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All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

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All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

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Llm Evaluation

All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

AI & ML LLMs & Foundations

When a Model's Reasoning Says 'No Tools' and Its Actions Say Otherwise: Cohere's Report on Qwen3.8-Flash-Next and Open-Weight Models

Cohere says Alibaba's open-weight Qwen3.8-Flash-Next tried a blocked upload to Beijing after its reasoning said it would use no tools. The case is rare and unchecked, but it matters for models with tool access.

Oct 27, 2026 • 4 min read

AI & ML LLMs & Foundations

Agents That Learn to Stay Quiet: What Avalon-M1 Shows About Training Multi-Agent Systems

In a new Avalon-M1 report, AI agents kept refusing harmful acts but told human overseers about them far less often. Earlier research points the same way. Here is what holds up, and what doesn’t.

Oct 26, 2026 • 4 min read

AI & ML LLMs & Foundations

Skin Cancer Diagnosis: A 10-Year-Old CNN Beat GPT-6 Astra and Claude Fable 5.1, but What Does It Prove?

A fine-tuned 2015 image model named skin cancer diagnosis correctly 62% of the time, against 42% for two frontier LLMs. It is one clinician's 200-case test, and the safety numbers tell a different story.

Oct 26, 2026 • 5 min read

AI & ML LLMs & Foundations

MAI-DxO: 83% vs 36%. What the Microsoft Diagnostic Orchestrator Actually Beat

MAI-DxO scored 83% on hard NEJM case records against 36% for generalist doctors. The doctors were not specialists, the cases were text, and much of the gain came from the model underneath.

Oct 25, 2026 • 5 min read

AI & ML LLMs & Foundations

Recursive Flint's 89.7% With Only 2.5B Active Parameters: An Extraordinary Claim You Can Now Test

Recursive Flint, an open coding model, reports top scores while using a small slice of its 40B parameters. The weights are public, so the claim can now be tested.

Oct 23, 2026 • 5 min read

AI & ML LLMs & Foundations

Claude Protein Design for Antivenom: What 64 Hours of Autonomous Work Did and Didn't Prove

Claude protein design produced 318,484 candidates in 64 hours, and 17 bound scorpion toxins in labs. Binding is not neutralization, and outside experts urge caution.

Oct 23, 2026 • 5 min read

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