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Merge branch 'main' of https://github.com/SuarezPM/ContextForge
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README.md
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# APOHARA V1.0 — ContextForge
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```
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**Silicon-native KV cache coordination for multi-agent LLM pipelines on AMD Instinct MI300X**
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- RotateKV authors — *Pre-RoPE KV Quantization* (IJCAI 2025, arXiv:2501.16383)
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- vLLM-Omni authors — *Disaggregated Multimodal Serving* (Feb 2026, arXiv:2602.02204)
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- **Qwen team** — Qwen3-Embedding-0.6B and Qwen3.6-35B-A22B model availability on AMD ROCm
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- **LabLab.ai** — Hackathon platform and community
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# APOHARA V1.0 — ContextForge
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```
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# ▐▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▌
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# ▐ ▌
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# ▐ ▌
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# ▐ ▌
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# ▐ ▌
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# ▐ ▌
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# ▐ █████╗ ██████╗ ██████╗ ██╗ ██╗ █████╗ ██████╗ █████╗ ▌
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# ▐ ██╔══██╗██╔══██╗██╔═══██╗██║ ██║██╔══██╗██╔══██╗██╔══██╗ ▌
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# ▐ ███████║██████╔╝██║ ██║███████║███████║██████╔╝███████║ ▌
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# ▐ ██╔══██║██╔═══╝ ██║ ██║██╔══██║██╔══██║██╔══██╗██╔══██║ ▌
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# ▐ ██║ ██║██║ ╚██████╔╝██║ ██║██║ ██║██║ ██║██║ ██║ ▌
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# ▐ ╚═╝ ��═╝╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ▌
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# ▐ ▌
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# ▐ ██████╗ ██████╗ ███╗ ██╗████████╗███████╗██╗ ██╗████████╗ ▌
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# ▐ ██╔════╝██╔═══██╗████╗ ██║╚══██╔══╝██╔════╝╚██╗██╔╝╚══██╔══╝ ▌
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# ▐ ██║ ██║ ██║██╔██╗ ██║ ██║ █████╗ ╚███╔╝ ██║ ▌
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# ▐ ██║ ██║ ██║██║╚██╗██║ ██║ ██╔══╝ ██╔██╗ ██║ ▌
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# ▐ ╚██████╗╚██████╔╝██║ ╚████║ ██║ ███████╗██╔╝ ██╗ ██║ ▌
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# ▐ ╚═════╝ ╚═════╝ ╚═╝ ╚═══╝ ╚═╝ ╚══════╝╚═╝ ╚═╝ ╚═╝ ▌
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# ▐ ▌
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# ▐ ███████╗ ██████╗ ██████╗ ██████╗ ███████╗ ▌
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# ▐ ██╔════╝██╔═══██╗██╔══██╗██╔════╝ ██╔════╝ ▌
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# ▐ █████╗ ██║ ██║██████╔╝██║ ███╗█████╗ ▌
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# ▐ ██╔══╝ ██║ ██║██╔══██╗██║ ██║██╔══╝ ▌
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# ▐ ██║ ╚██████╔╝██║ ██║╚██████╔╝███████╗ ▌
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# ▐ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═════╝ ╚══════╝ ▌
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# ▐ ▌
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# ▐ ▌
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# ▐ ▌
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# ▐ KV Cache Coordination Layer for Multi-Agent LLM Pipelines ▌
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# ▐ AMD Instinct MI300X · ROCm 7.x · HBM3 192 GB ▌
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# ▐▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▌
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```
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**Silicon-native KV cache coordination for multi-agent LLM pipelines on AMD Instinct MI300X**
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- RotateKV authors — *Pre-RoPE KV Quantization* (IJCAI 2025, arXiv:2501.16383)
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- vLLM-Omni authors — *Disaggregated Multimodal Serving* (Feb 2026, arXiv:2602.02204)
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- **Qwen team** — Qwen3-Embedding-0.6B and Qwen3.6-35B-A22B model availability on AMD ROCm
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- **LabLab.ai** — Hackathon platform and community
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