Available for opportunities · Worldwide

MUHAMMED
FAYIZ

AI Automation Architect & Agentic AI Engineer

N8N Expert Android/Web App Development RAG Systems ELK Stack 4+ Years LLM Integration
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AI AutomationFull-Stack DevelopmentVibe-CodingData EngineeringN8N WorkflowsETLMobile App DevelopmentLLM IntegrationRAG OperationsELK StackFirebaseDjango RESTKubernetesDockerTTS-STTCloud Architecture AI AutomationFull-Stack DevelopmentVibe-CodingData EngineeringN8N WorkflowsETLMobile App DevelopmentLLM IntegrationRAG OperationsELK StackFirebaseDjango RESTKubernetesDockerTTS-STTCloud Architecture
01

ABOUT

Muhammed Fayiz avatar

Muhammed Fayiz

Agentic AI Engineer

"Building intelligent systems that think, learn, and deliver."

AI Solutions Architect & Agentic AI Engineer with 4+ years of proven expertise designing, orchestrating, and deploying enterprise-grade multi-agent systems and data pipelines.

Specializing in autonomous LLM orchestration (n8n, LangChain, RAG Ops) and scalable cloud infrastructure (AWS, K8s, Kafka).

Architected and shipped multiple production workflows running 24/7 unsupervised with built-in human-in-the-loop (HITL) escalation, zero-downtime error handling, and persistent audit logging.

4+
Years Exp.
20+
Projects
Top Contributor
Personal Info
Nationality Indian
Location Budaiya, Bahrain
Date of Birth 1st June 2002
Marital Status Single
Gender Male
Experience 4+ Years
Soft Skills
Time Management Problem Solving Critical Thinking Self Learning Adaptability Team Leadership Effective Communication Creativity & Innovation Efficiency Under Pressure Decision Making
Languages
Malayalam
Native
English
Professional
Tamil
Professional
Arabic
Elementary
Hindi
Elementary
02

SKILL WORKFLOW

EXECUTE
WORKFLOW
🤖
Agentic AI Engineering
Autonomous Systems · Multi-Agent Orchestration · Verification Loops · Real-Time Voice Logic Bridges
Autonomous Agents Multi-Agent Systems Multi-Model Verification Loops Real-Time Voice Logic Bridges n8n Advanced Workflow Design Zapier Make LangChain Tool Use / Function Calling Memory & State Systems Agentic RAG Human-in-the-Loop (HITL) Webhooks Claude Code / Cursor ChatGPT API ElevenLabs TTS STT-TTS Pipeline Architecture Playwright / Puppeteer Model Context Protocol (MCP)
📱
Mobile & Web
Flutter · React · Firebase · Django
Mobile App DevelopmentDartReact JSFirebaseDjangoDjango RESTHTML5CSS3Bootstrap 4-5JavaScriptjQuery
📊
Data Engineering
ELK · Kafka · K8s · Prometheus
ElasticsearchLogstashKibanaKafkaDockerK8sPrometheusGrafanaFilebeatMetricbeatShell Scripting
🗄️
Backend & DB
Python · PostgreSQL · AWS · Nginx
PostgreSQLMongoDBMySQLAWSSupaBaseNginxGunicornLinuxDigitalOceanDB Router
⌨️
Core Languages
Python · Java · C++ · C
PythonJavaC++CJavaScriptDart
🎨
Design & Tools
Figma · Git · Ngrok · AsciiDoc
FigmaPhotoshopGitGitHubGitLabNgrokAsciiDocDashboard Creation
💳
Payments
Gateways · Webhooks
PayPalRazorpayTwilio
Vibe-coding & Agentic IDEs
AI-native Development
AntigravityCursorClaude CodeMiniMax
🗂️
Collaboration & CRM
JIRA · Office 365 · Zoho · Confluence
JIRAConfluenceOffice 365Zoho CRMSharePoint
← →Scroll to pan workflow
03

