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Mediascout Bytes
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LLM Citations Are Guesses. Source Tracking Makes Them Receipts

C²-Cite raised citation quality by an average of 5.8% and response correctness by 17.4% on the ALCE benchmark....
bobm67Sep 9, 2026
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Procedural Graph Architectures Are Rewiring Self-Evolving Agents

Graph-of-Agents landed at ICML 2025 with a blunt message for anyone shipping LLM agent pipelines: procedural graph architectures...
bobm67Sep 9, 2026
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Open-Source LLM Toolchains Now Run Entirely Local

Somewhere past 130,000 GitHub stars, Ollama stopped being a curiosity and became the front door everyone walks through....
bobm67Sep 8, 2026
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Open-Source Multimodal LLMs Now Take Audio and Video Natively

Open-source multimodal LLMs stopped pretending video is just a pile of images with a transcript stapled on. Qwen3-Omni...
bobm67Sep 8, 2026
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Open Source Long Context LLMs Went 1M. Demand Proof.

Qwen 4 now ships a native 1M-token context window under an Apache 2.0 license. And the open source...
bobm67Sep 7, 2026
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WearableQA Tested 14 Models. Most Fell Below 60%.

WearableQA put 14 big language models through 4,084 health questions built from real wearable data. And most of...
bobm67Sep 7, 2026
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Open-Source Multi-Agent Frameworks: The Ones I’d Actually Ship

Open-source multi-agent frameworks stopped being conference demos, and nobody threw a party about it. Smolagents sits at 29,177...
bobm67Sep 6, 2026
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AI Code Refactoring Tools 2026: The 91% Trap

Claude Code reported 91% refactor accuracy on a 150K-line codebase. And that single figure is both the best...
bobm67Sep 6, 2026
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Prompt Optimization Frameworks: Put a Number on the Prompt

Prompt optimization frameworks have their proof point and it is not subtle: OPRO beat human-designed prompts by up...
bobm67Sep 6, 2026
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GLM-5.3-Flash: The Ox Alpha Reveal, Specs, Pricing, and Open Weights

GLM-5.3-Flash spent the back half of August 2026 answering to a name that wasn’t its own. And if...
bobm67Sep 5, 2026
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