Generic selectors
Exact matches only
Search in title
Search in content
Post Type Selectors
Filter by Categories
About Article
Analyze Data
Archive
Best Practices
Better Outputs
Blog
Code Optimization
Code Quality
Command Line
Course
Daily tips
Dashboard
Data Analysis & Manipulation
Data Engineer
Data Visualization
DataFrame
Delta Lake
DevOps
DuckDB
Environment Management
Feature Engineer
Git
Jupyter Notebook
LLM
LLM Tools
Machine Learning
Machine Learning & AI
Machine Learning Tools
Manage Data
MLOps
Natural Language Processing
Newsletter Archive
NumPy
Pandas
Polars
PySpark
Python Helpers
Python Tips
Python Utilities
Scrape Data
SQL
Testing
Time Series
Tools
Visualization
Visualization & Reporting
Workflow & Automation
Workflow Automation

Newsletter #227: LangGraph: Turn Any Python Function Into Agent Tools

Newsletter #227: LangGraph: Turn Any Python Function Into Agent Tools


๐Ÿ“… Today’s Picks

LangGraph: Turn Any Python Function Into Agent Tools

Code example: LangGraph: Turn Any Python Function Into Agent Tools

Problem

AI agents need specialized tools to interact with the world beyond their training data like searching the web, querying databases, executing code, and integrating with APIs.

However, if there are too many tools, it becomes difficult to connect them to user requests intelligently.

Solution

LangGraph’s create_react_agent eliminates this entirely with LLM reasoning.

Key benefits of ReAct agents:

  • Handles fuzzy user requests by letting the LLM choose tools on the fly
  • Lets you drop in new @tool functions without touching control flow
  • Turns any Python function into an agent-accessible tool

โ˜•๏ธ Weekly Finds

MindsDB [ML] – AI data automation solution that connects and unifies petabyte scale enterprise data, enabling informed decision-making in real-time

gspread [Python Utils] – Google Sheets Python API for managing Google Spreadsheets programmatically

wrapt [Python Utils] – Python module for decorators, wrappers and monkey patching with transparent object proxy

Looking for a specific tool? Explore 70+ Python tools โ†’

Stay Current with CodeCut

Actionable Python tips, curated for busy data pros. Skim in under 2 minutes, three times a week.

Leave a Comment

Your email address will not be published. Required fields are marked *

0
    0
    Your Cart
    Your cart is empty
    Scroll to Top

    Work with Khuyen Tran

    Work with Khuyen Tran