AI agents often give vague responses and stop before fully completing tasks.
This workflow forces agents to:
- Break requests into specific subtasks
- Complete each task with concrete evidence
- Get human approval before marking anything "done"
David (Dudu) Twizer dudutwizer
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| [ | |
| { | |
| "url": "https://api.github.com/repos/openclaw/openclaw/issues/35306", | |
| "repository_url": "https://api.github.com/repos/openclaw/openclaw", | |
| "labels_url": "https://api.github.com/repos/openclaw/openclaw/issues/35306/labels{/name}", | |
| "comments_url": "https://api.github.com/repos/openclaw/openclaw/issues/35306/comments", | |
| "events_url": "https://api.github.com/repos/openclaw/openclaw/issues/35306/events", | |
| "html_url": "https://github.com/openclaw/openclaw/issues/35306", | |
| "id": 4025419689, | |
| "node_id": "I_kwDOQb6kR87v7wep", |
dudutwizer
/ self_improving_agent.py
Last active
January 11, 2026 03:34
Self-Improving Agent: Learns from execution history (past tasks/threads) and uses Xpander API to update its own system prompt based on what it learned
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| from typing import Any, Dict, List, Optional, Tuple | |
| import os | |
| from dotenv import load_dotenv | |
| import requests | |
| from xpander_sdk import Backend, Task, Tokens, on_task, register_tool | |
| from agno.agent import Agent | |
| load_dotenv() |
dudutwizer
/ app.py
Created
January 10, 2026 01:55
Python script for parallel webhook calls with timing proof
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| import asyncio | |
| import time | |
| from datetime import datetime | |
| import aiohttp | |
| async def call_webhook(session, call_id): | |
| """Make a single webhook call and return timing info.""" | |
| url = 'https://webhook.xpander.ai?agent_id=YOUR_AGENT_ID' | |
| headers = { |
dudutwizer
/ README.md
Last active
September 1, 2025 22:21
Agno AI Agent Workflow - Task Management System
dudutwizer
/ nvidia_nim_with_xpander.py
Created
September 8, 2024 06:48
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| from xpander_sdk import XpanderClient, LLMProvider # pip install https://assets.xpanderai.io/xpander-sdk.tar.gz | |
| from openai import OpenAI # pip install openai | |
| from langchain_nvidia_ai_endpoints import ChatNVIDIA # pip install langchain_nvidia_ai_endpoints | |
| # Loads all the models that supports Function calling | |
| tool_models = [model for model in ChatNVIDIA.get_available_models() if model.supports_tools] | |
| xpander_client = XpanderClient( | |
| agent_key="<changeme>", #Get it from https://app.xpander.ai | |
| agent_url="https://inbound.xpander.ai/agent/<change-me>", #Get it from https://app.xpander.ai |