[DRAFT] ai-engineer-position.md
Contest Details
Contest Details
Crawl 4 AI is a versatile open-source web scraping tool designed explicitly for gathering data to train AI models. It offers a suite of features tailored to handle the challenges of web data extraction, cleaning, and formatting for use in machine learning. This documentation is a work in progress.
CrewAI is a framework designed to orchestrate autonomous AI agents to work collaboratively on complex tasks. It empowers you to create sophisticated workflows where multiple AI agents, each with specific roles and responsibilities, operate together to achieve a common goal.
Introduction
Kiro AI is AWS's AI-first IDE and agent platform (introduced mid-2025, GA announced Nov–Dec 2025). It pairs a spec-driven workflow with multi-agent automation so you can move from prompt → spec → code → tests with cloud integrations baked in.
MinerU is an open-source, high-quality tool for converting PDF documents to Markdown and JSON formats. It's designed to provide precise document content extraction with advanced AI-powered parsing capabilities.
n8n is an open-source workflow automation tool that allows you to connect different services and automate tasks without writing code. It provides a visual interface for building workflows, making it accessible for both technical and non-technical users to create complex automation pipelines.
Description
Overview
Key Point: Skills are folders of instructions, scripts, and resources that Claude loads dynamically to improve performance on specialized tasks. They teach Claude how to complete specific tasks in a repeatable way, from company branding to technical workflows to personal automation.
A brief overview of popular AI-powered code editor extensions.
Introduction
Introduction
Overview of CLI-based AI coding assistants, focusing on Aider with Gemini setup instructions.
Introduction
my rating for best coding tools assistant
my rating for best coding tools assistant
Generative artificial intelligence (AI) is a type of AI that can create new content, such as text, images, music, and code. It works by learning the patterns and structures of existing data and then using that knowledge to generate new, original content.
Overview (Dec 2025 snapshot)
https://huggingface.co/docs/transformers/en/tasks/prompting
The MCP Inspector is a specialized tool designed to monitor, debug, and analyze interactions within the Model Context Protocol (MCP) ecosystem. It helps developers and AI system administrators understand data flows, identify bottlenecks, and ensure secure and efficient communication between AI assistants and data sources.
Overview
The Model Context Protocol (MCP) is an open standard designed to connect AI assistants with data sources like content repositories and business tools. It aims to improve the relevance and quality of AI responses by providing a universal protocol for data access.
Introduction
OpenAI Codex CLI is a lightweight coding agent that runs locally on your computer, providing AI-powered assistance directly in your terminal. It's part of OpenAI's suite of developer tools and integrates with your ChatGPT plan for seamless usage.
Introduction
Key Point: Vectorless, reasoning-based RAG that simulates human expert document navigation. No vector DB, no chunking, just hierarchical tree-based retrieval with 98.7% accuracy on FinanceBench.
Qwen, developed by Alibaba Group, is a series of large language models (LLMs). These models are available in various sizes and have gained recognition for their strong performance across several benchmarks and applications.
RAGAS is a comprehensive framework for evaluating Retrieval-Augmented Generation (RAG) systems. It provides a suite of metrics to assess the quality of RAG pipelines, helping developers and researchers understand how well their systems perform across different dimensions.
Repomix is a powerful tool for interacting with Large Language Models (LLMs) on your codebase. Instead of feeding LLMs individual files, Repomix packages your entire repository into a single, structured text file, making it easier for LLMs to understand the context and relationships within your project. This streamlined approach can lead to more accurate and helpful insights from AI assistants.
Key Point: Pack your entire repository into a single AI-friendly file. Perfect for feeding codebases to Claude, ChatGPT, DeepSeek, and other LLMs for code review, documentation, and analysis.
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Key Point: AI-powered browser automation that combines natural language with code precision. Built by Browserbase for production reliability.
What is Text Processing?
https://alexsniffin.medium.com/three-ai-design-patterns-of-autonomous-agents-8372b9402f7c
https://www.trae.ai/
my rating for best coding tools assistant
Overview
An overview of web-based AI tools relevant to software developers.
https://windsurfai.org/