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What are open-weight models, and how far behind the frontier are they?

What is model distillation, and why do frontier labs call it an attack?

What is the CLARITY Act? The crypto market-structure bill and the stablecoin yield fight

GPT-6 Astra vs Claude Fable 5.1: how do they actually compare?

Quiet dayFewer stories cleared review today. Everything so far →

Developers6 min read

What are open-weight models, and how far behind the frontier are they?

Downloadable parameters under a licence, not open source, currently landing at 58 percent of the leading closed model's score for 44 percent of the cost per point.

Read the brief · 45 seconds

· The Open Source AI Definition requires data information, complete training code and parameters, and says open source weights must include the data information and code used to derive them· DeepSeek V4.1-Flash is a 552B-backbone mixture of experts activating 8B parameters per token during prefill and 16B during decode, trained on a 45T-token multimodal corpus, released under MIT· OpenBMB released MiniCPM5-2B under Apache 2.0 with its training datasets and GGUF builds for llama.cpp, Ollama and LM Studio· MiniCPM5-2B is a dense 2.5-billion-parameter model built for on-device deploymentGo deeper · 6 min

Published by TheSampleSpace · Sep 11, 2026

AI · 6 min read

What is model distillation, and why do frontier labs call it an attack?

Why it matters

The technique is ordinary and every lab sells it; the fight is over fake accounts, stolen reasoning traces and 189.9 million exchanges Anthropic attributed to five campaigns.

Crypto · 6 min read

What is the CLARITY Act? The crypto market-structure bill and the stablecoin yield fight

Why it matters

A 630-page bill hands spot crypto markets to the CFTC, invents the 'ancillary asset' for the SEC, and bans stablecoin interest while permitting rewards calculated from your balance.

AI · 6 min read

GPT-6 Astra vs Claude Fable 5.1: how do they actually compare?

Why it matters

Same $10 and $50 list price, the same score of 53 on Artificial Analysis, and a bill that differs by two and a half times because one model writes three times as much.

Business · 6 min read

How AI inference pricing works, and why a cheap token is not a cheap answer

Why it matters

Input, cached input, cache writes and output are four different prices, reasoning bills as output, and nobody publishes tokens per task.

AI

What is model distillation, and why do frontier labs call it an attack?

6 min read

GPT-6 Astra vs Claude Fable 5.1: how do they actually compare?

6 min read

What is a frontier lab threat report, and how should you read one?

6 min read

Anthropic says Moonshot and DeepSeek quietly routed their own customers' prompts to Claude

4 min read

Developers

What are open-weight models, and how far behind the frontier are they?

6 min read

Agents are pressing Vercel's deploy button 116 times a second

3 min read

Shopify leaves React Native, and publishes the bill it had been paying

3 min read

A Linux distribution built by agents is now funded by the labs whose tokens it burns

3 min read

Hardware

AMD's new $99 six-core costs less than the stick of DDR4 it needs

3 min read

Apple's first 2nm phone chip doubles the Neural Engine after three flat years

3 min read

AMD shipped the fix for these TPM flaws in May. On a Minisforum HM80 there is nowhere to put it

3 min read

Arm shipped a kit for its customers' chips and a customer list for its own, on the same day

3 min read

Business

How AI inference pricing works, and why a cheap token is not a cheap answer

6 min read

OpenAI's Data agent borrows the one thing that makes it work

3 min read

Miro was profitable, had $435m in the bank, and sold at 2.3 times revenue

2 min read

ElevenLabs hired an IPO CFO the day before the IPO story

2 min read

Crypto

What is the CLARITY Act? The crypto market-structure bill and the stablecoin yield fight

6 min read

The new CLARITY Act runs 14 pages longer. The stablecoin yield section is unchanged, word for word

3 min read

Coinbase took its own chain's name off its wallet and put a rival's chain in the pitch

3 min read

Nasdaq put $100m into Kraken's parent and sold it software on the same day

3 min read

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