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Rami's Readings #154 - Open-Weight Jev Alternatives

Welcome to Rami’s Readings #154 - a weekly digest of interesting articles, papers, videos, and X threads from my various sources across the Internet. Expect a list of reads covering AI, technology, business, culture, fashion, travel, and more. Learn about what I do at ramisayar.com/about.


👋🏼 Welcome New Subscribers

Hello! A hearty thank you for subscribing to Rami’s Readings! There are quite a few new subscribers this week, thanks to recommendations from The AI Ethics Brief, Product Byte, The VC Corner and from the AI in Action Conference in Montréal. I am thrilled to have you on board! In this newsletter, I curate the best papers, tweets, and articles I have read during the week focusing on LLMs, AI, economics, business, and technology news. You can learn more about me on my website.


🤖 AI Reads

GLiNER2.5-Decide: An Open-Weight Model for Structured Decision Making

Notes: I’ve loved GLiNER’s classifiers and they now just launched an open-weight model for structured decision-making directly competing with Jev. Incredibly fast on Apple GPUs or old-school CPUs. This model was launched within days of Jev’s release.

Open Models Caught Up With Jev

Notes: Models are not a moat. I shared OpenJev (now known as SemIf) last weekend. There are even more models released now.

Contrastive-LM / CLM-v0.1-8B

Notes: Much much faster than Jev. Open-weight too.

jaredpalmer / kev: Jev-Like Family of Decision Models

Notes: From Jared Palmer. Built on top of Qwen3.5/3.8. Make your own Jev.

innylarouge / jevlike: Train a Small Model Like Jev

Notes: Another make your own Jev.

Introducing MiMo-V2.6 series

Notes: Xiaomi’s MiMo model is competitive with Fable and Opus on a number of benchmarks.

FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution

Notes: I’ve already seen variations, but it’s still neat! Here’s a demo.

Memory Compression for High-Fanout Agent Sandboxes

Notes: Interesting paper for those building deep research-style agents.

Harness as a Language: A Minimalist Agent Framework With Maximal Expressivity

Notes: Should be easy to implement in Pi.dev if anyone has free time / tokens.

doximity / mvcc: Compile and Run CUDA on Apple M4-M5 GPUs

Notes: If this project is successful, it would improve model inference compatibility on Apple’s M chips.

💼 Business Reads

What China’s Vibe-Coding Capital Can Tell Us About the AI Boom

Notes: Just vibes. Good for getting a feel of what’s happening on the ground.

A large body of water with a city in the background
Photo by JinHui CHEN on Unsplash

Who’s Ahead in the Global AI Talent Race?

Notes: Results are not surprising. AI is a story of two countries.

OpenRouter: from Seed to Stripe — with OpenRouter’s Alex Atallah & AMP’s Anjney Midha From the earliest days of open-weight models to becoming the neutral routing layer for more than 10 million developers, OpenRouter is one of the clearest bets that the future of AI will be multi-mode…

Financial Stress Spreads in Europe as Leverage Mounts, BCG Says

Notes: Any insights from my European subscribers?

Signing off from Redmond, WA.