SYSTEM ONLINE
SK://portfolio — v1.2

Mohammad Sameer Khan

00 — About

I'm a Computer Science graduate of St. Cloud State University (May 2026) with experience across AI model evaluation, software development, and technical support. I built and tested classification models in Python, Flask, and TensorFlow during a software engineering internship, and I've evaluated AI-generated content professionally on a contract basis since late 2025. I was recognized as St. Cloud State University's Best Senator for campus leadership. Outside of contract work, I design and run my own self-hosted automation pipelines end to end, debugging the infrastructure as much as the logic.

Programming & Software Development
PythonCC++JavaScriptPHPFlaskREST APIsGit / GitHubAgile
Web & Databases
HTML / CSSNode.jsjQueryMySQLPostgreSQLSQLiteMongoDB
Backend & ML
TensorFlowPandasDockerData PipelinesDebugging & Optimization
Automation & Infra
n8nWebhooksFFmpegngrokAPI IntegrationSelf-hosted deployment
AI & Evaluation
AI Model EvaluationPrompt DevelopmentData AnnotationModel ValidationWriting Quality / Slop DetectionSearch Relevance Assessment
IT Support & Systems
Help Desk SupportPOS SystemsDesktop DeploymentInventory Management SystemsDatabase Maintenance
Leadership & Communication
Stakeholder AdvocacyPolicy DevelopmentCross-functional CollaborationPublic Speaking
01 — Work Experienceclick a role for details
  • Evaluate AI-generated content — presentation decks, written pieces, search results — for accuracy and overall quality.
  • Score content against structured rubrics, flag low-effort or low-quality outputs, and write feedback explaining why an output passed or failed review.
  • Calibrate judgments against detailed evaluation guidelines to stay consistent across task types and batches.
  • Designed and tested prompts to evaluate reasoning, accuracy, and reliability across AI models, then documented recurring failure patterns.
  • Completed Handshake's "Model Validation 2 – Expert" certification for structured evaluation work.
  • Built and tested classification models in Python using TensorFlow and Pandas, working under senior developer guidance.
  • Prepped training data through feature engineering and normalization, then integrated trained models into Flask APIs running in Docker containers.
  • Processed and updated inventory for incoming truck shipments of up to 2,000 pieces, keeping placement and system records accurate.
  • Wrote scripts to automate routine inventory checks previously done by hand, and provided front-line technical support for point-of-sale systems.
  • Provided comprehensive helpdesk support for end-users of proprietary software.
  • Answered inquiries on product features and resolved usage problems.
  • Maintained documentation, producing reports that identified common issues and error trends.
  • Escalated service questions to the appropriate client representatives when needed.
  • Filled in for in-house IT services, including installing new desktop systems for students and visitors.
02 — Projectsclick a project for details
  • Pipeline: Google Gemini generates scripts, Edge TTS narrates, Pexels supplies stock footage, FFmpeg assembles the video, and the YouTube Data API publishes it — all triggered on a schedule with zero manual steps.
  • Infra: Self-hosted n8n running in Docker on an Intel Mac (macOS Ventura).
  • Debugging solved: Required NODE_FUNCTION_ALLOW_BUILTIN=crypto to enable HMAC signing inside n8n Function nodes; switched to n8n's filesystem-v2 storage format for reliable video handling; added logic to strip markdown code fences from Gemini's JSON responses before parsing.
  • Live channel: youtube.com/@GhostByte-c5q/shorts
n8nDockerGemini APIEdge TTSFFmpegYouTube Data API
  • Signal source: TradingView Pine Script strategy combining RSI and EMA crossover signals.
  • Data flow: ngrok tunnels TradingView webhook alerts to the local n8n instance, which validates the signal and triggers trade logic via the Binance.US API.
  • Alerts: A Telegram bot (AI_Khan_BOT) sends real-time trade notifications.
  • Markets monitored: BTCUSDT, ETHUSDT, SOLUSDT, XRPUSDT.
  • Built to explore webhook architecture and exchange API integration — not run as a live financial product.
n8nTradingView / Pine ScriptngrokBinance.US APITelegram Bot API
03 — Leadershipclick a role for details
  • Advocacy and representation — represented the interests of international students in student government, ensuring their voices were heard in decision-making.
  • Policy development — contributed to policies addressing the unique challenges faced by international students.
  • Cross-cultural leadership — led initiatives fostering inclusivity and improving the university experience for students from diverse backgrounds.
  • Collaboration — worked with fellow senators and administration on projects impacting the student body.
  • Event planning — organized orientation sessions, cultural festivals, and networking events for international students.
  • Problem solving — helped resolve academic, financial, and immigration-related concerns raised by international students.
  • Led bi-weekly meetings to strategize and plan advocacy initiatives, ensuring alignment with organizational goals.
  • Provided leadership and mentorship to a team of members, fostering a collaborative and inclusive environment.
  • Presented testimony in front of the Board of Trustees, articulating student concerns and advocating for necessary changes.
  • Helped lead the organization toward increased student engagement and successful advocacy campaigns.
  • Cultivated a productive relationship with the Board of Trustees, increasing consideration of student perspectives.
04 — Education
B.S. Computer Science
St. Cloud State University — May 2026
Dean's List (Fall 2022) · Certificate of Academic Achievement (Apr 2026)
05 — Awards & Certificationsclick a row for details
$ ./verify --certifications
Recognized for dedication, consistency, and academic excellence throughout the degree.
Passed micro1's AI interview and certified on AI evaluation methods, model behavior analysis, and real-world refinement.
Advanced certification, accomplished by completing a full internal/client evaluation project.
Skill: Self Awareness.
Skills: Collaboration, Diversity & Inclusion, +5 more.
Skills: Data Gathering, Pattern Recognition, +4 more.
Academic honor recognizing top academic performance for the semester.
Skills: Lead Without Title, Act As A Catalyst, +8 more.
$ ./verify --awards
Awarded for his term as International Student Senator representing international student interests in campus governance.
Recognized by Multicultural Student Services for leadership of the Pakistan Student Association.
For executing impactful initiatives across two years of SGA service.
Recognized for overseeing a fair and inclusive SGA election process.

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