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Latest News

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

Stable Audio 3.0 Ships Open Weights, 6-Min Songs

Stable Audio 3.0 Ships Open Weights, 6-Min Songs

Stability AI releases Stable Audio 3.0 as a four-model family with a new SAME autoencoder, open weights for three of four variants, and tracks up to 6 minutes 20 seconds - while Suno and Udio face ongoing copyright lawsuits over their training data.

Gemini 3.5 Flash Review: When Flash Surpasses Pro

Gemini 3.5 Flash Review: When Flash Surpasses Pro

Gemini 3.5 Flash leads on agentic benchmarks, runs 4x faster than Claude and GPT-5.5, and undercuts both on price - but a hidden long-context weakness and a 3x price hike over its predecessor deserve scrutiny.

Gemini 3.5 Flash

Gemini 3.5 Flash

Google DeepMind's fastest frontier model, hitting 76.2% on Terminal-Bench 2.1 and 289 tok/s, now powering AI Mode in Search for over 1 billion monthly users.

Perplexity vs ChatGPT Search 2026

Perplexity vs ChatGPT Search 2026

Perplexity vs ChatGPT for search and research in 2026: real-time citations, Deep Research speed, pricing tiers, and which tool fits which workflow.