JOURNEY

Work Experience
Education & Elite Technical Training
2019
🎓 Education
Jun 2019 – May 2021
Higher Secondary Education
Koodathai St Marie's Higher Secondary School · Kerala, India
Completed Higher Secondary with Computer Commerce, establishing foundational knowledge in computing principles and business studies.
Computer CommerceKerala Board of HSE
2021
🎓 Elite Technical Training
Jun 2021 – Feb 2022 · 8 months
Advanced Full-Stack & Systems Engineering Fellowship
Brototype (BroCamp) · Calicut, Kerala, India
Completed an intensive, full-time engineering residency deeply focused on production-first software architecture, continuous integration, and scalable cloud orchestration. Logged 4,000+ hours of rigorous technical execution, outpacing traditional computer science curricula through rapid, hands-on enterprise application delivery. Designed and deployed Triple Hash, a production-grade e-commerce engine engineered with multi-layered OTP authentication and payment gateways containerized on AWS via Nginx pipelines.
PythonPython DjangoReact JSJava ScriptHTML5/CSS/BootstrapPostgreSQLMySQLMongoDBAWSTwilioPayPalNginxFigmaGIT/GITHUB
2022
💼 Work Experience
Feb 2022 – Jul 2024 · 2.5 yrs
Senior Data Engineer
BT Group plc via Freston Analytics · Calicut, India
Led the D-tailer project extracting data from biometric attendance machines through complete ETL pipelines and data visualisation. Designed and built data pipelines for four major BT telecom projects: TraderVoice, GMV (Synergy), OrVEL CRE, and Galaxy CLS. Served as team lead for the administrator division. Conducted educational workshops for college students on data engineering. Acted as main face of the administrator team. Awarded Top Contributor 2022.
ELK StackKafkaDockerPrometheusGrafanaKubernetesShell ScriptingFilebeatMetricbeatAsciiDoc
2024
💼 Work Experience · Current
Aug 2024 – Present · Bahrain
Agentic AI Engineer & Architect / Full-Stack Developer
Codecraft Innovations W.L.L · Bahrain
Building end-to-end mobile applications and innovative AI automation workflows. Independently designed and deployed Appointment Management System, Trip Accountant, and multiple N8N AI pipelines. Created AI Voice Call Agent, Automated Content Sync Engine, YouTube Shorts Generator, Ads & Video Generator, and News Fetcher Bot integrating LLMs, ElevenLabs TTS, Twilio, Meta API, and Google APIs. Awarded Top Contributor 2025.
N8NMobile App DevelopmentDartFirebaseLLM APIsElevenLabsRAGHITLTwilioFigma
NOW
04

KEY PROJECTS

🤖
AI · AUTOMATION
04
Automated Ads & Video Generator
N8N · WhatsApp · GPT-4o · ElevenLabs TTS · Twilio · FFMPEG

End-to-end advertisement video creation pipeline from concept to multi-channel distribution. Integrated AI-powered content generation with professional video rendering. Reduced video production time by 90% through intelligent automation workflows.

05
News Fetcher Bot
N8N · Twilio · WhatsApp · NewsAPI.org

Automated news retrieval bot responding to user queries via WhatsApp chat. Built using N8N workflows, Twilio API, and NewsAPI.org to fetch top news articles on user-provided topics. Designed end-to-end automation handling incoming chat messages, querying APIs, and returning formatted results.

06
Automated YouTube Shorts Generator
N8N · AI APIs · ElevenLabs · FFMPEG · NewsAPI.org

Fully automated workflow to create short videos from story data. Fetches top 5 news articles on user-provided topics, generates narration via AI TTS, renders video with FFMPEG, and distributes the output. Built for fast, reliable content delivery with dynamic storytelling through automation.

👾
VIBE CODING
📱
MOBILE · FLUTTER
11
Trip Accountant Mobile App
Mobile App Development · Dart · Firebase

Mobile app for carrier vehicle owners to manage and track vehicle finances. Multi-account support to track income, expenses and generate reports per vehicle or driver. Features intuitive dashboards for monitoring vehicle performance and profitability. Built end-to-end from concept to deployment.

12
Workers-Hub Platform
Django · Django REST Framework · Flutter · JWT · PostgreSQL

Online platform to hire and get hired for daily jobs, acting as a broker agent. Worker module: JWT login, sign up, worker profile. User module: JWT login, sign up, user profile, form to apply for workers. Django/DRF backend with Flutter frontend and Figma-designed UI.

📊
DATA ENGINEERING
13
TraderVoice (BT Group)
Prometheus · Metricbeat · Elasticsearch · Kibana · Docker · SNMP

Dockerized monitoring pipeline collecting system data from TPO, TSS and Turret via SNMP Exporter. Channels data into Prometheus, then employs Metricbeat to send metric data to Elasticsearch and Kibana. Enables insightful dashboard creation for real-time data visualization — all tools deployed within Docker containers.

14
GMV — Global Managed Voice (BT)
Logstash · Elasticsearch · Kafka · Docker · SNMP

The GMV Synergy project captures SNMP Traps raised in Perimeta. Logstash processes and transmits these traps to Elasticsearch for analysis, playing a vital role in the broader GMV initiative and ensuring efficient handling of voice-related telecom data at scale.

