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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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Ling-3.0-flash

Ling-3.0-flash

InclusionAI's Ling-3.0-flash packs 124B parameters into a 5.1B-active hybrid-linear MoE that Ant Group claims matches its 1T flagship - but shipped with zero independently verifiable benchmark numbers.

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.

Recent

US States Race to Regulate AI as Congress Sits Idle

US States Race to Regulate AI as Congress Sits Idle

Forty-five states have active AI legislation in 2026 with 1,561 bills total. Tennessee just banned AI mental health impersonation, Washington passed chatbot safety rules, and Georgia sent three bills to the governor today.

Migrating from OpenAI API to Google Gemini API

Migrating from OpenAI API to Google Gemini API

A practical guide to switching from OpenAI's chat completions to Google's Gemini API, covering the 3-line compatibility shortcut, key schema differences, and where the two APIs diverge.

Microsoft Launches Three AI Models to Rival OpenAI

Microsoft Launches Three AI Models to Rival OpenAI

Microsoft's MAI division releases MAI-Transcribe-1, MAI-Voice-1, and MAI-Image-2 - beating OpenAI and Google on key benchmarks while signaling a strategic break from exclusive reliance on its OpenAI partnership.

Google ADK Review: The Agent Framework for Gemini

Google ADK Review: The Agent Framework for Gemini

A hands-on review of Google's Agent Development Kit - the open-source framework for building multi-agent AI systems, with a look at its strengths, limitations, and how it stacks up against LangGraph and CrewAI.