Engel Nyst 798aaeaef6 remove Exception in the agent (#4054) 1 tahun lalu
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micro fd0fad7362 improve github.md with more API commands with less code duplication (#3651) 1 tahun lalu
README.md e72dc96d13 [Fix] Stop API key from leaking in evaluation outputs. (#3603) 1 tahun lalu
__init__.py 6487175a31 refactored all relative paths to absolute paths (#3495) 1 tahun lalu
action_parser.py 01ae22ef57 Rename OpenDevin to OpenHands (#3472) 1 tahun lalu
codeact_agent.py 798aaeaef6 remove Exception in the agent (#4054) 1 tahun lalu
system_prompt.j2 ab3851593d Support interactive commands (#3653) 1 tahun lalu
user_prompt.j2 01ae22ef57 Rename OpenDevin to OpenHands (#3472) 1 tahun lalu

README.md

CodeAct Agent Framework

This folder implements the CodeAct idea (paper, tweet) that consolidates LLM agents’ actions into a unified code action space for both simplicity and performance (see paper for more details).

The conceptual idea is illustrated below. At each turn, the agent can:

  1. Converse: Communicate with humans in natural language to ask for clarification, confirmation, etc.
  2. CodeAct: Choose to perform the task by executing code
    • Execute any valid Linux bash command
    • Execute any valid Python code with an interactive Python interpreter. This is simulated through bash command, see plugin system below for more details.

image

Plugin System

To make the CodeAct agent more powerful with only access to bash action space, CodeAct agent leverages OpenHands's plugin system:

Demo

https://github.com/All-Hands-AI/OpenHands/assets/38853559/f592a192-e86c-4f48-ad31-d69282d5f6ac

Example of CodeActAgent with gpt-4-turbo-2024-04-09 performing a data science task (linear regression)

Work-in-progress & Next step

[] Support web-browsing [] Complete the workflow for CodeAct agent to submit Github PRs