Explains how LLMs can use tools through 'execution rounds,' providing examples and guidance on model selection.
OctoTools is a modular, training-free AI framework designed to enhance reasoning capabilities by enabling dynamic and structured external tool usage. It addresses limitations in existing AI frameworks by using a planner-executor system and task-specific toolset optimization to improve accuracy and efficiency across various domains.
OnLift provides AI-ready documentation that helps developers generate consistent and high-quality code using tools like ChatGPT, GitHub Copilot, and others. Their service reduces debugging time and enhances project efficiency by offering tailored documentation such as Product Requirements, Frontend Architecture, and Backend Architecture.
- Approximate Tokens, Words and Characters Calculator for LLM's and Text Trimmer — Simple calculator to estimate tokens for Large Language Models and text editor to trim text
- Text File Merger for LLM — This tool combines multiple text files into a single document, with clear separation between files
- PDF to TXT Converter — Convert PDF documents to plain text format for use with LLMs and text analysis
- HTML to TXT Converter — Remove HTML tags and extract clean text content for LLM processing
- LLM System Prompt Generator — Generate optimized system prompts for different LLM model sizes (3B, 33B, 70B, etc.)
- Creative Idea Generator — AI-powered brainstorming tool for generating creative solutions and ideas
A list of 11 open source AI projects designed to help developers streamline their work, from training models to improving productivity and data management.
| Project Name | Description |
|---|---|
| Upscayl | Increases image resolution for enhanced detail, ideal for digital artwork. |
| Nyro | Automates mundane tasks like taking screenshots and resizing windows. |
| Geppetto | Enhances Slack documentation with help from LLMs and can request art from Dall-E. |
| E2B sandboxes | Allows LLMs to use web browsers, GitHub, and command-line tools for tasks like cloud management. |
| Dataline | Generates SQL commands to extract data and create data science reports locally. |
| Swirl Connect | Links standard databases with LLMs and RAG search indices for easier data access. |
| DSPy | Offers a systematic approach to LLM training by connecting modules and optimizers. |
| Guardrails | Integrates controls into generative AI pipelines to refine AI-generated answers and reduce errors. |
| Unsloth | Optimizes training of open-source models for faster and more accurate results. |
| Wren AI for SQL | Translates natural language questions into SQL queries, simplifying data retrieval. |
| AnythingLLM | Organizes digital documents and allows querying with any LLM or RAG system. |
The article discusses the role of AI agents in generative AI, focusing on tool calling and reasoning abilities, and how they can be evaluated using benchmarks like BFCL and Nexus Function Calling Benchmark.
The article discusses how despite the variety of languages used in Infrastructure as Code (IaC) tools, the challenges faced are inherent to the configuration generation approach rather than the language itself, making ecosystems and familiarity more influential in tool selection than language capabilities.
Diagrams is a tool that lets you draw cloud system architecture using Python code, supporting major cloud providers and on-premise nodes.
Learn how Google's Prompt Poet simplifies advanced prompt engineering and integrates few-shot learning to rapidly customize LLMs without complex fine-tuning.
