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LeonScope/README.md

LeonScope

English · Deutsch

Full-Stack Developer · AI-Assisted Product Builder

My background is in robotics and camera-based quality inspection. At ZF, I built lab prototypes that combined robots, cameras and inspection software. Today I work on web applications and automation, using AI tools throughout development.

Selected projects

These eleven applications run locally. Each project page includes screenshots, the reasoning behind the implementation and test results.

Project What it does More detail
Scope Quant Replays trading simulations with visible order decisions, shared risk controls and chronological strategy comparisons. Accounting, timing and research checks
Scope Pulse Imports social media metrics, compares posts and prepares reports with reviewed suggestions from a local model. Calculations, imports and model checks
Scope Clips Turns spoken videos into short clips with local transcription, editable captions and MP4 exports. Media, model and browser checks
Scope Trace Follows material lots through parts, assemblies and shipments. Quality cases retain holds, rechecks and release decisions. Genealogy and workflow checks
Scope Dispatch Plans technical service jobs around skills, arrival windows and travel times. A local model prepares requests for review. Scheduling comparisons and checks
Scope Cell Simulates a UR5e inspection cell with visible movement commands, part tracking and recovery from faults. Motion, geometry and process checks
Scope Assist Answers questions about selected technical documents with a local language model and opens the quoted passage. Model evaluation and limits
Scope Vision Finds scratches and missing holes in generated images of metal plates, then records a person's review. Model evaluation and tests
Scope CRM Keeps customer assignments, appointments and notes together. CSV imports are checked before they are saved. Roles, import and browser tests
Scope Audit Checks a page's HTML and internal links, explains the findings and saves the report. Checks and limitations
Scope Monitor Checks HTTP services at regular intervals and keeps a record of failures and recovery. Monitoring rules and tests

I developed these projects with Codex; the case studies explain my role and how AI was used. Only the presentations are public. Application source, runtime files, databases, models, training and evaluation data, original documents and recordings remain private. Private schedules, search indexes and exported dossiers are not included. No open-source license is granted for the original portfolio material. The examples use synthetic demonstration material; the results come from local tests.

X Model Automation

I also developed an application with AI assistance to prepare media and captions, schedule posts for two X accounts and keep track of publication results. The case study explains how it handles uncertain API responses, repeated preparation failures and the separation of test posts from business analytics.

As of 19 October 2026, image publishing is active. I am still completing the video extension. Source code, account details and operating data remain private. Project status and reported tests.

Another project in progress

Data Integrity Toolkit checks whether research exports are complete and internally consistent. It flags missing or contradictory information instead of filling in the gaps.

This table describes its behavior; it is not a screenshot of the application or a sample of private research data.

Input Result
Complete and consistent Verification result
Changed or contradictory Rejection or a description of the inconsistency
Incomplete Missing information is identified; no replacement values are generated

The tool was developed with AI assistance. Further integration tests are still in preparation. Its source, datasets, domain rules, internal test material and implementation details remain private.

Work experience

Robotics and machine vision at ZF Friedrichshafen AG

Software Developer · KTC Saarbrücken · Research & Development · 2021–2024

I worked on manufacturing and assembly processes, built lab prototypes, and configured robots, vision software and operator interfaces.

One project was an inspection prototype that I built and configured using a Universal Robots robot and a SensoPart VISOR camera. The robot took machined mechatronic plates from the production line, presented them to the camera at defined angles and sorted them by inspection result. I also prepared technical drawings for parts made by the in-house toolmaking team.

The work included training image-based inspection models, adjusting grayscale tolerances and compensating for lighting changes across three shifts. After presentation and refinement, our department gradually introduced the solution across 12 production lines. This helped standardize quality assessment and reduce labor and scrap costs.

CRM for a private client

I designed, developed and deployed a web-based CRM with customer management, appointments, user roles and data import, and integrated it into the client's operations.

The project is complete. The client's code and business data are confidential. This portfolio describes the work I delivered; the system's current production status has not been checked.

Technical focus

Area Experience
Robotics & machine vision Universal Robots · SensoPart VISOR · Camera-based inspection · Image-based model training
Web development PHP · Laravel · JavaScript · TypeScript · React · Node.js · SQL · Git
Computer vision portfolio Python · PyTorch · Pretrained image features · Anomaly detection · Held-out model evaluation
Local document AI Document retrieval · Local language models · Source references · Regression evaluation
Service planning portfolio Constraint-based scheduling · Route planning · Local AI intake · Transactional plan updates
Manufacturing traceability portfolio Material relationships · Quality cases · Event history · Checked imports
Media processing portfolio Local speech recognition · Transcript navigation · FFmpeg · Caption rendering · Versioned exports
Social media analysis portfolio Checked CSV imports · Cumulative measurements · Weighted metrics · Local model drafts · PDF reporting
Trading research portfolio Event-based simulation · Shared cash ledger · Market replay · Chronological validation · Explicit execution assumptions
Engineering Process analysis · Prototyping · Workflow automation · APIs · Data validation

AI training

Google / Coursera — 8 completed AI courses, October 2026.

View all eight Google courses
  • AI Fundamentals
  • AI for Brainstorming and Planning
  • AI for Writing and Communicating
  • AI for Research and Insights
  • AI for Content Creation
  • AI for Data Analysis
  • AI for App Building
  • AI for App Deployment

AWS Training & Certification — Foundations of Prompt Engineering, completed October 2026.

Explore my public repositories

Pinned Loading

  1. crm-portfolio-demo crm-portfolio-demo Public

    Scope CRM keeps customer assignments, appointments and notes together, with checked CSV imports. Project presentation; application source is private.

  2. website-audit-dashboard website-audit-dashboard Public

    Scope Audit checks a page's HTML and internal links and saves a report. Project presentation; application source is private.

  3. service-status-monitor service-status-monitor Public

    Scope Monitor checks HTTP services and records confirmed incidents and recovery. Project presentation; application source is private.

  4. visual-quality-inspector visual-quality-inspector Public

    Scope Vision inspects synthetic images for scratches and missing holes. Presentation only; source, model and datasets are private.