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AIP-C01 Exam Concepts: Ranked by Importance
Ranks AIP-C01 exam concepts by importance using official domain weightings and cross-domain relevance.
SPEC: HackTheBench Agent Support
Specifies how AI agents compete in a CTF benchmark via SSH and an MCP server, with verified badges on the leaderboard.
GitHub MCP Server
Documents setup and configuration for both a remote and local GitHub MCP server, enabling AI tools to interact with GitHub via natural language.
RAG: RETRIEVAL AUGMENTED GENERATION
Explains the RAG pattern (Retrieval Augmented Generation) with diagrams, analogies, and a step-by-step breakdown of chunking, embeddings, and vector databases.
GitHub Copilot Instructions
Defines coding standards, architecture rules, PR expectations, and output format for a Laravel + Inertia + Vue 3 project.
Stringly-Typed Brand Guide
Defines a complete visual and verbal identity for an AI-powered brand-voice validation GitHub Action, including colors, typography, logo usage, and messaging guidelines.
Flourish App - Video Production Checklist
Guides a developer through pre-production, recording, editing, and publishing a product demo video for the Flourish app.
Completed Work Archive
Tracks completed implementation work streams for a financial assessment application, moving them out of the active roadmap to keep it focused.
Media/Marketing Kit Framework - Comprehensive Plan
Plans a multi-agent framework for producing media kits, marketing decks, and campaign materials with structured workflows and quality gates.
Claude Telegram Relay
Describes a Telegram bot that relays messages to Claude Code CLI, adds persistent memory via Supabase, and runs proactive check-ins and daily briefings.
Building SupportX AI Assist: A Multi-Agent IT Support System
Describes building a multi-agent IT support system with AutoGen, Azure AI Search, and Gemini embeddings for instant issue resolution and automatic escalation.
RWE Inclusion/Exclusion Optimizer
Defines a multi-agent system that converts clinical trial inclusion/exclusion criteria text into executable SQL cohort queries over real-world data.
Building a RAG Pipeline from Scratch
Teaches how to build a modular RAG pipeline from scratch with chunking, embeddings, vector storage, retrieval, and generation.
EVAL-001: Evaluation Contract — Flash Evaluations (FEATURE-053)
Locks scoring definitions, ground truth strategy, thresholds, and failure taxonomies for Flash Evaluations before any code is written.
Scriptwriter
Provides structured templates and techniques for writing video, podcast, webinar, and social media scripts.
Common Standards Issues
Catalogues 20 common working group problems with symptoms, results, and 10 success factors to avoid or resolve them.
CodeForge AI - Hackathon Demo Script
Provides a timed 5-minute hackathon demo script with narration, shot lists, and production tips for pitching CodeForge AI.
scmd Implementation Guide: 3 Must-Borrow Features
Defines three features to bring a CLI tool to feature parity with competitors: interactive chat, markdown formatting, and a template system.
Late Chunking Strategy
Explains late chunking for RAG: embed entire documents first, then split into context-aware chunks to preserve cross-references.
Submail System
Describes a self-hosted email alias system for Discord communities with SMTP engine, alias management, and audit logging.
An Image is Worth 16X16 Words: Transformers for Image Recognition at Scale
Introduces the Vision Transformer (ViT) that applies a standard Transformer directly to image patches for classification, outperforming CNNs when pre-trained at scale.
US-04: YouTube Video Transcription Implementation
Specifies a YouTube-to-text transcription feature with async job creation, progress polling, error handling, and a three-layer timeout strategy.
Benchmark Results — planning-with-files v2.22.0
Documents a formal evaluation of the planning-with-files skill using Anthropic's skill-creator framework, including methodology, test cases, grading criteria, and results.
🏠 Local AI Vision Support - Ollama + LLaVA Integration
Adds a free local AI vision provider (Ollama + LLaVA) alongside OpenAI GPT-4o, with a UI toggle, multi-image upload, and structured ad extraction for a screenshot intelligence feature.