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397-Billion Parameter AI Model Runs on MacBook Pro With 48GB RAM at 4.4 Tokens Per Second Using Custom C/Metal Engine

397-Billion Parameter AI Model Runs on MacBook Pro With 48GB RAM at 4.4 Tokens Per Second Using Custom C/Metal Engine

Mar 23, 2026
GitHub

A custom C/Metal inference engine called Flash-MoE is now running a massive 397-billion parameter AI model on a standard MacBook Pro with 48GB RAM, streaming 209GB directly from SSD at 4.4 tokens per second — with 58 documented experiments revealing that Apple Silicon's unified memory architecture defies conventional optimization wisdom.

Hardware Open Source Foundation Models
GPT-5.4 Launches With Major Frontend Design Upgrades, Native Computer Use, and a Dedicated Codex Skill for Production-Ready Interfaces

GPT-5.4 Launches With Major Frontend Design Upgrades, Native Computer Use, and a Dedicated Codex Skill for Production-Ready Interfaces

Mar 22, 2026
openai

GPT-5.4 launches with major frontend design upgrades, including stronger image understanding, native computer use via tools like Playwright, and a dedicated Codex Frontend Skill that produces premium, production-ready interfaces with best practices like full-bleed layouts and intentional motion built in by default.

Coding & Developer Tools Foundation Models Agents
AI Coding Tools Are Reshaping Software Engineering and Threatening to Automate All Knowledge Work

AI Coding Tools Are Reshaping Software Engineering and Threatening to Automate All Knowledge Work

Mar 19, 2026
The Deep View

AI coding tools like Claude Code and Cursor are rapidly transforming software engineering, making coding accessible to novices while tech leaders warn this automation is just the beginning, with Anthropic dominating the space and capturing over 73% of enterprise AI spending as white-collar knowledge work across all industries faces sweeping …

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