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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

NVIDIA Groq 3 LPU - SRAM-Based Inference Engine

NVIDIA Groq 3 LPU - SRAM-Based Inference Engine

The NVIDIA Groq 3 LPU is a pure-SRAM inference chip delivering 150 TB/s memory bandwidth and 1.2 PFLOPS FP8 per chip, designed to pair with Vera Rubin GPUs for trillion-parameter model serving.

Positron Atlas - FPGA Inference Server

Positron Atlas - FPGA Inference Server

The Positron Atlas is an 8-card FPGA inference server delivering 4.5x better performance per watt than the NVIDIA DGX H200 at 2000W in a single 1U chassis.

A Shoe Company Ditched Shoes for GPUs and Surged 373%

A Shoe Company Ditched Shoes for GPUs and Surged 373%

Allbirds sold its entire footwear business for $39 million - roughly 1% of its $4 billion peak valuation - and is rebranding as NewBird AI to buy GPUs and rent compute to AI developers. The stock quadrupled in a day.

The Left Hand Bans What the Right Hand Deploys

The Left Hand Bans What the Right Hand Deploys

The Trump administration is simultaneously suing Anthropic in federal court over a supply chain risk designation and sending Treasury Secretary Bessent and Fed Chair Powell to convince Wall Street banks to use Anthropic's most powerful model.

OpenAI Launches GPT-5.4-Cyber for Vetted Defenders Only

OpenAI Launches GPT-5.4-Cyber for Vetted Defenders Only

OpenAI's GPT-5.4-Cyber is a restricted model fine-tuned for defensive cybersecurity with binary reverse engineering and reduced refusal rates, available only through identity-verified access tiers - a direct response to Anthropic's Mythos Preview.