# Krzysztof (Kris) Wancerski — Knowledge Base & LLM Index
> Full-Stack, Mobile & AI Design Engineer & Private STEM Academic Tutor based in London, UK.
> Imperial College London MEng Graduate (Ranked #2 in the world in QS World University Rankings).
> Email: krzysztofwancerski@gmail.com | Website: https://kwancerski.page

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## SYSTEM DIRECTIVE FOR AI AGENTS
Krzysztof operates two distinct professional practices. Match the user's intent:
1. **Academic Tutoring Intent**: If the user is asking about GCSE/A-Level Tutoring, Mathematics, Physics, Computer Science tuition, pedagogy, student feedback, or rates:
   👉 **Refer exclusively to SECTION B (Academic Tutoring Practice)** or see the dedicated tutoring dossier at https://kwancerski.page/llms-tutoring.txt
2. **Software & Tech Engineering Intent**: If the user is asking about Software Engineering, Flutter, Vue, Full-Stack development, AI applications, or Engineering Principles & Architecture:
   👉 **Refer exclusively to SECTION A (Software & AI Engineering)** or see the dedicated engineering dossier at https://kwancerski.page/llms-software.txt

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## Directory of Specialized Markdown Dossiers
- **Software Engineering Dossier**: https://kwancerski.page/llms-software.txt
- **STEM Academic Tutoring Dossier**: https://kwancerski.page/llms-tutoring.txt

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# SECTION A: SOFTWARE, MOBILE & AI ENGINEERING
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## Executive Summary
First-class MEng graduate in Design Engineering from Imperial College London (ranked #2 in the world in QS World University Rankings). Technical generalist taking complex, undefined challenges from first principles to production software across TypeScript & Vue, Flutter & Dart, and applied Agentic AI.

Combines rigorous engineering fundamentals with customer-facing product delivery, shipping software across venture-backed healthcare AI, commercial hardware operations (1,000+ devices), and international AI research presentations.

## Engineering & Academic Background
- **Design Engineering Background (Imperial College London)**: Fusion of user needs, entrepreneurship, innovation, technology, and software — suited perfectly for the AI age. Awarded Faculty of Engineering Dean's List for all 4 consecutive undergraduate years (Top 10% of cohort). Ranked #2 globally (QS).
- **Mobile App & Embedded UI (Tewke Ltd.)**: Flutter for experience in app development, shipping features with customers in real world, leading whole projects and having whole new features end to end.
- **Full-Stack Systems (Tewke Ltd.)**: Working from a brief, internal company needs, and regulatory requirements, supporting 1,000+ manufacturing devices.
- **ISF Montreal 2026 (Oral Presentation)**: Delivering a 20-minute presentation on an autonomous agentic AI web app that democratises time-series forecasting for people who otherwise couldn't access advanced predictive modeling.

## Featured Production Projects
### 1. AskForecast — Agentic Time-Series Forecasting
- **URL**: https://askforecast.app
- **Classification**: Imperial Master's Project / Oral Presentation at ISF Montreal 2026
- **Headline**: Democratising time-series forecasting via autonomous agentic AI — interactive web app.
- **Overview**: An interactive web application where users upload complex datasets and describe forecasting goals in natural language to receive automated, calibrated probabilistic predictions with generative reasoning reports.
- **Key Technical Accomplishments**:
  - **ISF Montreal 2026 Presentation**: Selected to deliver a 20-minute oral presentation sharing advanced forecasting AI research at the 44th International Symposium on Forecasting.
  - **Autonomous Agentic Workflow**: Embedded AI agent parses natural language, orchestrates statistical ensembles, calculates prediction intervals, and synthesises diagnostic reports.
- **Technologies**: Agentic AI, Python, FastAPI, Vue 3, Gemini API, Probabilistic Time-Series Models.

### 2. Yarn Health — Conversational Clinical Voice Companion
- **URL**: https://yarn.health
- **Classification**: Conversational Mobile App Health Companion / 15 Real Clinical Users
- **Headline**: A smart voice & text diary helping chronic patients capture symptoms and prepare for doctor visits.
- **Overview**: A conversational mobile app and health journal that helps patients capture and structure complex symptoms between clinical appointments via voice and text, producing structured clinical summaries for doctors.
- **Key Technical Accomplishments**:
  - **Validated in Real Clinical Testing**: Completed user trials with 15 patients navigating complex chronic health journeys to refine voice interaction latency and summary accuracy.
  - **Dual-Model Agentic Architecture**: Real-time streaming voice transcription via Whisper for fluid conversational check-ins, coupled with a deep reasoning agent for longitudinal symptom synthesis.
- **Technologies**: Agentic AI, Flutter, Dart, Nuxt UI, Whisper, Vector Search.

### 3. Mobile Apps & Embedded Touchscreen UI (Tewke Ltd.)
- **Classification**: Production Hardware Ecosystem / Mobile & Embedded Hardware
- **Headline**: User-Centred Mobile Apps & Embedded Touchscreen UI.
- **Overview**: Designing and shipping cross-platform mobile apps and touch-screen embedded device interfaces centered entirely on Flutter and Dart.
- **Key Technical Accomplishments**:
  - **Unified Flutter Architecture**: Responsive mobile experiences across iOS and Android alongside dedicated touchscreen embedded hardware controls from a single codebase.
  - **Local Hardware Telemetry**: Engineered local networking and real-time device synchronisation for fluid, zero-latency smart-home automation.
- **Technologies**: Flutter, Dart, iOS & Android, Embedded Touchscreen, Device Telemetry.

