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This Week in AI Research: Knowledge, Speed, Agent Risk

This Week in AI Research: Knowledge, Speed, Agent Risk

Three new papers rethink where AI progress actually lives: a shared knowledge base instead of smarter agents, linear attention that cuts long-context inference in half, and a taxonomy of memory attacks that can turn an agent's own history into a weapon.

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Guides

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Reviews

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Kimi K3 Review: Best at Code, Worse at Honesty

Kimi K3 Review: Best at Code, Worse at Honesty

Moonshot's Kimi K3 tops LMArena's Frontend Code Arena and undercuts Opus 4.8 on cost per task, but a tripled price tag, a rising hallucination rate, and an unresolved distillation question complicate the win.

Leaderboards

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Models

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Qwen3-VL-235B-A22B

Qwen3-VL-235B-A22B

Alibaba's flagship open-weight vision-language MoE beats every proprietary model on DocVQA at 96.5% and MathVista at 85.8%, but trails GPT-5.4 and Gemini 3.1 Pro on broad MMMU-Pro reasoning.

DeepSeek-VL2

DeepSeek-VL2

DeepSeek-VL2 is DeepSeek's open-weight Mixture-of-Experts vision-language model, activating just 4.5B of its 27B parameters to hit 93.3% on DocVQA and beat GPT-4o on OCRBench.

Qwen2.5-VL-72B-Instruct

Qwen2.5-VL-72B-Instruct

Alibaba's dense 72B vision-language model tops the open-weight DocVQA leaderboard at 96.4% and remains the default self-hosted choice for document and chart understanding.

Recent

Best AI Tools for Data Analysts in 2026

Best AI Tools for Data Analysts in 2026

The best AI tools for data analysts in 2026 - covering general AI assistants, purpose-built data tools, notebook platforms, and AI SQL generation with real pricing.

Trump Pulls AI Security Order Hours Before Signing

Trump Pulls AI Security Order Hours Before Signing

Trump scrapped a White House AI executive order signing ceremony at the last minute, citing concerns about US competitiveness - even as Anthropic Mythos and OpenAI's GPT-5.5-Cyber showed AI can now find and exploit zero-days at scale.

Best AI Tools for Marketers in 2026

Best AI Tools for Marketers in 2026

Eight AI tools that in-house marketers actually rely on in 2026 - content writing, SEO, email, design, research, and automation with verified pricing.

Qwen3-Coder-Next

Qwen3-Coder-Next

Qwen3-Coder-Next is an 80B MoE coding model from Alibaba that activates just 3B parameters per forward pass, scoring over 70% on SWE-Bench Verified with agent scaffolding under Apache 2.0.

How to Use AI for Customer Service

How to Use AI for Customer Service

A plain-English guide to using AI chatbots and tools to answer customer questions faster, write better support replies, and automate repetitive support work.