15
OrVEL CRE — Call Routing Engine (BT)
ELK Stack · Shell Scripting · Docker · Prometheus

Integral telecom network component managing critical call routing decisions. Comprising Master Servers and Edge Servers, this project orchestrates efficient call traffic flow, contributing significantly to network performance and reliability across the BT infrastructure.

16
Galaxy CLS — Centralized Logging Solution (BT)
Logstash · Elasticsearch · Kibana · Filebeat · Docker

Centralized Logging Solution receiving and processing logs from PCC Gateway, PCC MME, PCG APP, PCG A10 NAT, and Firewall source interfaces. Logs are efficiently processed and stored using Logstash and Elasticsearch, enabling clear and actionable visualization in Kibana dashboards.

17
D-tailer — Attendance Data Pipeline (Freston)
ELK Stack · ETL · Shell Scripting · Grafana · Kibana

Data extraction pipeline from biometric attendance machines with full ETL processing and comprehensive data visualization. Served as the main lead on this internal Freston Analytics project. Results were presented in interactive Kibana and Grafana dashboards for management insights.

🌐
WEB DEVELOPMENT
19
Pro Shope
Django · React JS · PostgreSQL

Full-stack e-commerce platform with Django REST Framework backend and React JS frontend. Features product listings, user authentication, and shopping cart functionality. Built as a comprehensive learning project covering full-stack integration patterns.

← →Scroll to browse projects
02

SKILL WORKFLOW

🤖
Agentic AI Engineering
Autonomous Systems · Multi-Agent Orchestration · Verification Loops · Real-Time Voice Logic Bridges
Autonomous AgentsMulti-Agent SystemsMulti-Model Verification LoopsReal-Time Voice Logic Bridgesn8n Advanced Workflow DesignLangChainTool Use / Function CallingMemory & State SystemsAgentic RAGHuman-in-the-Loop (HITL) WebhooksClaude Code / CursorChatGPT APIElevenLabs TTSSTT-TTS Pipeline ArchitecturePlaywright / PuppeteerModel Context Protocol (MCP)
📱
Mobile & Web
Flutter · React · Firebase · Django
Mobile App DevDartReact JSFirebaseDjangoDjango RESTHTML5CSS3BootstrapJavaScript
📊
Data Engineering
ELK · Kafka · K8s · Prometheus
ElasticsearchLogstashKibanaKafkaDockerK8sPrometheusGrafanaFilebeatShell Scripting
🗄️
Backend & DB
Python · PostgreSQL · AWS · Nginx
PostgreSQLMongoDBMySQLAWSSupaBaseNginxLinuxDigitalOcean
⌨️
Core Languages
Python · Java · C++ · C
PythonJavaC++CJavaScriptDart
🎨
Design & Tools
Figma · Git · Ngrok · AsciiDoc
FigmaPhotoshopGitGitHubGitLabNgrokAsciiDoc
💳
Payments
Gateways · Webhooks
PayPalRazorpayTwilio
Vibe-coding & Agentic IDEs
AI-native Development
AntigravityCursorClaude CodeMiniMax
🗂️
Collaboration & CRM
JIRA · Office 365 · Zoho · Confluence
JIRAConfluenceOffice 365Zoho CRMSharePoint
04

KEY PROJECTS

🤖 AI · Automation
01
AI Voice Call Agent Receptionist
N8N · JavaScript · ElevenLabs · Google APIs · GPT-4o · Supabase · React JS · Cloudflare

Intelligent voice assistant workflow automating appointment scheduling and customer inquiries. Production 24/7 clinic voice agent utilizing a planner-executor-critic architecture. ElevenLabs manages the live audio stream while n8n enforces business rules via server-side tool calls (temporal validation, duplicate prevention, 4-minute buffer rules). Backed by an RBAC analytics dashboard.

02
Automated AI Content Sync & Static-Site Engine
N8N · Meta API · OpenAi GPT-oss-120b · Nano Banana Pro · Llama 4-scout-17b-16e instruct · Headless CMS · Telegram / Email API · Google Sheets

Real-time workflow syncing Instagram posts to a static website, eliminating manual data entry and cutting time-to-market by 95%. Llama 4-scout-17b-16e analyzes images and captions to auto-generate structured, SEO-friendly product metadata. Uses Google Sheets as a database to trigger instant site rebuilds on new social activity.

