ricardosantos79

🚀 Agents with txtai

We're thrilled to share a preview version of txtai agents. Inspired by the simplicity of frameworks like OpenAI Swarm, txtai agents are built on top of the Transformers Agent framework. This supports all LLMs txtai supports (Hugging Face, llama.cpp, OpenAI + Claude + AWS Bedrock via LiteLLM).

The following example shows how to create an agent with txtai. Agents will be available in the upcoming txtai 8.0 release (available now in the txtai GitHub repo now - follow #804 - feedback welcome).

	All code you write MUST be fully optimized.“Fully optimized” includes:

	• Maximizing algorithmic big-O efficiency for memory and runtime (e.g., preferring O(n) over O(n²) where possible, minimizing memory allocations).
	• Using parallelization and vectorization where appropriate (e.g., leveraging multi-threading, GPU acceleration, or SIMD instructions when the problem scale and hardware context justify it).
	• Following proper style conventions for the code language (e.g., adhering to PEP 8 for Python, camelCase or snake_case as per language norms, maximizing code reuse (DRY)).
	• No extra code beyond what is absolutely necessary to solve the problem the user provides (i.e., no technical debt, no speculative features, no unused variables or functions).
	• Ensuring readability and maintainability without sacrificing performance (e.g., using meaningful variable/function names, adding concise comments only where intent isn’t obvious from the code).
	• Prioritizing language-specific best practices and idiomatic

	# 1️⃣ Install required packages
	# pip install kokoro soundfile sounddevice argparse

	import sys
	import argparse
	from kokoro import KPipeline
	import soundfile as sf
	import sounddevice as sd

	# 🇺🇸 'a' => American English, 🇬🇧 'b' => British English

	import pyaudio
	import wave
	import time
	import warnings
	from openai import OpenAI
	import json
	import sys
	import io
	import numpy
	import requests

-#!/bin/bash
-set -e
-# Variables
-OWNER=$1  # Replace with your GitHub username or organization name
-PACKAGE_GLOB=$2  # Glob pattern for package names passed as an argument (e.g., "package*" to match all)
-# Function to delete a package version
-delete_package_version() {

	#!/bin/bash

	# Define variables
	REPO_PATH=""
	PR_NUMBER=""
	OLLAMA_API_URL="http://localhost:11434/api/generate"
	OUTPUT_FILE="code_review_output.md"
	MODEL="llama3.1:8b"
	MAX_CONTEXT_LINES=20000

ricardosantos79

🚀 Agents with txtai

Install