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Aquaculture Platform - SLO/SLI Definitions
Defines seven SLO/SLI targets for an aquaculture platform, including error budget calculations, burn rate alerts, and metric dependencies enforced via Prometheus.
CoachEnControl Buyer Persona - ICP (Ideal Customer Profile)
Defines the ideal customer profile for a fitness coaching retention tool, covering demographics, psychographics, pain points, and buying behavior.
SentinelAI Services v2.1 - Alice's Expert Review Guide
Checklist for reviewing a hackathon project's architecture, features, and production readiness across 11 assessment categories.
Glossary
Lists and defines 38 game-specific terms and acronyms used in Red Eclipse documentation and community.
Content Calendar Planner
Guides an AI through an 11-step process to build a content calendar with pillars, cadence, themes, and repurposing plans.
Securing Your AI: Protecting Customer Data and Business Secrets
Teaches small business owners practical strategies for securing AI systems, protecting customer data, and defending against emerging threats.
📚 LEARN.md - Astra AI Secretary App
Onboards contributors to an Android AI secretary app by explaining its architecture, tech stack, setup steps, and contribution areas for GSSoC.
Credential Helpers Specification
Defines a subprocess protocol for tools to fetch credentials via stdin/stdout JSON, with required and optional commands.
Disaster Recovery - NRP: Strengthened Production Launch Roadmap
Maps a 3-4 week production launch plan for an Australian compliance platform, covering module integration, AI content generation, and alert channels.
ADN Systems DMR Peer Server
Documents a forked FreeDMR server for amateur radio DMR voice/data routing with bridges, proxies, scheduled voice announcements, and centralized security.
Neon MCP Server
Documents a Neon MCP server that exposes 18 tools for managing Neon projects, branches, databases, migrations, query tuning, and authentication.
Traditional function - easy to test
Introduces AI model evaluation concepts, metrics, and code examples for measuring accuracy, reliability, robustness, efficiency, and safety.
Analytics
Documents two REST endpoints for querying restaurant and chain order statistics with grouping, filtering, and authentication.
cheap-RAG Development Roadmap
Maps a 6-phase plan to turn a document retrieval system into a production RAG framework with generation, reranking, caching, and multimodal support.
3.Constraints
Explains six SQL Server constraint types with syntax examples and error messages for enforcing data integrity.
Odoo 18 Docker Setup
Defines a reproducible Docker Compose setup for Odoo 18 and PostgreSQL with an idempotent shell script for initialisation.
ProtoExtract — Evaluation Approach Using OmniDocBench Methodology
Defines a multi-level evaluation framework for clinical protocol table extraction, adapting OmniDocBench metrics and adding domain-specific accuracy measures.
Marketing
Lists 90+ GPT-based marketing tools for social media, SEO, ads, content creation, and analytics.
YouTube Video Script: Train OccWorld on Tokyo 3D City Data with Lambda Cloud
Provides a complete script and visual plan for a YouTube tutorial on training the OccWorld 3D world model on Tokyo city data using Lambda Cloud GPUs.
Subset constraints in general graphs
Explains how to require a set of edges to appear together in at least one solution walk for directed graph models with cycles.
Newsletter SDLC Process
Defines a complete SDLC process for building email newsletter systems with AWS SES, DynamoDB, and MJML templates.
STRIDE: Repudiation — Threat Modeling Prompt Pack
Provides a copyable AI prompt and checklist to identify repudiation threats and audit logging gaps in a system architecture.
🚀 Neon Fraud Watch - MVP (Minimum Viable Product)
Documents the MVP scope, features, architecture, and roadmap for a Bitcoin fraud detection dashboard with a 4-factor risk scoring algorithm.
AI Agent Improvement Plan (Repere)
Outlines a phased plan to improve an AI agent's tool accuracy, context relevance, latency, and user trust with diagnostics and validation.