⬡ View Pipeline Breakdown →
03
Autonomous Lead Generation & Outreach Engine
N8N · Google Maps API · AI Web Scrapers · Apify · Apollo.io · OpenAI · WhatsApp Business API · Twilio

Developed an autonomous B2B pipeline utilizing multi-model LLMs to derive localized target client niches from raw product catalog drops. The system deploys parallelized, direct-access AI web scrapers to crawl landing pages and cross-verify active client requirements against live business signals. It systematically orchestrates multi-stage, hyper-personalized messaging workflows across WhatsApp and Email endpoints using Apify data layers and rate-limit guardrails to protect system integrity.

04
Automated Ads & Video Generator
N8N · GPT-4o · ElevenLabs TTS · Twilio · FFMPEG

End-to-end advertisement video creation pipeline. Reduced video production time by 90% through intelligent automation workflows.

05
News Fetcher Bot
N8N · Twilio · WhatsApp · NewsAPI.org

Automated news retrieval bot responding to user queries via WhatsApp. Handles incoming messages, queries APIs, and returns formatted results.

06
Automated YouTube Shorts Generator
N8N · AI APIs · ElevenLabs · FFMPEG · NewsAPI.org

Fully automated workflow creating short videos from news data. Fetches articles, generates AI narration, renders with FFMPEG, and distributes output.

👾 Vibe Coding
07
AI Voice Agent Live Dashboard
React · TypeScript · Tailwind CSS · Supabase · Vite

Multi-tenant dashboard for AI receptionist clients with real-time call management, role-based access control, analytics with charts, dark/light mode, and RTL support.

08
Restaurant POS — Web
React · Vite · Tailwind CSS · Supabase · Chart.js

Full-featured web-based POS with order management, inventory tracking, analytics dashboard, and role-based access. RTL design with Supabase cloud database.

09
Restaurant POS — Android
React Native · Expo · SQLite · Supabase

Offline-first tablet POS app with SQLite and cloud sync. Order management, multi-payment support, PIN protection, and landscape-only interface.

📱 Mobile · Flutter
10
Appointment Management System
Dart · Firebase · Multi-role Architecture

Multi-provider booking platform with category-based services. Separate APKs for customers and providers with comprehensive admin oversight module.

11
Trip Accountant Mobile App
Dart · Firebase

Mobile app for carrier vehicle owners tracking vehicle finances. Multi-account support for income, expenses, and reports per vehicle or driver.

12
Workers-Hub Platform
Django REST · Flutter · JWT · PostgreSQL

Online platform to hire and get hired for daily jobs. Worker and user modules with JWT auth, profiles, and Figma-designed Flutter frontend.

📊 Data Engineering
13
TraderVoice (BT Group)
Prometheus · Metricbeat · Elasticsearch · Kibana · Docker

Dockerized monitoring pipeline collecting system data via SNMP. Channels into Prometheus → Metricbeat → Elasticsearch for Kibana dashboards.

14
GMV — Global Managed Voice (BT)
Logstash · Elasticsearch · Kafka · Docker · SNMP

Captures SNMP Traps from Perimeta. Logstash processes and transmits to Elasticsearch for efficient voice-related telecom data analysis at scale.

15
OrVEL CRE — Call Routing Engine (BT)
ELK Stack · Shell Scripting · Docker · Prometheus

Manages critical call routing decisions with Master and Edge Servers for efficient call traffic flow across BT infrastructure.

16
Galaxy CLS — Centralized Logging (BT)
Logstash · Elasticsearch · Kibana · Filebeat · Docker

Centralized logging from multiple source interfaces including PCC Gateway, MME, PCG APP. Visualized in Kibana dashboards.

17
D-tailer — Attendance Pipeline (Freston)
ELK Stack · ETL · Shell Scripting · Grafana · Kibana

Data extraction from biometric attendance machines with full ETL processing. Presented in interactive Kibana and Grafana dashboards.

🌐 Web Development
18
Triple Hash — E-Commerce Watch Store
Django · React JS · PostgreSQL · AWS · Twilio · PayPal

Full-featured online watch store with admin and customer modules. OTP auth, wishlist, PayPal payment, invoice PDFs. Deployed on AWS with Nginx.

19
Pro Shope
Django · React JS · PostgreSQL

Full-stack e-commerce platform with Django REST backend and React JS frontend. Product listings, authentication, and shopping cart.

05

ACHIEVEMENTS

2025
Top Contributor
Codecraft Innovations W.L.L
2022
Top Contributor
BT Client Project — Freston Analytics
2021 – 2022
BroCamp Coding Internship
Brototype · Web Developer — Python Django + React JS · Kerala, India
2019 – 2021
Higher Secondary Education
Koodathai St Marie's Higher Secondary School · Computer Commerce
LANGUAGES
Multilingual Professional
Malayalam (Native) · English (Professional) · Tamil (Professional) · Arabic · Hindi
HOBBIES
Beyond the Screen
Chess · Reading · Swimming · Gaming

LET'S BUILD
TOGETHER

Open to AI automation architect and agentic AI engineering roles or collaborations.

