# Ollama Local AI Runtimes v0.40.4 Release

> **Key Architectural Takeaway:** What's Changed llama: update llama.cpp to b11521 for decision models and EmbeddingGemma 2 by @jmorganca in #18917 server: reuse verified manifests and loaded models in inference routes by @dhiltgen in #18947 mlx: compact restored recurrent state after speculative rollback by @dhiltgen in #18955 launch: include installed models in Codex /model picker by @ParthSareen in #18887 MLX, MLX-C: version bump by @dhiltgen in #18956 Full Changelog : v0.40.3...v0.40.4-rc1.

**Published:** 2026-10-13T05:26:17+00:00 
**Source:** Ollama Local AI Runtimes 
**Category:** ai-local-edge 
**Canonical URL:** https://fosswire.org/news/ollama-local-ai-runtimes-v0404-release.html 

## Executive Summary
What's Changed llama: update llama.cpp to b11521 for decision models and EmbeddingGemma 2 by @jmorganca in #18917 server: reuse verified manifests and loaded models in inference routes by @dhiltgen in #18947 mlx: compact restored recurrent state after speculative rollback by @dhiltgen in #18955 launch: include installed models in Codex /model picker by @ParthSareen in #18887 MLX, MLX-C: version bump by @dhiltgen in #18956 Full Changelog : v0.40.3...v0.40.4-rc1

## Architectural & Systems Analysis
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.

## Impact on the Open Ecosystem
Protects developers and enterprises from proprietary black-box entrapment, fostering auditable, sovereign AI infrastructure.