monk-coder/S619-10IT-2025
Sep 2025 – Mar 2026
6 Months active
Languages Used
PythonCSSHTMLJavaScriptMarkdowntext
Technical Skills
Code FormattingFinancial ModelingInput ValidationObject-Oriented ProgrammingPersonal Finance SimulationPython Scripting
starostta
PROFILE
Starostta
Over six months, contributed to monk-coder/S619-10IT-2025 by building a range of features including a dual-user personal finance simulator, a country travel wishlist web app, a Secret Santa bot, and multiple machine learning prototypes. Leveraged Python, JavaScript, and NumPy to implement backend logic, data processing, and neural network models, while maintaining clean code through disciplined version control and repository housekeeping. Delivered end-to-end solutions such as a perceptron-based classifier, a from-scratch MNIST digit recognizer, a BPE tokenizer, and a minimal GPT-style language model, emphasizing reproducibility, maintainability, and extensibility across both web and data science domains.
Overall Statistics
Feature vs Bugs
82%Features
Repository Contributions
22Total
Bugs
2
Commits
22
Features
9
Lines of code
11,671
Activity Months6
Your Network
27 peopleWork History
March 2026
4 Commits • 2 Features
Mar 1, 2026In March 2026, delivered a minimal GPT-style language model prototype using NumPy in monk-coder/S619-10IT-2025, including tokenization, architecture scaffolding, and a lightweight training workflow, plus added a dependencies file and sample data for training/testing. Conducted targeted repo cleanup by removing the legacy NumPy-based transformer model and Artem/project directory to reduce maintenance burden and avoid confusion. These efforts established a reproducible baseline for rapid experimentation and set the stage for future iterations and integration with downstream tasks.
4 Commits • 2 Features
Mar 1, 2026In March 2026, delivered a minimal GPT-style language model prototype using NumPy in monk-coder/S619-10IT-2025, including tokenization, architecture scaffolding, and a lightweight training workflow, plus added a dependencies file and sample data for training/testing. Conducted targeted repo cleanup by removing the legacy NumPy-based transformer model and Artem/project directory to reduce maintenance burden and avoid confusion. These efforts established a reproducible baseline for rapid experimentation and set the stage for future iterations and integration with downstream tasks.
March 2026
February 2026
8 Commits • 3 Features
Feb 1, 2026February 2026 monthly summary for monk-coder/S619-10IT-2025: End-to-end ML and NLP feature delivery combined with environment maintenance to boost reliability and speed of experimentation. Delivered reusable components for model training and text processing, enabling faster business value realization and reduced risk from dependency drift.
February 2026
8 Commits • 3 Features
Feb 1, 2026February 2026 monthly summary for monk-coder/S619-10IT-2025: End-to-end ML and NLP feature delivery combined with environment maintenance to boost reliability and speed of experimentation. Delivered reusable components for model training and text processing, enabling faster business value realization and reduced risk from dependency drift.
January 2026
1 Commits • 1 Features
Jan 1, 2026January 2026 monthly summary for monk-coder/S619-10IT-2025. The month focused on delivering a foundational ML component to support simple logic-based decision rules. Key accomplishment: implemented a perceptron-based AND classifier as a binary classification prototype, with a basic training scaffold and integration groundwork. No explicit bug fixes were documented for this period; the emphasis was on delivering a working prototype and a reusable ML template for future experiments. Business value: provides a fast, low-risk path to validate ML-driven decision logic, enabling rapid prototyping and testing of simple rules before expanding to more complex models. Technical impact: demonstrates practical ML concepts (perceptron, binary classification) in code, with clear version control and artifact readiness. Commit 38045e8f258fdf993acd8b03742a7cb6390ca4a1 recorded as "Add files via upload" to capture the delivered work.
1 Commits • 1 Features
Jan 1, 2026January 2026 monthly summary for monk-coder/S619-10IT-2025. The month focused on delivering a foundational ML component to support simple logic-based decision rules. Key accomplishment: implemented a perceptron-based AND classifier as a binary classification prototype, with a basic training scaffold and integration groundwork. No explicit bug fixes were documented for this period; the emphasis was on delivering a working prototype and a reusable ML template for future experiments. Business value: provides a fast, low-risk path to validate ML-driven decision logic, enabling rapid prototyping and testing of simple rules before expanding to more complex models. Technical impact: demonstrates practical ML concepts (perceptron, binary classification) in code, with clear version control and artifact readiness. Commit 38045e8f258fdf993acd8b03742a7cb6390ca4a1 recorded as "Add files via upload" to capture the delivered work.
