AESIR-Coder-7B / README.md
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---
license: apache-2.0
base_model:
- Qwen/Qwen2.5-Coder-7B-Instruct
- deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
tags:
- merge
- mergekit
- ties
- coding
- reasoning
- aesir-unlimited
- web3
---
# ⚡ AESIR-Coder-7B
**AESIR-Coder-7B** is a high-performance, reasoning-dense language model developed by **ÆSIR Unlimited**. By merging the world-class syntax precision of **Qwen2.5-Coder** with the rigorous Chain-of-Thought (CoT) logic of **DeepSeek-R1**, we have engineered a "pocket-sized architect" capable of handling complex software engineering and Web3 tasks on consumer-grade hardware.
## 🛠️ Architecture & Methodology
This model was engineered using the **TIES (Trimming, Electing, and Merging)** method via `mergekit`. This approach allows the model to resolve weight conflicts between its two parent brains—ensuring the reasoning logic of DeepSeek doesn't "break" the specific coding syntax of Qwen.
- **Base Engine:** Qwen2.5-Coder-7B-Instruct (Optimized for 90+ programming languages)
- **Reasoning Layer:** DeepSeek-R1-Distill-Qwen-7B (Trained on massive reasoning traces)
- **Merge Method:** TIES
- **Hardware Profile:** Optimized for 8GB-16GB RAM environments (Local First)
## 🚀 Key Agentic Capabilities
1. **Chain-of-Thought Auditing:** Unlike standard models that just write code, AESIR-Coder "thinks" through the logic. It is ideal for identifying logic flaws in smart contracts and complex Python agentic systems.
2. **Web3 Native:** Deep knowledge of Solidity, Vyper, and the TON/Solana ecosystems, combined with the ability to reason about decentralized state-machines.
3. **Structured Intelligence:** Highly stable at generating JSON schemas and YAML configurations required for the **ÆSIR Protocol** agentic handshakes.
## 💻 Local Execution (ÆSIR Unlimited Standards)
To run this model on your local machine with limited RAM, we recommend using **LM Studio** or **Ollama** with a **Q4_K_M GGUF** quantization.
| RAM Availability | Recommended Quantization |
| :--- | :--- |
| **8GB RAM** | Q4_K_M (Fast, High Quality) |
| **12GB+ RAM** | Q6_K or Q8_0 (Near-Lossless) |
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*Developed by **Bugg-Moran** as part of the **ÆSIR Unlimited** mission to bridge the gap between AI and Decentralized Infrastructure.*