09/09/2026 updated

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100 % available

Headline AI Systems Architect & Instructional Designer

USA
Only remote
Bachelor of Education (B.Ed. Hons.)
USA
Only remote
Bachelor of Education (B.Ed. Hons.)

Profile attachments

MariumKumail_Resume.pdf

About me

I am an AI Systems Architect and Instructional Designer with a B.Ed. (Hons.) and 6x Google Cloud Certifications. I specialize in multi-agent learning architectures, telemetry-driven curriculum design, and digital content development. I build scalable, high-impact learning systems.

Artificial IntelligenceCollaborative LearningCurriculum DevelopmentInstructional Design
AI Systems Architect & Instructional Designer (Freelance): Design and build autonomous multi-agent learning architectures and crisis orchestration systems (e.g., CIRO) combining probabilistic LLMs with deterministic pedagogical constraints. Integrate learning workflows with LMS environments via two-way API telemetry flows.
Educational Content Developer: Authored 20+ structured course packages, instructional video scripts on corporate communication theories, and AI-powered study tools (IntelliSearch, Study-Bot) designed to scaffold mastery without giving away direct answers.
Computer Science Educator: Formerly instructed K-5 CS curricula, developing technology-integrated lesson plans and data-informed teaching strategies.

Experience

Professional experience5 - 10 years
Freelancer since2020

Languages

EnglishNative speaker

Project history

AI Systems Architect & Instructional Designer

Freelance
  1. Designed and engineered multi-agent AI learning architectures (such as CIRO and AgisMastery) combining probabilistic LLMs with deterministic pedagogical constraints.
  2. Built telemetry-driven diagnostics and two-way API LMS integrations to track microstep learning progress and bridge completion-to-mastery gaps.
  3. Developed AI-powered study tools (IntelliSearch, Study-Bot) utilizing LangChain, Gemini API, and LLaMA 2 to deliver Socratic scaffolding and interactive Q&A.

Instructional Designer & Educational Content Developer

Freelance
  1. Authored structured course packages, lesson plans, and assessments across 20+ textbooks, matching attention-span chunking and stated behavioral objectives.
  2. Developed professional video scripts on organizational communication theories and created Level 5 educational content for trainee teachers.
  3. Delivered data-driven content strategy and custom curriculum solutions in AI, cloud computing, and analytics dashboards.

Data & BI Professional

Fatimiyah Education Network
  1. Designed and developed automated Power BI dashboards, modeling complex data pipelines across SQL, Excel, and Google Cloud to track business KPIs.
  2. Collaborated with cross-functional stakeholders to define business requirements, deliver actionable insights, and optimize reporting workflows.

Computer Science Teacher

Fatimiyah Education Network

Other

500-1000 team member

  1. Taught K–5 computer science curricula and developed technology-integrated lesson plans.
  2. Digitized 20+ physical textbooks into interactive digital learning materials and PowerPoint guides.

Certificates

Professional Machine Learning Enginee

Google

2025

Google Analytics Certification

Google

2025

Portfolio

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