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Copywriting: A Comprehensive Knowledge Base
1. [Introduction and Overview](#introduction-and-overview)
AGENTS.md — ShakkaShell v2.0
Guides AI coding agents through building a CLI that translates natural language into offensive security commands, with a defined tech stack, structure, and implementation order.
第一章 模型预处理
> 译者：[muxuezi](https://muxuezi.github.io/posts/1-premodel-workflow.html)
GraphQL Query Examples
Provides 30+ GraphQL query, mutation, and subscription examples for an incident management API, covering common operational patterns.
Content at Scale: How Small Teams Can Produce Big Marketing with AI
Teaches small teams to use AI for content marketing, covering strategy, creation, operations, and ethics.
AGENTS.md — Cross-Platform Agent Instructions
Serves as a table of contents and usage guide for a library of 480+ prompts and 180+ agents organized across 28 categories.
Stripe Local Development Setup
Explains how to test Stripe webhooks locally while keeping the production webhook pointing to Cloud Run.
The Sovereign Codex - Complete Module Implementation Plan
Defines an AI-powered implementation plan for six Demo Bank modules, each reimagined as a Gemini-integrated command center.
Tool Use Reference
Explains the tool-use pattern where Claude requests function calls and you execute them, covering schemas, loops, parallel execution, and built-in tools.
Contributor Guidelines for the `ee` editor
Lists a feature backlog, coding style rules, and current refactoring priorities for the `ee` terminal editor project.
System Architecture
Documents the architecture of a polyglot log intelligence system with Go ingestion and Python ML analysis.
CTO Personal Website - Comprehensive Content Strategy
This content strategy document outlines a comprehensive approach to positioning a Chief Technology Officer (CTO) as a thought leader in the technology industry through strategic content creation, professional messaging, and industry expertise showcase.
GenAI for Marketing - Backend APIs
Documents 16 FastAPI endpoints for campaign management, image generation, Google Trends, news summarization, BigQuery, Drive, Slides, and translation.
Enhanced Prompt Design Guidelines
Guides an AI to rewrite user prompts into stationary, facial-performance-focused video generation prompts for avatar models.
Remotion Skill — Onboarding Guide
Teaches Claude to build MP4 videos with Remotion using local tools, no API keys, covering narrated, TikTok, music, and captioned video paths.
The Evaluation & Optimization Loop
Describes a closed-loop system that generates synthetic data, applies human review, optimizes routing with DSPy, evaluates results, and annotates telemetry for continuous improvement.
Alkemio & AGPL Software: A Position on Compatibility and Compliance
States Alkemio's legal position that using unmodified AGPL container images alongside EUPL-licensed code does not trigger AGPL obligations.
OSCP Attack Playbook
Provides a structured reference of attack scenarios, commands, and decision trees for the OSCP exam.
Evaluation & Datasets
Explains evaluation metrics, benchmarks, and leaderboards for AI models across text, vision, and audio domains.
Editorial & Technical Plan: Agentii AI - Financial AI Authority Blog
Operationalises a content strategy for a financial AI blog with editorial workflows, technical stack, SEO tactics, and measurement plans.
Evaluation Framework
Defines a three-layer evaluation system for an AI investment assistant: guardrails, online RAGAS scoring, and offline golden dataset regression tests.
x) Summarize. 1. Jos Helmich
Summarises two talks on EU cybersecurity regulations (GDPR, NIS-2, CRA, AIA) and US executive orders, with compliance checklists and device vulnerability findings.
New Papers
Collects and categorises 100+ papers on tool use, reasoning, and RL for LLMs, with personal notes and links.
Understanding the Sources of Uncertainty - and Why Our Evals are Biased
Catalogues nine sources of error in AI evaluations, bias and noise, with concrete examples and statistical intuition for each.