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Software Carbon Intensity for AI Specification
Extends the SCI methodology to AI systems, defining how to measure and report carbon emissions across AI lifecycles and personas.
chunking
Explains Docling's native chunker classes that split documents into token-aware chunks with metadata for downstream AI pipelines.
📹 Complete Demo Video Script - Inventory System
Provides a complete 8-10 minute demo video script for an inventory system, including pre-recording checklist, scene-by-scene narration, and post-production steps.
Votação
Defines a backend voting system for cooperatives with REST API, session management, and external CPF validation.
AICL Public Review Guide
Guides first-time reviewers through the AICL research specification, explaining what it is, how to review it, and what feedback helps.
How you work
Defines personality, planning, task execution, and communication guidelines for a coding agent in Codex CLI.
Chapter 4: MCP Protocol Deep Dive
Explains the MCP protocol for unifying agent tool interfaces, compares Shannon's simplified HTTP approach, and covers security pitfalls.
How to Implement Tool Use
Teaches how to define and run tools with Claude, covering the SDK tool runner, manual implementation, parallel calls, and error handling.
[BEE-30004] Evaluating and Testing LLM Applications
Explains why traditional testing fails for LLMs and gives a practical evaluation strategy combining offline metrics, LLM-as-judge, red-teaming, and production monitoring.
Spline Brand Design Guidelines
Documents Spline.design's full visual language, colors, typography, UI components, motion, and layout, for replicating or adapting its dark 3D aesthetic.
Member Content Guidelines
Defines editorial best practices and content restrictions for Medium Partner Program monetisation eligibility.
Meeting Intelligence CLI - Architecture & Implementation
Documents a hybrid RAG pipeline that extracts grounded sentences before generating answers with a small LLM, reducing hallucination in real-time audio Q&A.
Validation-Based Refusal: A Transparent Alternative to Pre-emptive Pattern Matching in AI Safety Systems
Proposes a validation-based refusal architecture that evaluates requests against explicit ethical axioms before deciding, reducing false positives by 60-80% while maintaining security.
Knowledge Context Protocol (KCP) Specification
Defines a YAML file format for structured knowledge manifests that AI agents can navigate without loading everything at once.
🚀 Ultra-Advanced Features - FWG Training Guide
Catalogs three ultra-advanced interactive features, adaptive AI tutor, secure code sandbox, and CTF platform, that turn a documentation repo into a production-ready learning platform.
Compliance of Implementations with Specification
Maps OpenTelemetry specification features to Haskell implementation status using a compliance table.
AI Video Generator — Comprehensive Implementation Plan
Plans a Next.js app that generates AI videos from a text prompt using Gemini, Veo, Remotion, and a job queue.
Exact match
Covers eval types, metrics, LLM-as-judge patterns, regression testing, CI integration, and tooling for testing non-deterministic AI systems.
Comprehensive ETL/ELT Interview Questions by Topic
Organises 100+ ETL/ELT interview questions into 12 topic sections with detailed answers.
MobileCLI Growth Playbook
Outlines a phased go-to-market strategy for a developer tool, prioritising Hacker News and Twitter over ProductHunt.
Evaluation of RAG Systems + Presentation Outline
Outlines evaluation strategies for a RAG system and proposes a presentation structure for a project on international student queries.
🔍 Pull Request Review Guide
Defines a 7-step framework for reviewing Android/Kotlin pull requests, covering correctness, completeness, compatibility, consistency, clarity, and edge cases.
Skill Catalog
Indexes 73 Claude Code skills for Blender, IfcOpenShell, Bonsai, and Sverchok AEC workflows across agents, core, errors, impl, and syntax categories.
AGENTS.md - Development Guide for OpenClaw ModGuard
Documents the development workflow, plugin structure, hooks, and build commands for an OpenClaw PII masking plugin.