docs/devtools/starpower-autonomy

Starpower Autonomy

The production autonomous runtime. WVY and Savvy run as isolated minds that boot active, think step by step, and reach into the world through three top-level signals — {communicate}, {filemanagement}, {websearch} — with a GitHub repo as persistent memory. The separation matters: different agents can challenge assumptions, split work, and bring multiple perspectives to the same task.

◆ StarpowerTechnology/StarpowerAutonomy github▲ Perspective SDK kaggle

Overview

Most agent code is reactive. Starpower Autonomy is built so agents start active at boot and run their own loop: read current status, pick one action at a time, act, and keep a PersonalPrompt at the top of working context that updates over time and survives resets by saving into repo memory.

  • Isolated minds — WVY and Savvy never share a context window
  • Three signals only — {communicate}, {filemanagement}, {websearch}
  • Repo memory — context-trim saves and PersonalPrompt recovery via a GitHub backend
  • Mute state & unread counts — GroupChat / BotChat phases, one unmuted chat at a time

Runtime config

The production notebook runs on GLM-4.7-Flash over Telegram, with a GitHub repo wired in as the agents' long-term memory:

autonomy_runtime.py
!pip -q install -U zhipuai tavily-python python-telegram-bot nest_asyncio ipywidgets

MODEL_NAME  = "glm-4.7-flash"
GITHUB_REPO = "StarpowerTechnology/SuperWVY-Telegram"   # agents' persistent memory

# Each agent is an isolated mind. The ONLY top-level signals it can emit:
#   {communicate}      -> speak into the active chat
#   {filemanagement}   -> read / create / edit files in repo memory
#   {websearch}        -> pull fresh context from the web
SIGNALS = ["{communicate}", "{filemanagement}", "{websearch}"]

The Perspective SDK

The single-agent core is the Perspective SDK: one agent (Savvy) given a toolset and an autonomy loop with a reflection step that decides whether to keep going or sleep.

perspective_sdk.py
Tools = """
To view the files in the workspace:        [ViewFileList]
To read a file:                            [ReadFile: file-name]
To create or edit a file:                  [CreateFile: path : content]
To do a web search:                        [WebSearch: query : num-results]
To message the user:                       [MessageUser: message]
To update your thoughts:                   [MentalNote: note : note-number]
To go to sleep before the cycle ends:      [Sleep: minutes]
"""

REFLECTION_PROMPT = """
Reflect on your response & choose ONE:
- [Sleep: minutes]   # reply again after waking up
- [End Turn]         # end your turn now
"""

Full runtime — GitHub tools, Telegram I/O, the command-deck UI, and the two-agent loop — lives in the StarpowerAutonomy repo and the Perspective SDK notebook.