Claude Skills by ECNU-ICALK

Implements a PPO agent utilizing a Graph Neural Network (GNN) for state embeddings and continuous action spaces. The policy update integrates a custom stability loss based on node features and an entropy regularization term, ensuring efficient computation and stable training.

Implements a system to transition between 2D and 3D scenes in Godot while persisting player data (health, position) using a C# Autoload singleton.

Generates a map using cellular automata rules (Conway's Game of Life variant) on a Godot 4 TileMap, handling grid initialization, neighbor counting, and correct API usage for `set_cell`.

Generates professional Q&A cold calling scripts for selling Google Maps review services, focusing on business potential and competitor analysis.

Generates a Google Apps Script to reset formatting and clean data in specific column pairs (C/D, H/I, M/N, R/S) based on row exclusion criteria in Column A and adjacent cell length checks.

Fine-tune GPT-2 on JSONL datasets (supporting both generic text and Q&A formats) using Hugging Face Transformers, with a focus on memory-efficient training strategies like mixed precision and gradient accumulation.

Evaluates high school essays based on a detailed 100-point rubric covering introduction, body paragraphs, conclusion, organization, writing style, and proofreading conventions.

Develop a Gradio web application to search a MySQL database. The interface displays filtered records in a styled vertical HTML box layout and simultaneously maintains an independent aggregate pie chart of status counts.

Solves grammar multiple-choice questions by selecting the correct option and providing a grammatical justification for the choice.

Corrects grammatical errors and punctuation in a text while strictly preserving the original style, content, and author's voice.

Generates sentences in specific languages based on provided grammatical feature strings or morphological glosses, and analyzes sentences to produce single-line grammatical feature breakdowns.

Generates 17+ adult comedy parody scripts for 1970s Hanna-Barbera cartoons (Scooby-Doo and Blue Falcon/Dynomutt). Enforces cynical meta-commentary, strict narrative structures starting with the villain, rhyming titles, and franchise-specific recurring gags.

Identifies the source of provided text and formats the citation in Harvard referencing style. Can also generate an in-depth reference list upon request.

Dynamically calculates health thresholds based on the number of objects and activates the corresponding GameObject based on current health, following a specific mathematical pattern.

Generates first-person, charming dialogue for a male character in a new online relationship who is secretly interested. The style balances casual, cute tones with down-to-earth grammar and complex, deep ideas, strictly adhering to length constraints.

Calculates financial metrics like NPV and IRR with strict formatting constraints, ensuring 3 decimal places are used throughout without rounding intermediate steps and removing currency symbols.

Converts Hindi text from Devanagari script to Hinglish (Roman script) without translating meaning, preserving sentence structure and handling mixed content.

Generates a comprehensive, HIPAA-compliant Incident Response Plan for medical companies, including team structures, tiered classification systems, threat feeds, handler checklists, SIEM policies, red teaming details, RACI matrices, and governance processes.

Generates witty, satirical entries for the 'Hitchhiker's Guide to Time Travel' in the style of Douglas Adams, optionally mimicking specific narrators like Stephen Fry or Peter Jones.

Generates creative, professional, and captivating content for self-help books or guides, focusing on holistic well-being, breathwork, and mindfulness by integrating ancient wisdom with modern science.

Designs holistic art education curricula using John Goodlad's hierarchy and the Observing-Thinking-Creating (OTC) cycle, integrating cognitive-affective-connectivist dimensions and theorists like Eisner, Noddings, and Biesta, while excluding the teacher role from A/R/Tography.

Writes sequel chapters for a Homefront franchise fanfiction novel, strictly adhering to detailed plot outlines in a techno-thriller, cyberpunk, and military-action style.

Generate satirical, age-appropriate scripts, songs, or sketches parodying specific genres in the style of 'Horrible Histories', ensuring historical accuracy.

Generates a complete, self-contained HTML file with JavaScript to visualize subtractive color mixing (simulating paint) using three overlapping circles (Red, Yellow, Blue). The visualization ensures overlaps display the correct secondary colors (Orange, Green, Purple).

Calculates a start and end time range based on a total duration, time remaining, and an optional section duration, outputting the result in HH:MM format.

