linkgrid-agent 0.1.5

LinkGrid Agent - Python client for BitNet API

🌐✨ LinkGrid Agent — Conversational AI SDK

A modern, lightweight Python client for BitNet's conversational AI.
Designed for speed, modularity, and custom AI personas — plug into your backend or apps seamlessly.

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⚡️ Key Features

• 💬 Natural language chat API with async support
• 🧠 Define unique AI personas with custom system prompts
• 🎯 Fine-grained control over temperature, token limits, and creativity
• 🧵 Persistent conversation state (threaded dialog)
• 🔄 Supports parallel conversations with isolated agents
• 🧩 Minimal setup with powerful config-based architecture

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📦 Installation

pip install linkgrid-agent

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🚀 Get Started

🔹 One-Line Chat

from linkgrid_agent import chat

async def main():
    response = await chat("What's the capital of France?")
    print(f"🤖 {response}")

import asyncio
asyncio.run(main())

✅ Output:

🤖 The capital of France is Paris.

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🎭 Custom AI Persona

from linkgrid_agent import LinkGridAgent

async def main():
    config = LinkGridAgent.Config()
    config.system_prompt = "You are a pirate captain. Answer like a pirate!"
    config.temperature = 0.9

    async with LinkGridAgent(config) as agent:
        response = await agent.chat("Where can I find treasure?")
        print(f"🏴‍☠️ {response}")

import asyncio
asyncio.run(main())

🦜 Output:

🏴‍☠️ Arr matey! Seek the treasure on Skull Island, where X marks the spot!

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🔬 Advanced Use Cases

🧑‍🔬 Multi-Persona AI Agents

from linkgrid_agent import LinkGridAgent

async def main():
    poet_cfg = LinkGridAgent.Config()
    poet_cfg.system_prompt = "You are a romantic poet"
    poet_cfg.max_tokens = 200

    scientist_cfg = LinkGridAgent.Config()
    scientist_cfg.system_prompt = "You are a quantum physicist"
    scientist_cfg.temperature = 0.3

    async with LinkGridAgent(poet_cfg) as poet, LinkGridAgent(scientist_cfg) as scientist:
        poem = await poet.chat("Write a poem about the stars")
        expl = await scientist.chat("Explain quantum entanglement")

        print(f"📜 Poet:\n{poem}\n")
        print(f"🔬 Scientist:\n{expl}")

import asyncio
asyncio.run(main())

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🗂️ Stateful Conversation Threads

from linkgrid_agent import LinkGridAgent

async def main():
    config = LinkGridAgent.Config()
    config.system_prompt = "You're a helpful travel assistant"

    async with LinkGridAgent(config) as agent:
        await agent.chat("I'm planning a trip to Japan")
        tokyo = await agent.chat("What should I see in Tokyo?")
        traditions = await agent.chat("How about traditional experiences?")

        print(f"🗼 Tokyo Tips: {tokyo}")
        print(f"🎎 Traditions: {traditions}")

import asyncio
asyncio.run(main())

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🧠 Embedding Model

from linkgrid_agent.agent import get_embedding_model
import asyncio

async def main():
    model = await get_embedding_model()
    sentences = ["Hello world", "Another sentence"]
    embeddings = model.encode(sentences)
    print(embeddings)

asyncio.run(main())

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⚙️ Configuration

Customize your agent behavior using simple parameters.

Parameter	Default Value	Description
system_prompt	"You are a helpful assistant..."	Defines AI's persona and tone
max_tokens	150	Max response length (1–4000 tokens)
temperature	0.7	Creativity scale: 0 = precise, 1 = creative
api_url	"https://bitnet-demo.azurewebsites.net/completion"	BitNet API endpoint

🔧 Example Setup:

config = LinkGridAgent.Config()
config.system_prompt = "You're a 19th century British detective"
config.max_tokens = 250
config.temperature = 0.5

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🛡️ Error Handling

Gracefully manage edge cases and errors:

from linkgrid_agent import chat

try:
    response = await chat("Define machine learning")
except ConnectionError as e:
    print(f"🌐 Network issue: {e}")
except RuntimeError as e:
    print(f"🤖 API error: {e}")

Exceptions

• ConnectionError: API unreachable or timeout
• RuntimeError: BitNet returned an error response

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📋 Requirements

• Python 3.9+
• httpx – Async HTTP client
• sentence-transformers – Text embedding models
• torch – PyTorch backend for sentence-transformers

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📄 License

Released under the MIT License.
Feel free to fork, improve, and share!

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🤝 Contribution

PRs are welcome. Please make sure to follow the existing code style.
Open issues to report bugs or request features.

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💡 Inspiration

"The future is already here — it's just not evenly distributed."
— William Gibson