b11641: spec : add lilicorr support (#30506)
spec : add lilicorr support convert : use convention for hparam assignment add todo for hparam use in llama-batch.cpp Co-authored-by: Georgi Gerganov [email protected] typo fix Co-authored-by: Georgi Gerganov [email protected].
Executive Summary
spec : add lilicorr support convert : use convention for hparam assignment add todo for hparam use in llama-batch.cpp Co-authored-by: Georgi Gerganov [email protected] typo fix Co-authored-by: Georgi Gerganov [email protected]
Artificial Intelligence Architecture & Model Evaluation
From an artificial intelligence architecture, model weights governance, and inference efficiency perspective: - **Weights Accessibility & Sovereignty:** Evaluates whether weights are open for private self-hosting or locked behind centralized cloud APIs. - **Quantization & Edge Performance:** Kernel optimizations (4-bit/8-bit GGUF, AWQ, EXL2) allow high tokens-per-second on consumer GPUs and Apple Silicon. - **Reasoning & Architectural Scaling:** Scrutinizes mixture-of-experts (MoE), attention mechanisms, and fine-tuning datasets against open community benchmarks.
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Protects developers and enterprises from proprietary black-box entrapment, fostering auditable, sovereign AI infrastructure.