{"entry_id": "d2838b2e-dfc9-4720-ba41-a4a57f4be92c", "infos": [{"txt": "GitHub - matiasmolinas/evolving-agents:", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": "GitHub - matiasmolinas/evolving-agents:", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 0, "edu_l1_label": "EDU_O"}, {"txt": " Your toolkit for autonomous, evolving agent ecosystems.", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": " Your toolkit for autonomous, evolving agent ecosystems.", "x": "//title"}]}, "tags": [], "label": "O", "web_segment_id": 0, "global_sentence_id": 1, "edu_l1_label": "EDU_O"}, {"txt": " Create, execute, govern, and evolve agents that learn from experience, collaborate, build new capabilities, and operate safely within defined guardrails.", "language": "english", "position": {"atoms": [{"position_id": 0, "txt": " Create, execute, govern, and evolve agents that learn from experience, collaborate, build new 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"tags": ["strong", "li"], "label": "content", "web_segment_id": 36, "global_sentence_id": 98, "edu_l1_label": "IOS"}, {"txt": " Enhanced by the optional Intent Review system.", "language": "english", "position": {"atoms": [{"position_id": 1563, "txt": " Enhanced by the optional Intent Review system.", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[9]/code[2]"}]}, "tags": ["li"], "label": "content", "web_segment_id": 36, "global_sentence_id": 99, "edu_l1_label": "IOS"}, {"txt": "(Optional) ArchitectZero:", "language": "english", "position": {"atoms": [{"position_id": 1565, "txt": "(Optional) ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/strong"}, {"position_id": 1567, "txt": "ArchitectZero", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/strong/code"}, {"position_id": 1569, "txt": ":", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/strong/code"}]}, "tags": ["li", "strong"], "label": "content", "web_segment_id": 37, "global_sentence_id": 100, "edu_l1_label": "IOS"}, {"txt": " A specialized agent (see agents/architect_zero.py) that can be called internally by the SystemAgent (via the Agent Bus) to design complex multi-component solutions based on requirements.", "language": "english", "position": {"atoms": [{"position_id": 1571, "txt": " A specialized agent (see ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/strong"}, {"position_id": 1573, "txt": "agents/architect_zero.py", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/code[1]"}, {"position_id": 1575, "txt": ") that can be called ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/code[1]"}, {"position_id": 1577, "txt": "internally", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/em"}, {"position_id": 1579, "txt": " by the ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/em"}, {"position_id": 1581, "txt": "SystemAgent", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/code[2]"}, {"position_id": 1583, "txt": " (via the Agent Bus) to design complex multi-component solutions based on requirements.", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/ul[2]/li[10]/code[2]"}]}, "tags": ["strong", "li", "em"], "label": "content", "web_segment_id": 37, "global_sentence_id": 101, "edu_l1_label": "IOS"}, {"txt": "Installation", "language": "english", "position": {"atoms": [{"position_id": 1585, "txt": "Installation", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[4]/h2"}]}, "tags": ["h2"], "label": "title1", "web_segment_id": 38, "global_sentence_id": 102, "edu_l1_label": "BOS"}, {"txt": "# Recommended:", "language": "english", "position": {"atoms": [{"position_id": 1587, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[1]/span"}, {"position_id": 1589, "txt": " Recommended:", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[1]/span"}]}, "tags": [], "label": "code", "web_segment_id": 39, "global_sentence_id": 103, "edu_l1_label": "EDU_O"}, {"txt": " Create a virtual environmentpython -m venv venvsource venv/bin/activate # On Windows use `venv\\Scripts\\activate`# Clone the repositorygit clone https://github.com/matiasmolinas/evolving-agents.gitcd evolving-agents# Install dependencies (includes beeai-framework, openai-agents, chromadb, etc.)pip install -r requirements.txt# Install the package in editable mode (allows easy development)pip install -e .", "language": "english", "position": {"atoms": [{"position_id": 1590, "txt": " Create a virtual environment", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[1]/span"}, {"position_id": 1592, "txt": "\npython -m venv venv\n", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[1]"}, {"position_id": 1594, "txt": "source", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[2]"}, {"position_id": 