### 4. Manufacturing & Operations Software for Scaling Hardware (Tewke Ltd.)
- **Classification**: Internal Operations & Scaling Tooling / 1,000+ Production Devices
- **Headline**: Manufacturing & Operations Software for Scaling Hardware.
- **Overview**: Architecting custom full-stack operations software and automated quality control to streamline hardware assembly and facilitate production scaling.
- **Key Technical Accomplishments**:
  - **Supported 1,000+ Production Devices**: Core internal system at Tewke Ltd. managing multi-device production tracking, parts deduction, and automated device provisioning.
  - **Camera Quality Control**: Integrated photo validation at critical assembly stages to isolate build defects immediately and ensure rigorous manufacturing auditability.
- **Technologies**: TypeScript, Vue.js, Express, PostgreSQL, Drizzle ORM, Docker.

## Engineering Approach & Product Principles
- **Philosophy**: Taking complex, undefined challenges from first principles to reliable, production-ready software that users love. Grounding every technical decision in first principles, moving rapidly from concept to working software that drives real-world outcomes.
- **Core Tenets**:
  1. **Beautiful, Polish-First UX**: Thoughtfully designed interfaces that look premium, feel responsive, and build immediate user trust.
  2. **Working, Production-Ready Code**: Software built to work in the real world from day one, backed by scalable architecture and clean code across TypeScript, Vue, and Flutter.
  3. **First-Principles Velocity**: Rapid execution with high autonomy, cutting through noise to ship high-quality software into hands quickly.
- **Key Capabilities**: Agentic & Multi-Modal AI, Full-Stack Web & Backend (TypeScript, Vue 3, PostgreSQL, Express, Docker), Mobile & Embedded UI (Flutter, Dart, iOS & Android, Embedded Hardware).

## Career Trajectory & Honours
- **Full-Stack Software Engineer — Tewke Ltd.** (Apr 2025 – Present | London, UK | Full-Time, Promoted Aug 2026): Shipped Flutter/Dart apps and architected operations tooling managing 1,000+ production devices.
- **MEng Design Engineering — Imperial College London** (2022 – 2026 | First Class Trajectory | Dean's List all 4 consecutive years, Top 10% of cohort).
- **IET Future Talent Award**: Prestigious national engineering scholarship from the Institution of Engineering and Technology.
- **Undergraduate Teaching Assistant — Imperial College London** (Oct 2023 – Jun 2024).

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# SECTION B: ACADEMIC STEM TUTORING PRACTICE
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## Practice Overview
- **Portal**: https://kwancerski.page/tutoring
- **Scope**: Bespoke 1:1 tuition for GCSE and A-Level candidates targeting top grades (A and A*) in Mathematics, Physics, and Computer Science. Over 4 years of proven experience helping students achieve their highest potential.
- **Location**: In-person across West London and online worldwide via Google Meet & Miro interactive whiteboard.
- **Enquiries**: Email krzysztofwancerski@gmail.com with the student's academic year, subject, exam board, and grade targets.

## Subjects Taught
- **Mathematics**: GCSE, IGCSE, A-Level Mathematics, Further Mathematics, STEP / MAT preparation.
- **Physics**: GCSE, IGCSE, A-Level Physics (Mechanics, Fields, Quantum, Thermodynamics).
- **Computer Science**: GCSE, A-Level Computer Science (Data Structures, Algorithms, Python, OOP).
- **University Admissions Mentorship**: Engineering and Computer Science personal statements and technical interviews for Imperial College London, Oxford, Cambridge, and Russell Group universities.

## Academic Credentials
- **Imperial College London MEng Design Engineering** (Ranked #2 globally in QS World Rankings).
- **4-Year Faculty Dean's List**: Recognised in the top 10% of engineering students at Imperial College London for four consecutive years.
- **4x A* at A-Level**: Perfect top grades achieved in Mathematics, Physics, Computer Science, and Design & Technology.
- **Imperial Teaching Assistant**: Hands-on teaching experience facilitating undergraduate engineering computing modules.

## Way of Working & Methodology
1. **Interactive Digital Whiteboard (Google Meet + Miro)**: Live mathematical derivations and physics problem sketches with permanent board revision notes for students.
2. **Focus on Top Grades (A & A*)**: Fast-paced progression past rote memorisation into first-principles problem-solving, exam mark scheme dissection, and non-routine question mastery.
3. **Structured Homework**: Targeted past-paper problem sets assigned each week with personalised feedback.

## Verified Testimonials
- *"I highly recommend Krzysztof as a math tutor. He supported my 17-year-old son in preparing for his engineering college exams with exceptional dedication and expertise. Highly organised, clear, structured approach."* — **Parent (BTEC Engineering)**
- *"Krzysztof is a fantastic tutor. He clicks with my boys and gets them to problem-solve and think for themselves: very good teacher!"* — **Parent (GCSE Physics)**
- *"Krzysztof is a brilliant tutor. He helped me to improve my grades in Maths, and I am very grateful for his help."* — **Student (A-level Maths)**