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SunCube AI - Comprehensive Documentation
Documents a React/TypeScript EduTech platform's architecture, PostgreSQL migration, and development workflows for CTET exam prep.
Product Requirements Document: Gemini Code Flow
Defines a product requirements document for a multi-agent development orchestration platform adapted from Claude Code Flow to Gemini CLI.
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.
GitHub Operations
Maps 20+ GitHub API operations to MCP tool calls for repository, issue, PR, workflow, and security management.
Datalevin MCP Server
Runs a local Datalevin MCP server over stdio, exposing read-only or read-write database tools to any MCP-compliant client.
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.
OCI Retrieval-Augmented Generations (RAG) with Generative AI Agents Service
Walks through setting up OCI Generative AI Agents with Object Storage, OpenSearch, or Autonomous Database 23AI for RAG chatbots.
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.
Cat Mode Protocol
Forces the agent to roleplay as a domestic cat, rejecting all complex tasks and using only cat sounds and actions.
Implementation Plan: Ethnobotany Vectorized Database
Lays out an 11-week plan to build a semantic search engine for ethnobotany literature using RAG, vector embeddings, and multi-LLM chat.
Cursor Development Environment
Documents a Docker-based dev container setup with test commands and OpenClaw agent configuration for the ClawDrive project.
CTF Playbook Instructions
Provides a linear, kill-chain-based playbook of enumeration and attack one-liners for CTF competitions, focused on Linux targets.
Build Wealth Pro - TODO
Tracks 300+ tasks across 30 sections for building a wealth management mobile app with multi-tenant architecture and autonomous agents.
Code Span Semantic Chunking Executive Summary
Recommends an AST-driven chunking strategy for code retrieval, preserving function/class boundaries to improve precision and reduce token waste.
Content Brief Template
Provides a structured template for planning SEO-optimized content, covering keyword strategy, SERP analysis, and promotion.
Late Chunking Strategy
Explains late chunking for RAG: embed entire documents first, then split into context-aware chunks to preserve cross-references.
Cross-ISA Semantic Code Embedding: A Complete Implementation Blueprint
Describes how to build a cross-ISA binary embedding system using IR lifting and contrastive learning, with architecture, training, and deployment details.
UI Preview Guide
Lists six ways to preview UI components locally, including a dedicated mock-data preview page and optional Storybook setup.
Incident Response Plan
Defines severity levels, roles, communication templates, escalation paths, and postmortem procedures for handling production incidents.
Comprehensive Log Review and Anomaly Detection Guide
Defines a complete log review and anomaly detection framework for an AI trading bot, with automated scheduling, risk scoring, and alert management.
Kilocode Review MCP Integration Guide
Describes how to integrate an MCP server that runs automated, context-aware code reviews with two-phase validation and actionable fixes.
Safety
Explains safety engineering for ML systems, distinguishing safety from reliability and offering hazard analysis and mitigation strategies.
STIX 2.1 Compliance Report
Documents full STIX 2.1 specification compliance for a Java library, listing supported objects, validations, and recent enhancements.
Metrics
Documents evaluation metrics for RAG systems, covering retrieval and generation quality, plus guidance on building golden datasets.