Case Study · AI Automation · N8N

Automated Car Inventory
Sync Engine

A multi-model AI pipeline that transforms raw, unstructured Instagram car listings into clean, bilingual, structured inventory data — fully automatically, on a schedule, with zero human input.

N8N Workflow — AI Content Sync Engine Live N8N Workflow Canvas

A Bahrain-based car dealership was posting vehicle listings on Instagram daily. Each post was a wall of unstructured text — mixed with promotional copy, emojis, and Arabic — that had to be manually re-entered into a database. The process was slow, error-prone, and repeated every single day.

The workflow runs on a schedule, pulling fresh posts automatically. Each listing travels through a multi-stage AI processing chain before landing in a structured Google Sheet.

Schedule Trigger
N8N Cron
📡
Fetch Posts
Meta Graph API
✂️
Split & Extract
Caption + Media
🦙
Data Extraction
Llama 3.1 8b
🌐
AR Translation
Gemma 3 4b
🔍
Visual Check
Gemma 4 26b Vision
🔀
Merge & Validate
Logic Gates
📊
Write to Sheet
Google Sheets

One of the more interesting design decisions: if the text caption is missing a car's color or type — which happens — the pipeline automatically downloads the car image and sends it to Gemma-4-26b Vision to visually identify the missing details. The visual result is then merged back with the text data before writing. No manual review. No gaps.

📥 Raw Input — Instagram Caption
*GEELY COOLRAY*
*Agency Warranty*Single owner*
Zero accident*
*Model - 2025*
*Km - 39k km only*
Engine - Geely
Color – White
*Registration & Full Insurance
- July - 2026*

Fully automatic / Alloy wheels /
Smart key Button start /
Leather seats / Rear Sensor &
Camera / Auto & Rear AC /
Drive mode / GEELY Music System
With bluetooth / FM / AM /
Aux / Usb / Etc.....

*OFFER PRICE : 5000/-
Negotiable for serious customers*

Payments options
*Cash & Bank loan*
*Exchange with old cars*

* SPECIAL OFFER BHCARS *
"GIFT THE DREAM CAR..."
Mr. BH- +973 00000000
Mr. BH-2 +973 00000000
[showroom hours, links, etc...]
📤 Structured Output — JSON
{
  "car_name": "GEELY COOLRAY",
  "car_name_ar": "جيلي كول ري",
  "model_year": 2025,
  "Km": 39000,
  "color": "White",
  "price": 5000,
  "negotiable": true,
  "transmission": "Fully automatic",
  "transmission_ar": "أوتوماتيكية بالكامل",
  "features": ["Alloy wheels",
    "Smart key", "Leather seats", ...],
  "features_ar": ["عجلات معدنية",
    "زر تشغيل ذكي", ...],
  "payment_options": [
    "Cash & Bank loan",
    "Exchange with old cars"],
  "faq": [{
    "en": [{ "que": "Does it have
      parking sensors?",
      "ans": "Yes, rear sensors
      and camera included." }],
    "ar": [{ "que": "هل تحتوي على
      حساسات مواقف؟", ... }]
  }, ...],
  "media_urls": ["https://...",
    "https://..."],
  "car_type": "SUV",
  "sold": "Unsold"
}
95%
Time-to-publish reduction
3
AI models orchestrated in one flow
0
Manual data entry required
2x
Languages — EN + AR per listing
6
Auto-generated FAQs per car
Runs 24/7 on schedule, unsupervised

Each model is assigned a specific role it's best at. Llama handles fast structured extraction from messy text. Gemma-3 handles bilingual translation and FAQ generation. Gemma-4 Vision only activates when the text pipeline leaves gaps — a conditional branch checks if color or car type is empty before downloading the image. This keeps costs low by avoiding unnecessary vision calls while ensuring data completeness.

The entire flow is stateless, idempotent, and fault-tolerant — every record uses the listing ID as a unique key, so re-runs update existing entries instead of creating duplicates.

N8N (Self-hosted) Meta Graph API Llama 3.1 8b (Groq) Gemma 3 4b (OpenRouter) Gemma 4 26b Vision (Google) Google Sheets API JavaScript (Code Nodes) Conditional Logic Gates Multi-model Orchestration Scheduled Triggers