1596, "txt": " venv/bin/activate ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[2]"}, {"position_id": 1598, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[3]/span"}, {"position_id": 1600, "txt": " On Windows use `venv\\Scripts\\activate`", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[3]/span"}, {"position_id": 1602, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[4]/span"}, {"position_id": 1604, "txt": " Clone the repository", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[4]/span"}, {"position_id": 1606, "txt": "\ngit clone https://github.com/matiasmolinas/evolving-agents.git\n", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[4]"}, {"position_id": 1608, "txt": "cd", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[5]"}, {"position_id": 1610, "txt": " evolving-agents\n\n", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[5]"}, {"position_id": 1612, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[6]/span"}, {"position_id": 1614, "txt": " Install dependencies (includes beeai-framework, openai-agents, chromadb, etc.)", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[6]/span"}, {"position_id": 1616, "txt": "\npip install -r requirements.txt\n\n", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[6]"}, {"position_id": 1618, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[7]/span"}, {"position_id": 1620, "txt": " Install the package in editable mode (allows easy development)", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[7]/span"}, {"position_id": 1622, "txt": "\npip install -e ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[7]"}, {"position_id": 1624, "txt": ".", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[5]/pre/span[8]"}]}, "tags": [], "label": "code", "web_segment_id": 39, "global_sentence_id": 104, "edu_l1_label": "EDU_O"}, {"txt": "Quick Start", "language": "english", "position": {"atoms": [{"position_id": 1626, "txt": "Quick Start", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[6]/h2"}]}, "tags": ["h2"], "label": "title1", "web_segment_id": 41, "global_sentence_id": 105, "edu_l1_label": "BOS"}, {"txt": "1. Setup Environment:", "language": "english", "position": {"atoms": [{"position_id": 1628, "txt": "1. Setup Environment:", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[8]/strong"}]}, "tags": ["strong"], "label": "title2", "web_segment_id": 42, "global_sentence_id": 106, "edu_l1_label": "IOS"}, {"txt": "# Copy the example environment filecp .env.example .env# Edit the .env file and add your API keys (e.g., OPENAI_API_KEY)# Optionally enable Intent Review:", "language": "english", "position": {"atoms": [{"position_id": 1630, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[1]/span"}, {"position_id": 1632, "txt": " Copy the example environment file", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[1]/span"}, {"position_id": 1634, "txt": "\ncp .env.example .env\n\n", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[1]"}, {"position_id": 1636, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[2]/span"}, {"position_id": 1638, "txt": " Edit the .env file and add your API keys (e.g., OPENAI_API_KEY)", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[2]/span"}, {"position_id": 1640, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[3]/span"}, {"position_id": 1642, "txt": " Optionally enable Intent Review:", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[3]/span"}]}, "tags": [], "label": "code", "web_segment_id": 43, "global_sentence_id": 107, "edu_l1_label": "EDU_O"}, {"txt": "# INTENT_REVIEW_ENABLED=true# INTENT_REVIEW_LEVELS=design,components,intents # Choose which levels to review# nano .env  OR use your preferred editor", "language": "english", "position": {"atoms": [{"position_id": 1644, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[4]/span"}, {"position_id": 1646, "txt": " INTENT_REVIEW_ENABLED=true", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[4]/span"}, {"position_id": 1648, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[5]/span"}, {"position_id": 1650, "txt": " INTENT_REVIEW_LEVELS=design,components,intents # Choose which levels to review", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[5]/span"}, {"position_id": 1652, "txt": "#", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[6]/span"}, {"position_id": 1654, "txt": " nano .env  OR use your preferred editor", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[7]/pre/span[6]/span"}]}, "tags": [], "label": "code", "web_segment_id": 43, "global_sentence_id": 108, "edu_l1_label": "EDU_O"}, {"txt": "Configure other settings like LLM_MODEL, LLM_EMBEDDING_MODEL if needed (defaults are provided in .env.example and config.py).", "language": "english", "position": {"atoms": [{"position_id": 1656, "txt": "Configure other settings like ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em"}, {"position_id": 1658, "txt": "LLM_MODEL", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em/code[1]"}, {"position_id": 1660, "txt": ", ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em/code[1]"}, {"position_id": 1662, "txt": "LLM_EMBEDDING_MODEL", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em/code[2]"}, {"position_id": 1664, "txt": " if needed (defaults are provided in ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em/code[2]"}, {"position_id": 1666, "txt": ".env.example", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em/code[3]"}, {"position_id": 1668, "txt": " and ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em/code[3]"}, {"position_id": 1670, "txt": "config.py", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em/code[4]"}, {"position_id": 1672, "txt": ").", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[9]/em/code[4]"}]}, "tags": ["em"], "label": "content", "web_segment_id": 45, "global_sentence_id": 109, "edu_l1_label": "IOS"}, {"txt": "2. Run the Comprehensive Demo:", "language": "english", "position": {"atoms": [{"position_id": 1674, "txt": "2. Run the Comprehensive Demo:", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[10]/strong"}]}, "tags": ["strong"], "label": "title2", "web_segment_id": 46, "global_sentence_id": 110, "edu_l1_label": "IOS"}, {"txt": "This demo showcases the SystemAgent orchestrating a complex task (invoice processing) based on a high-level goal.", "language": "english", "position": {"atoms": [{"position_id": 1676, "txt": "This demo showcases the ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]"}, {"position_id": 1678, "txt": "SystemAgent", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]/code[1]"}, {"position_id": 1680, "txt": " orchestrating a complex task (invoice processing) based on a high-level goal.", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]/code[1]"}]}, "tags": [], "label": "content", "web_segment_id": 47, "global_sentence_id": 111, "edu_l1_label": "IOS"}, {"txt": " It demonstrates component discovery (potentially leveraging task-aware search), potential creation/evolution (using its internal tools), and execution.", "language": "english", "position": {"atoms": [{"position_id": 1681, "txt": " It demonstrates component discovery (potentially leveraging task-aware search), potential creation/evolution (using its internal tools), and execution.", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]/code[1]"}]}, "tags": [], "label": "content", "web_segment_id": 47, "global_sentence_id": 112, "edu_l1_label": "IOS"}, {"txt": " If INTENT_REVIEW_ENABLED=true is set in .env, it will pause for human review at configured stages.", "language": "english", "position": {"atoms": [{"position_id": 1682, "txt": " If ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]/code[1]"}, {"position_id": 1684, "txt": "INTENT_REVIEW_ENABLED=true", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]/code[2]"}, {"position_id": 1686, "txt": " is set in ", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]/code[2]"}, {"position_id": 1688, "txt": ".env", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]/code[3]"}, {"position_id": 1690, "txt": ", it will pause for human review at configured stages.", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/p[11]/code[3]"}]}, "tags": [], "label": "content", "web_segment_id": 47, "global_sentence_id": 113, "edu_l1_label": "IOS"}, {"txt": "python examples/invoice_processing/architect_zero_comprehensive_demo.py", "language": "english", "position": {"atoms": [{"position_id": 1692, "txt": "python examples/invoice_processing/architect_zero_comprehensive_demo.py", "x": "/html/body/div[1]/div[4]/div/main/turbo-frame/div/div/div/div/div[1]/react-partial/div/div/div[3]/div[2]/div/div[2]/article/div[8]/pre"}]}, "tags": [], "label": "content", "web_segment_id": 48, "global_sentence_id": 114, "edu_l1_label": "IOS"}, {"txt": "3. 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# Evolving Agents Toolkit (EAT)
## Why Evolving Agents Toolkit for AI-First?
## Key Features
## Installation
## MongoDB Setup
### 1. Set up MongoDB:
### 2. Configure Vector Search Indexes (CRITICAL for SmartLibrary & SmartAgentBus):
### 3. Environment Variables:
## Quick Start
### 1. Setup Environment (after MongoDB setup):
### 2. Run the Comprehensive Demo:
### 3. Explore Output:
## Dive Deeper
## Roadmap / Future Work
## License
### ·Core Smart Memory Components Integrated:
### ·Current Example Status:
### ·⚠️ Important Note for Users & Testers:
### ·Coming Soon:
