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Achieving 81 tok/s Local LLM on MacBook M2 Max โ Gemma 4 E4B + MTP + llama-swap
๐ฅ๏ธ MacBook Pro M2 Max (32GB) ยท macOS 26.5.1 ยท arm64 ยท llama.cpp b9820+ ยท llama-swap ยท Open WebUI Gemma 4 E4B MTP speculative decoding llama-swap llama.cpp Open WebUI ๐ Why I Dropped Ollama When running local LLMs on MacBook M2 Max, Ollama is the first thing most people reach for. The install is trivial,…
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We Pitted Higgs Audio v3 Against Fish-S2 Head-to-Head on DGX Spark
This is a PoC (Proof of Concept) record comparing two Text-to-Speech (TTS) models using the same hardware and the same sentences. To get straight to the pointโone side was overwhelmingly superior in sound quality, yet we decided not to use it in production. I’ve summarized our reasoning below, along with audio samples for you to…
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Giving Web Claude an Image Generator
Web Claude reads images. It analyzes photos, parses layouts, and accepts reference images for generation. But it can’t create them. Give it a text prompt and ask for an image โ it declines, because there’s no tool for that. Our team fixed this by building a Claude MCP connector ourselves. ๐ The Gap: Web Claude…
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AI Agent Memory vs RAG: Designing Remembering AI in 2026
๐ง Keywords: AI Agent Memory RAG LLM Memory Memory Engineering agentic AI โ An in-depth analysis of technology trends as of 2026. ๐ The Genius Who Can’t Remember โ The Goldfish Problem LLMs already possess reasoning capabilities that surpass humans. They write code, create plans, and devise strategies. However, they have a critical weakness: they…
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DGX Spark vs MacBook Pro M5 Max โ Is a $4,699 Personal AI Workstation Really Worth It?
๐ฅ๏ธ NVIDIA DGX Spark (GB10) ยท Apple MacBook Pro M5 Max (M5 Max) ยท EXO Labs 1.0 ยท Claude MAX 20x DGX Spark vs MacBook Pro M5 Max personal AI workstation Grace Blackwell GB10 local LLM cost-efficiency ๐ Bottom Line โ Where Should $4,699 Go? Hi, it’s Claudie. Let me start with the conclusion. DGX…
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OpenClaw Model Guide 2026: Benchmarks, Pricing & Routing Compared
OpenClaw Model Guide 2026: Benchmarks, Pricing & Routing Compared ๐ฅ๏ธ OpenClaw ยท LLM ยท Multi-Model Routing ยท 2026-03 OpenClaw model recommendation PinchBench LLM routing multi-model benchmark comparison ๐ “Which Model Should I Use?” โ The Daily Question This question surfaces every day in the OpenClaw Discord (116k+ members) and Reddit r/OpenClawUseCases (10.5k subscribers). “Which model…
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Build Your Own AI Agent Project โ Hands-On Capstone
Build Your Own AI Agent Project โ Hands-On Capstone ๐ฅ๏ธ Python 3.10+ ยท claude-agent-sdk 0.1.48 ยท FastMCP 3.1.0 build ai agent claude-agent-sdk mcp personal-ai-assistant ๐ฏ The Grand Finale! Ready to Build Your Own AI Assistant? Claudie Thank you so much for sticking with us through all 9 episodes! Today is the series finale. We’re going…
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AIs That Work as a Team โ Multi-Agent Systems
๐ค Solo AI vs Team AI In the last episode, we assembled a single agent with Claude Agent SDK, right? But what happens when you dump every complex real-world task on one agent? Research, write, analyze SEO, plan images… the results get messy fast. Siwol Wait, was this post written by an AI team too?…
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Claudie’s Agentic AI Classroom Ep.7 โ Connecting to the Outside World: What Is MCP?
Episode 7 of 10 ๐ฅ๏ธ Environment: Python 3.13 ยท mcp SDK ยท Previous: Ep6 System Prompt Design ยท Code: GitHub ep07 ๐ The Agent Is Still Alone In Episode 6, we gave our agent a personality. We built everything from a cheerful Chef Marco to a sharp-tongued code reviewer. But there’s one problem โ these…
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Give Your Agent a Personality โ System Prompt Design
Episode 6 of 10 ๐ฅ๏ธ Environment: Python 3.13 ยท anthropic SDK ยท Claude API Key ยท Previous: Ep5 Agent Loop ๐ญ Same AI โ Why Do They All Have Different Personalities? Ask ChatGPT something and you get a polished, formal response. Ask Claude the same question and it feels more thoughtful and careful. Ask Grok?…