NOUR TAYEM
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About Work Projects Creative Services Contact Hire Me
AI Engineer · Toronto, ON
Nour
Tayem

I build AI systems that cut your team's manual work in half — automation pipelines, content engines, and custom AI tools that run while you sleep.

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About
I'm an AI Engineer and Automation Architect with 3+ years building systems that make businesses faster, leaner, and smarter.

My clients stop paying for manual work that a well-built AI system can handle in seconds. I've eliminated 120+ monthly tasks for one client, cut validation cycles by 29% for another, and automated 79+ campaigns for brands that couldn't afford a full team.

I work with small teams, founders, and growing companies who want AI that actually ships — not slides about AI.
Availability
Open to freelance clients
Remote · Worldwide
What I Deliver
Working systems, not prototypes.
Shipped in days, not months.
Based In
Toronto, Ontario
Works with clients globally
Stack
Claude API · OpenAI · LangChain · n8n · Python · Flask · RAG · MCP
0+
Monthly Tasks Automated Away
0%
Faster Cycle Times
0+
Campaigns Run on Autopilot
0+
Years Building AI Systems
Experience
Proof that
it works.
Nov 2025 — Jul 2026
Pinterest
AI / LLM Engineer
  • Designed structured evaluation pipelines assessing AI model output quality across large-scale multimodal datasets
  • Identified data quality gaps and system vulnerabilities, delivering targeted solutions that improved downstream reliability
  • Collaborated across Canada and US teams to define requirements, document processes, and hit delivery milestones
Apr 2025 — Oct 2025
Futurist Hub
Automation & AI Engineer
  • Led client-facing engagements to scope, design, and deliver AI automation integrating LLMs, enterprise APIs, and agentic workflows
  • Modernized legacy workflows with AI-driven automation — achieved 32% improvement in task cycle completion
  • Managed sprint planning, backlog prioritization, and release coordination across multiple workstreams
Nov 2023 — Mar 2025
Outlier
AI Solutions Engineer
  • Developed 140+ structured evaluation frameworks for enterprise AI systems — reduced validation cycles by 29%
  • Communicated technical findings to both technical and non-technical stakeholders across distributed global teams
Jan 2024 — Aug 2024
Musashi AI North America
AI Software Developer — Intern
  • Built Python and Flask backend features supporting AI application development within an Agile delivery environment
Sep 2022 — Oct 2023
Kingco Media
Digital AI Manager
  • Managed AI-driven automation across 79+ client campaigns, embedding automation into legacy manual workflows
  • Delivered client-facing strategy presentations and KPI dashboards translating technical outcomes into business value
Projects
Built from
scratch.
01 / 04
AGENT API LLM MCP OUTPUT
AI Automation Suite
Production-grade multi-agent system using Claude API, MCP server integrations, and Python. Eliminated 120+ monthly manual tasks across enterprise workflows — runs autonomously 24/7.
Claude API Python MCP Multi-Agent
02 / 04
20,000+ RECORDS PROCESSED 61% DISCOVERY 410 NEW
Large-Scale Data Discovery Agent
Two-step LLM pipeline using RAG and parallel enrichment. Identified 410 net-new entries from a 20,000+ record dataset at a 61% discovery rate, with zero human intervention.
RAG LLM Pipeline Parallel Processing
Read the case study →
03 / 04
$ life-os start Loading modules... ✓ Goals · Tasks · Work ✓ AI Engine running Ready GOALS TASKS WORK AI ENGINE JOURNAL
Life OS — Personal AI Operating System
Full-stack AI productivity system managing goals, tasks, work, and daily operations. Built with Flask, LLM integration, and voice input. A second brain that actually works.
Flask LLM Full Stack Voice Input
04 / 04
REDDIT GOOGLE NEWS GEMINI TOPIC PICK GENERATE POST REVIEW APPROVE LINKEDIN PUBLISH FULLY AUTOMATED · ZERO MANUAL EFFORT Reddit API · Google News RSS · Gemini 2.0
Intelligence Masters Content Pipeline
Fully automated LinkedIn content engine. Pulls trending topics from Reddit and Google News, picks the best angle with Gemini, generates polished posts — end to end, zero manual effort.
Gemini API Reddit API RSS Automation
Case Study
From a guess
to a number.
Large-Scale Data Discovery Agent

A two-step LLM pipeline that turned slow, incomplete manual research across 20,000+ records into a measurable, autonomous workflow. It grounds against what is already known, then searches in parallel for what is not, and scores everything it returns.

Read the full case study
61%
Discovery rate
410
Net-new entries found
20k+
Records grounded against
0
Human passes required
Skills
What I
work with.
AI & LLMs
Claude API OpenAI API Gemini LangChain RAG Prompt Engineering LLM Evaluation Agentic Workflows Hugging Face
Engineering
Python Flask REST APIs SQL JavaScript React ETL Pipelines Git Docker
Cloud & Automation
AWS GCP n8n MCP Server MLflow CI/CD Workflow Automation
Delivery & Collaboration
Agile / Scrum Jira Confluence Sprint Planning Stakeholder Reporting Requirements Gathering
Services
What your business
stops doing manually.
AI Automation Systems
End-to-end automation that removes manual work from your team's day. I build pipelines that run 24/7 with no human in the loop.
Agentic workflow design
Email and lead pipeline automation
Reporting and data pipelines
n8n, LangChain, Claude API
AI Content and Marketing
Automated content systems that keep your brand active across LinkedIn, ads, and email — without a content team behind it.
LinkedIn content automation
Ad copy generation pipelines
Social media management
Trend-driven post generation
Custom AI Applications
Purpose-built AI tools for your business. RAG systems, internal assistants, evaluation frameworks — built to your exact requirements.
RAG and knowledge base systems
Internal AI assistants
LLM evaluation frameworks
Web and API integration
Website Design and Development
Clean, fast, conversion-focused websites built from scratch. From personal brands to business landing pages — designed to make you look like the best in the room.
Personal brand and portfolio sites
Business landing pages
Custom animations and interactions
AI-ready architecture from day one
Start a Project
Usually respond within 24 hours  ·  Free 30-min discovery call
01
Discovery Call
30 minutes. You tell me the problem, I tell you if and how I can solve it.
02
Build
I design and ship the system. You see progress every step. First version in under 2 weeks.
03
It Runs
Your system runs autonomously. I hand over full documentation and stay available for support.
Contact
Got a problem
AI can solve?

Tell me what your team is doing manually that shouldn't be. I'll tell you if I can automate it — and how long it would take. No pitch, no pressure.

Email
nour@tayem.ca
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LinkedIn
nour-tayem-softwareeng
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Resume
Download PDF
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GitHub
Nour2468
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How It Works
One conversation. I scope it,
price it, and we move fast.
Turnaround
First working version in 1 — 2 weeks.
Full delivery in 30 days.
Best fit for
Founders · Small teams · Agencies
who want AI done right, fast
Taking new clients now