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What Actually Runs on a Phone: The Memory Arithmetic

BACKGROUND
4 SIGNALSFIRST DETECTED 12 August 2026
Narrative synthesis pending — 4 signals collected.
How the story developed
18 Aug
What really fits in 8GB VRAM
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Other feeds and industry voices
1 Apr
Open-Weight AI Models Just Caught Up With GPT, Gemini and Claude. Here's What That Means for Where Intelligence Runs.

<p>In the first eight weeks of 2026, ten major open-weight LLM architectures were released.</p> <p>GLM-5 matched GPT-5.2 and Claude Opus 4.6 on benchmarks. Step 3.5 Flash

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1 Apr
Complete Guide to llm-d CNCF Sandbox — Kubernetes-Native Distributed LLM Inference

<h1> Complete Guide to llm-d CNCF Sandbox — Kubernetes-Native Distributed LLM Inference Framework </h1> <p>At KubeCon Europe 2026 in Amsterdam, IBM Research, Red Hat, and Google

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23 Sept
How Much RAM Do You Need for Local LLMs on a Mac?

<p>This blog already has <a href="https://www.veloworkspaces.com/blog/zero-tax-virtualization/" rel="noopener noreferrer">a tier-by-tier</a> table for the specific models it

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21 Mar
BiRefNet vs rembg vs U2Net: Which Background Removal Model Actually Works in Production?

<h1> BiRefNet vs rembg vs U2Net: Which Background Removal Model Actually Works in Production? </h1> <p>I've spent the last few months running background removal at scale — tens of

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24 Mar
The 5-Layer Memory Architecture That Keeps Our AI Agent Running 24/7 Without Forgetting

<p>Most AI agents have amnesia.</p> <p>You close the chat window. They forget everything. Every session starts from zero. Every context window fills up and dumps the earliest

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29 Mar
Why I Built a Brain for My AI Agents — and What It Taught Me About Memory

<p>`---<br /> title: "Why I Built a Brain for My AI Agents — and What It Taught Me About Memory"<br /> published: true<br /> description: "Anamnesis v0.3.0: The cognitive

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25 Apr
OpenAI Just Released GPT-5.5. Here's What It Actually Does (and What It Costs You)

<p>GPT-5.4 shipped on March 5. Seven weeks later, on April 23, 2026, OpenAI released GPT-5.5 — and the pace alone tells you something about where this race is headed. This isn't

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16 Apr
Claude Opus 4.7: What Actually Changed for Agentic Coding

<p>Anthropic shipped Opus 4.7 on April 16, 2026. Same $5/$25 pricing as 4.6. Same 1M context. Same 128K output ceiling. Different model entirely when you put it in an agentic

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