python-json
UTF-8 JSON file I/O utilities to avoid Windows encoding issues (CP-1252 vs UTF-8)
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UTF-8 JSON file I/O utilities to avoid Windows encoding issues (CP-1252 vs UTF-8)
Protocol fuzzer script development using boofuzz framework. Use when creating network protocol fuzzers, defining protocol PDUs (Protocol Data Units), writing mutation-based fuzzing scripts, or contributing to t...
Image manipulation using ImageMagick command-line tools for resizing, converting, optimizing, and batch processing
Audio transcription using local whisper.cpp server with CUDA acceleration. HTTP API for speech-to-text conversion.
Elasticsearch 5.2 operations using HTTP API - searching, indexing, bulk operations, scroll API, and alias management
Building DuckDB loadable extensions with CMake, FetchContent, and proper metadata handling
Pattern for automated testing with GitHub issue creation and Claude Code auto-fixing. Creates Test → Fail → Issue → Fix → Repeat cycle until tests pass.
C# static analysis tool for call graphs, unused code detection, impact analysis, HTML documentation generation, and Graphviz diagram export
Guide for creating Claude Code skill documents with YAML frontmatter, instructions, examples, and reference implementations
GPU VRAM management patterns for sharing memory across services (Ollama, Whisper, ComfyUI). OOM retry logic, auto-unload on idle, and service signaling protocol.
This describes how to create Parquet files in C#, including updating and multi threaded creation
Rust development patterns, project setup, CLI/TUI applications, error handling, and system integration
Deploy web applications behind Apache reverse proxy on rivsprod01 with relative URLs and proper path configuration
Managing Cyril's Workshop blog posts and devblog via API - creating, editing, publishing, and updating content programmatically
Real-time browser debugging and interaction via WebSocket bridge server on localhost:3141
Using Qwen 2.5 models via Ollama for local LLM inference, text analysis, and AI-powered automation
Perform comprehensive code reviews following SOLID principles and best practices
Tactical user interface design guide for fixing layouts, selecting colors/fonts, and creating professional UIs. Use when the user asks to "make this look better," needs help with CSS/styling decisions, wants to...
Multi-LLM collaborative brainstorming and planning. Use when user explicitly requests consultation with multiple AI models (ChatGPT, Gemini, other LLMs) before presenting an implementation plan, or asks to "con...
Control model behavior through persistent edits and steering interventions. Use when modifying model outputs, applying steering vectors, or creating persistently modified model versions.
Causal mediation analysis to identify which model components mediate specific behaviors. Use when investigating how information flows through the network and which neurons or layers are causally responsible for...
Gradient-based approximation to activation patching for scalable circuit analysis. Use when activation patching is too slow or when analyzing many components simultaneously.
Causal intervention via activation patching to identify important model components. Use when determining which layers, heads, or positions are causally responsible for model behavior.
Core nnsight concepts for neural network interpretability. Use when setting up models, tracing activations, saving values, or making basic interventions on model internals.
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