Overview

A remote control interface for Claude Code sessions, operated through Telegram. CC-Remote enables sending commands, monitoring session activity, and managing long-running tasks from a mobile device.

Features

• Remote command execution and session monitoring
• Handoff protocol for transferring context between sessions
• Process management (start, monitor, kill)
• Telegram-native UX with structured message formatting

Links

• GitHub Repository

Overview

A task and idea management system designed for developer workflows. NoteFlow provides a lightweight board for capturing tasks, reminders, and ideas, with bidirectional integration into a project management layer (Mission Control).

Features

• Task, reminder, and idea item types with flexible metadata
• Subnotes for incremental progress tracking
• Project tagging and cross-referencing
• Bidirectional sync with Mission Control cards
• CLI and API interfaces for automation

Links

• GitHub Repository

Overview

Detecting personally identifiable information (PII) in student essays using named entity recognition. The challenge required identifying and classifying PII tokens across thousands of documents with high precision and recall.

Approach

• Synthetic data generation to augment limited training data with realistic PII patterns
• DeBERTa-based NER models fine-tuned for token-level PII classification
• ONNX optimization for inference speed without sacrificing accuracy
• Ensemble strategy combining multiple model checkpoints

Result

121/2048 🥉

• Public leaderboard: 0.970
• Private leaderboard: 0.956

Links

• GitHub Repository

Overview

Answering difficult science questions using large language models. The competition required selecting correct answers from multiple-choice science questions spanning physics, chemistry, biology, and other domains.

Result

194/2664 🥉

Links

• GitHub Repository

Overview

Predicting credit card default probability for American Express customers using anonymized transaction and account features. A large-scale tabular competition with heavy feature engineering requirements.

Approach

• Extensive feature engineering over time-series transaction histories
• Gradient boosting models (LightGBM, XGBoost, CatBoost)
• Aggregation features: rolling statistics, lag features, trend indicators
• Careful handling of missing values and categorical encodings

Result

287/4874 🥉

Links

• GitHub Repository

Overview

Predicting profitable trading opportunities from anonymized financial market data. The competition required building models that could identify actionable signals in noisy, high-dimensional market features.

Approach

• Feature selection and denoising on anonymized market signals
• Gradient boosting and neural network ensembles
• Custom utility-based optimization aligned with competition metric
• Time-aware validation to avoid lookahead bias

Links

• GitHub Repository

Overview

Predicting airway pressure in mechanically ventilated patients. The challenge simulated a ventilator connected to a sedated patient’s lung, requiring models to predict pressure time series given control inputs.

Result

185/2605 🥉

Links

• GitHub Repository

Overview

Building AI agents that play 11v11 simulated football. Agents receive game observations (player positions, ball state, game mode) and return actions, competing head-to-head on Kaggle’s evaluation servers with Elo-style rating.

Approach

• Rule-based tactical foundation — “marauding wingers” formation: wide players sprint down flanks and deliver crosses into the box
• Zone-based decision architecture — field divided into zones (defensive third, wing corridors, crossing range, shooting range) with different behaviors per zone
• Opponent-aware mechanics — proximity detection for context-sensitive decisions: sprint in open space, dribble under pressure, pass when crowded
• Goalkeeper exploitation — specific logic to detect when the opposing keeper is out of position and trigger long-range shots
• Sprint/dribble state machine — manages action mode based on field position and opponent proximity

Result

61/1138 🥉