January 2026
November 2025
3 Commits • 1 Features
Nov 1, 2025In November 2025, delivered a feature-rich Secret Santa Bot for monk-coder/S619-10IT-2025, including user profiles, wishlists, and game management, enabling scalable, event-driven gift exchanges and improved user engagement. Completed project cleanup by removing the secret_santa_bot directory to realign architecture and reduce ongoing maintenance, setting the stage for a leaner, more maintainable codebase. The work demonstrates disciplined version control, incremental delivery, and a focus on business value and maintainability.
November 2025
3 Commits • 1 Features
Nov 1, 2025In November 2025, delivered a feature-rich Secret Santa Bot for monk-coder/S619-10IT-2025, including user profiles, wishlists, and game management, enabling scalable, event-driven gift exchanges and improved user engagement. Completed project cleanup by removing the secret_santa_bot directory to realign architecture and reduce ongoing maintenance, setting the stage for a leaner, more maintainable codebase. The work demonstrates disciplined version control, incremental delivery, and a focus on business value and maintainability.
October 2025
3 Commits • 1 Features
Oct 1, 2025In Oct 2025, delivered the Country Travel Wishlist Web App under monk-coder/S619-10IT-2025, enabling users to explore countries, search, view details, and add to a personal wishlist. The feature includes basic API key management scaffolding to support potential future AI integrations. Additionally, performed repository housekeeping to improve maintainability, including file renames (artem.py to artem.py.1) and minor adjustments. These efforts enhance user value through richer exploration experiences and set the project up for scalable feature work and AI-enabled enhancements.
3 Commits • 1 Features
Oct 1, 2025In Oct 2025, delivered the Country Travel Wishlist Web App under monk-coder/S619-10IT-2025, enabling users to explore countries, search, view details, and add to a personal wishlist. The feature includes basic API key management scaffolding to support potential future AI integrations. Additionally, performed repository housekeeping to improve maintainability, including file renames (artem.py to artem.py.1) and minor adjustments. These efforts enhance user value through richer exploration experiences and set the project up for scalable feature work and AI-enabled enhancements.
October 2025
September 2025
3 Commits • 1 Features
Sep 1, 2025In Sep 2025, delivered a dual-user Personal Finance Simulator in monk-coder/S619-10IT-2025. The Python-based tool computes monthly and total income, tracks balances over a user-defined horizon, and models expenses including salary, rent, food, transport, and loan repayments, delivering a detailed monthly breakdown. A minor formatting improvement was applied to artem.py to improve readability and consistency. This work, implemented across three commits, provides a reusable budgeting engine for scenario analysis and end-to-end financial projections, enabling faster planning for two-person households and potential extension to additional users.
September 2025
3 Commits • 1 Features
Sep 1, 2025In Sep 2025, delivered a dual-user Personal Finance Simulator in monk-coder/S619-10IT-2025. The Python-based tool computes monthly and total income, tracks balances over a user-defined horizon, and models expenses including salary, rent, food, transport, and loan repayments, delivering a detailed monthly breakdown. A minor formatting improvement was applied to artem.py to improve readability and consistency. This work, implemented across three commits, provides a reusable budgeting engine for scenario analysis and end-to-end financial projections, enabling faster planning for two-person households and potential extension to additional users.
Activity
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Quality Metrics
Correctness91.8%
Maintainability87.4%
Architecture85.4%
Performance86.4%
AI Usage22.8%
Skills & Technologies
Programming Languages
CSSHTMLJavaScriptMarkdownPythontext
Technical Skills
API integrationBackend Development (basic server)CSSCode FormattingData ProcessingData ScienceFile ManagementFinancial ModelingFrontend DevelopmentHTMLInput ValidationJavaScriptMachine LearningNLPNumPy
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline