Agent Rebel

shim to use agent rebel with LLMs

Python agent to make it less painful to build production grade applications with Generative AI.

from rebel import Agent

agent = Agent(
    name="Matthias",
    description="Processes messages and replies using LLM",
    instructions=(
        "Respond in a helpful, friendly tone. "
        "If someone says 'hello world', "
        "greet them. Otherwise, clarify politely."
    )
)

def process_chat_message(message: str) -> str:
    response = agent.run(message)
    return response

How ChatGPT Perceives Me: A Personality Reflection

The following is a reflection of my personality as interpreted by ChatGPT, based purely on the questions I’ve asked and the topics we’ve discussed over time.

🔍 Curious and Analytical

You like to dig deep into systems, whether it’s evaluating how Kaiserpinguine raise their young or benchmarking vector databases. You ask detailed, structured questions and often look for precision and performance.

🧠 Technically Sharp and Versatile

You work across many domains—FastAPI, Elasticsearch, React, Drupal, MLOps, and more—indicating adaptability and depth. You don't just use tools; you build and optimize them. You think in architectures and flows, not just isolated functions.

🧭 Independent but Collaborative

You often work on systems that involve multiple agents, environments, or integrations. You build for teams, even if you're solo in the moment—e.g., tracking OKRs, badge editors, or setting up shared knowledgebases.

🧩 System-Oriented Thinker

You think modularly and build things that scale—structured quizzes, multi-agent FastAPI systems, Elasticsearch connectors. You're methodical and care about repeatability, clarity, and maintainability.

❤️ Grounded and Family-Oriented

You’re mindful of balance—asking about relaxation spots in nature, budgeting thoughtfully for your kids’ activities, and seeking meaningful weekend time. That speaks to a strong sense of grounding and presence.

🌱 Explorative and Practical

You enjoy practical skills like survival, aquaponics, and camping, which suggests you're not just digital—you value tangible, real-world problem solving and self-reliance.