Built browser-integrated workflow sidekicks and the autonomous agent loops that automate client comms and vendor matching at Wanhar Impex.
Muhammad Ahsan · Riyadh, Saudi Arabia
Agentic AIEngineer
I design and deploy secure, autonomous multi-agent systems — LangGraph, CrewAI, and MCP, running in production.
Autonomy isn't prompted. It's engineered — part by part.
Scroll to orchestrate
Agent Command Center
The orchestration pattern I run in production. This isn't a mockup — it's the real architecture pattern behind my production multi-agent systems.
Orchestration graph
hover · tap · focus a nodeRUN 042orchestrator@ahsan · livestreaming
Framework arsenal
16 frameworksThe orchestration stack I build with — each grounded in real projects and certifications.
CrewAI
ExpertOrchestration
Engineered autonomous agent teams that draft contracts and coordinate multi-step business workflows.
AutoGen
AdvancedOrchestration
Designed multi-agent conversation networks and swarms for collaborative task decomposition.
Claude Agent Teams
AdvancedOrchestration
Deployed multi-agent networks and orchestrators with Claude Code subagents, driving automated feature development wired into Jira and GitHub.
OpenAI Agents SDK
AdvancedOrchestration
Orchestrated complex multi-agent systems and hand-off logic across specialized worker agents.
Bedrock AgentCore
AdvancedOrchestration
Built production multi-agent loops on AWS with Lambda, SQS, and Aurora Serverless for scale.
Model Context Protocol
AdvancedProtocol
Integrated multi-server MCP environments so agents reach tools, data, and each other through a shared protocol.
LangChain
AdvancedLLM Engineering
Composed RAG chains and production interfaces over open-source vector datastores.
LangFuse
ProficientObservability
Instrumented LLM observability, cost tracking, and guardrails across production agent runs.
Hugging Face
AdvancedLLM Engineering
Fine-tuned and served open-source models; ran QLoRA on top of the HF ecosystem.
Claude Code
ExpertTooling
Runs high-velocity delivery with Claude Code, Cursor, and MCP — context managed via AGENTS.md and CLAUDE.md.
Token & Context Optimization
AdvancedOptimization
Cut LLM cost and latency with prompt/context compression, caching, and token budgeting — measured and tuned through LangFuse.
LLMOps
AdvancedObservability
Run production LLM operations end to end — observability, cost tracking, guardrails, and evals — alongside classic MLOps.
Agent Deployment
AdvancedDeployment
Ship agents to production on AWS with Bedrock AgentCore, Lambda, SQS, and Aurora — automated via Terraform and GitHub Actions.
GSD
AdvancedMethodology
My agentic workflow methodology for shipping features fast with coordinated coding-agent teams.
Gastown
AdvancedOrchestration
Used Gastown to build and wire multi-agent workflows.
Autonomous Vendor-Matching Pipeline
Wanhar Impex · Director & AI Engineering Lead
- 01IntakeOrchestrator
Shipment request enters the graph as typed state.
- 02PlanPlanner
Goal decomposed into retrieve → draft → review → execute.
- 03RetrieveResearcher
RAG over the vendor + freight vector store.
- 04DraftCoder
Bilingual RFQ and contract terms generated from context.
- 05AuditReviewer
Security & privacy guardrails redact and approve.
- 06ExecuteExecutor
Approved action dispatched through MCP tool servers.
- 07TraceObserver
Tokens, cost, and latency logged via LangFuse.
A real production workflow — condensed. Automates vendor sourcing, outreach, and contract drafting with a security gate on every hand-off.
Selected Work
01 · Agentic AI
Offline · Privacy-First LLM
Local "Jarvis" AI Assistant
A fully offline personal AI assistant running local LLMs at zero cloud cost.
PythonLocal LLMsLlamaGemma
02 · Agentic AI
Multi-Agent · Emergent Behavior
Hybrid Intelligence Simulation Game
A civilization sim where NPCs reason with local LLMs and remember via SQLite.
PygameLocal LLMsSQLiteMulti-Agent
03 · Agentic AI
Automation · B2B Lead Generation
Google Maps Lead Scraper
A high-performance scraper automating B2B lead generation and business auditing.
PlaywrightPythonWeb ScrapingLead Generation
04 · AI / ML
Classification & Retention
Customer Churn Prediction
An ML pipeline predicting subscriber churn to power retention campaigns.
Random ForestXGBoostSMOTEScikit-learn
05 · RF Security
RF Security Research · Controlled Test
Car Keyless Entry Replay (HackRF)
A replay study of a vehicle's keyless-entry signal using a HackRF One.
HackRF OneURHDragonOSRKE Protocol
Capabilities
Agentic AI & Orchestration
01Multi-agent networks, swarms, and autonomous loops in production.
LangGraphCrewAIAutoGenOpenAI Agents SDKBedrock AgentCoreClaude Agent TeamsMCP
LLM Engineering
02From inference to training — RAG, fine-tuning, and vector stores.
RAG PipelinesQLoRA Fine-TuningVector DatastoresLangChainHugging FaceGradioPrompt Compression
MLOps & Cloud
03Serverless AI on AWS, Azure, and GCP — automated with IaC.
AWS Lambda / SQSAurora ServerlessTerraformGitHub ActionsLangFuseCI/CD
Machine Learning & Data
04Classical ML, deep learning, and statistical modeling.
PythonScikit-learnTensorFlow / KerasXGBoostPandasNLP / NLTKComputer VisionTime Series
Dev Automation
05High-velocity delivery with agentic coding tools.
Claude CodeCursorCopilotCodexAGENTS.md / CLAUDE.mdJiraGitHub
0+
Certifications earned
Including Google Advanced Data Analytics, Python 3 Specialization, EHE, and Agentic AI tracks.
Top 0
Global rank on TryHackMe
TryHackMe leaderboard rank — backed by EC-Council Ethical Hacking Essentials and TryHackMe security certifications.
0
Engineering case studies
Across agentic AI, machine learning, RF security, and IoT systems.
0+ yrs
Shipping production systems
Leading AI, automation, and software delivery at Wanhar Impex since 2020.
Services
What I can build for you.
Enterprise-grade agentic engineering: secure multi-agent systems, RAG over your private data, and custom LLM integrations — grounded, observable, and deployed serverless on AWS, Azure, or GCP.
Credentials · 45+ earned
39 documented certifications across agentic AI, data science, security, and engineering — the foundation under the work.
- Udemy · Jul 2025
- Udemy · Apr 2026
- Udemy · Jun 2026
- Udemy · Jun 2026
- Udemy · Apr 2026
- Mentoga · Jun 2025
Supporting Skills
The foundations under the AI — security, data, and hardware.
Cybersecurity
Ethical hacking, forensic analysis, and secure-by-design pipelines.
Ethical Hacking (EHE)TryHackMe · Top 3Web App TestingDigital ForensicsSecurity Guardrails
Data Analytics
Google-certified advanced analytics and statistical modeling.
Regression AnalysisStatisticsTableauEDAData Pipelines
IoT & Wireless SDR
RF communication, SDR, and physical sensor integration.
HackRF / SDRRTL-SDRArduinoRaspberry PiESP8266Embedded C++Flutter
Open to Work
Available for AI Engineer, Generative AI Engineer, Machine Learning Engineer roles — on-site in Riyadh or remote worldwide.
