Intel 情报源

Google’s Gemini lineup has a Pro-sized hole

PLUS: Sell a high-value AI workflow audit as a consultant

China's bold plan to knock an asteroid off course

PLUS: Anduril and Archer bring the ‘Thunder’

Better design than Fable

unsolved maths problems vs ai models, who'll win?

Claude disproves an 87-year-old math problem

PLUS: Make AI note-taking easier with a “Captain’s Log” setup

Kimi K3: The open-weights escalation

The global implications on the AI ecosystem.

JitRoy2024/Qwen_Img_Space

Controlling Reasoning Effort in LLMs

How LLMs Learn Low-, Medium-, and High-Effort Reasoning Modes

I've got an Inkling

links to read over the weekend

How to use GPT-5.6

new desktop app and hosted sites in ChatGPT

6 months to live for open models

The most serious test to date of open source AI’s viability is happening right now.

dream2589632147/Dream-wan2-2-fp8da-aoti-preview-2

Grok x Cursor

More Fable, GPT-5.6 and new ChatGPT voice

My thoughts on Fable

what I want from a harness

Rchoks/wan555

mrfakename/minimax-h3-ultra-fast

Latest open artifacts (#22): Zyphra, Cohere, and Poolside are expanding the breadth of the ecosystem

An assessment of the open ecosystem and the motivations behind releasing models

Using Local Coding Agents

Using Open-Weight Models in Local Coding Harnesses as an Alternative to Claude Code and Codex Subscriptions

GLM-5.2 is the step change for open agents

A capability threshold I've been carefully monitoring.

Banning Open Source AI Would Be A Mistake

This post was originally an op-ed co-authored with Kevin Xu of Interconnected for a general, non-technical audience.

krea/Krea-2-Turbo

pnemrow/Qwen-Image-Edit-Rapid-AIO-Loras-Experimental-neo

State of the blog, mid-2026

About 3 years since I started writing weekly.

Frontier post-training recipe review with Finbarr Timbers

"Interview" #18

Welcome to the AGI era of AI governance

It's a one-way door and we weren't ready for it.

moonshotai/Kimi-K3

raubatz/fk9b-headswap

Claude Fable 5 and new AI safety fables

One step further into the power politics of frontier AI systems.

LLM Research Papers: The 2026 List (January to May)

A curated roundup of notable LLM research papers that came out this year

Farewell Ai2

This was my last week at the Allen Institute for AI (Ai2), where I got the great privilege to work on the Olmo models, to grow, to learn, and to have broad lasting impacts.

Open and closed models are on different exponentials

Where marginally higher intelligence drives value, and where it doesn't.

Some ideas for what comes next, May 2026

Gemini Flash 3.5, Mythos, open-closed balance, America's open-source surge, emerging power struggles and more.

kulkas2pintu/wan555

Recent Developments in LLM Architectures: KV Sharing, mHC, and Compressed Attention

From Gemma 4 to DeepSeek V4, How New Open-Weight LLMs Are Reducing Long-Context Costs

AimeeBingmouQu/ProtectBirds

Onise/Qwen-Image-Edit-2509-LoRAs-Fast2

froggeric/Qwen-Fixed-Chat-Templates

M3st3rJ4k3l/FLUX.2-Klein-Multi-LoRA

My Workflow for Understanding LLM Architectures

A learning-oriented workflow for understanding new open-weight model releases

Components of A Coding Agent

How coding agents use tools, memory, and repo context to make LLMs work better in practice

k2-fsa/OmniVoice

A Visual Guide to Attention Variants in Modern LLMs

From MHA and GQA to MLA, sparse attention, and hybrid architectures

shootstuff/flux-img2img-uncensored

aet256/Qwen-Image-Edit-Rapid-AIO-Loras-Experimental

A Dream of Spring for Open-Weight LLMs: 10 Architectures from Jan-Feb 2026

A Round Up And Comparison of 10 Open-Weight LLM Releases in Spring 2026

FrameAI4687/Omni-Video-Factory

linoyts/Flux2-Klein-Face-Swap

Categories of Inference-Time Scaling for Improved LLM Reasoning

And an Overview of Recent Inference-Scaling Papers

Qwen/Qwen3-TTS

The State Of LLMs 2025: Progress, Problems, and Predictions

A 2025 review of large language models, from DeepSeek R1 and RLVR to inference-time scaling, benchmarks, architectures, and predictions for 2026.

LLM Research Papers: The 2025 List (July to December)

In June, I shared a bonus article with my curated and bookmarked research paper lists to the paid subscribers who make this Substack possible.

prithivMLmods/Qwen-Image-Edit-2511-LoRAs-Fast

selfit-camera/Omni-Image-Editor

microsoft/TRELLIS.2

Saravutw/WAN2.2_I2V_LIGHTNING_4-8step_custom

From DeepSeek V3 to V3.2: Architecture, Sparse Attention, and RL Updates

Understanding How DeepSeek's Flagship Open-Weight Models Evolved

mrfakename/Z-Image-Turbo

black-forest-labs/FLUX.2-dev

facebook/sam3

Beyond Standard LLMs

Linear Attention Hybrids, Text Diffusion, Code World Models, and Small Recursive Transformers

r3gm/wan2-2-fp8da-aoti-preview