Evaluates geological exploration blocks by analyzing reservoir depth, source maturity, structural traps, and depositional environments to categorize them and rank them from best to worst.

Generates a pitch and expanded episode-by-episode treatment for hypothetical TV or radio series based on user-provided premises, adhering to specific genre tones, eras, and episode counts.

Evaluates student work or generates content for the International Baccalaureate Diploma Programme (IBDP) Design Technology Internal Assessment based on specific criteria checklists (A, B, C). Ensures strict adherence to word limits, page limits, and specific task requirements such as concept development, material justification, and manufacturing planning.

General SOP for common requests related to please, risk, demonstrating.

Generates, improves, or simplifies IELTS Speaking Part 3 questions based on provided topics or existing text, adhering to specific formatting constraints like ending with 'in your country'.

Generates formal IELTS writing responses and rewrites adhering to word counts, advanced grammar, and logical coherence. Supports optional theoretical perspectives (e.g., economic, communication, marketing) and critical argument expansion.

Refines user text for IELTS and general English speaking exams, ensuring clarity, grammar, and strict topic alignment. Supports expansion, simplification, specific grammatical structures, idiom integration, and generating a natural 'spoken version' alongside the polished text.

Generates high-scoring, human-like IELTS Speaking responses for Parts 1, 2, and 3. Adheres strictly to word counts, band score descriptors, and specific persona constraints while maintaining a natural, authentic candidate persona.

Implements the image_averaging function to reduce noise in a burst sequence by averaging pixel values, handling 3D arrays, type conversion, and conditional plotting.

Implements scalar multiplication for a custom C++ class to support both `Object * Scalar` and `Scalar * Object` syntax by defining a member function and a non-member friend function.

Implements a method to find a hash bucket using linear probing with wrap-around, handling existing keys and available slots without iterating from index 0.

Implement a PyTorch-based MoE-Mamba model featuring an input-dependent selection mechanism and Mixture of Experts (MoE) layer for text generation tasks, including data loading, training, and evaluation workflows.

Create a training loop that integrates learning rate scheduling (e.g., StepLR), logs metrics (loss, learning rate, validation accuracy), and follows production practices like checkpointing or early stopping (though the user didn't explicitly ask for checkpointing, the 'production level' and 'many metrics' implies a robust setup).

Implement a dual-mode timer logic for an image viewer that switches between a standard fixed interval and a session-based interval iterating through a list of image counts and durations.

Create a memory-efficient PyTorch optimizer fusing SM3 and Adalite techniques. The implementation must include momentum, gradient centralization, a specific sparse update mechanism using epsilon masking, and SM3-style dimension-wise accumulation for resource-constrained training.

Modifica un Expert Advisor MQL4 per aggiungere un parametro booleano che permette di alternare la strategia di chiusura dei trade tra Bande di Bollinger e RSI, mantenendo intatto il resto del codice.

Creates engaging, step-by-step video scripts explaining the 17 parts of a research paper in IMRAD format, tailored for animation and AI voiceover.

Always include exactly one Latin sentence in every response, integrated naturally and understandable from context.

Generates a daily dietary intake breakdown for weight loss and muscle building based on a user profile, restricted to a specific list of available Indian foods, and estimates the daily cost in a specified city.

Creates Instagram posts for the 'FAQ Answered' series using a specific video/caption split structure and ensures content is generic to the arts and crafts industry.

Generates a high-frequency Instagram content calendar (3 posts/day, 7 days/week) for an arts and crafts business, prioritizing African heritage and educational content while adhering to strict daily themes and exclusion rules.

Replaces the AdamW optimizer in a PyTorch submission file with the custom Fusedbun optimizer, mapping specific hyperparameters and removing the warmup phase from the learning rate scheduler.

Guides the integration of a Node.js service (specifically using Telegraf) into a Python Telegram bot (using telebot) to handle specific features like an inline calendar via HTTP requests.

Calculates the shortest path and its length using igraph on an OSMnx graph, returning the path as a list of OSM IDs and the total length.

Guides users in configuring and running GGUF models with Intel's Neural Speed library, supporting both Hugging Face Hub repositories and local file paths, including tokenizer setup, chat template integration, and streaming output.