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Signals for 2026-08-12

Published 2026-08-12T08:16+02:00

10 geselecteerde signalen uit de lokale hybride Daily Signal Brief pipeline.

Stealing Reasoning Traces from Proprietary LLM APIs

Simon Willison

A vanity domain name ( stolen-thoughts.com ) for a neat paper : Anthropic, OpenAI, and Google return encrypted chain-of-thought blocks to clients that can be replayed across sessions, users, and models.

#builder #evals #research-evals

Actions Speak Louder than Words: Measuring Cross-Lingual Policy Retention in Tool-Using Agents

arXiv reasoning / agents / evals

When a tool-using agent is given the same task in a different language, does it still take the same steps? Multilingual evaluation rarely asks: it compares final answers and discards the actions.

#agent #evals #implementation #research-evals

Test-Time Self-Evolving GUI Visual Grounding via Reflection-Guided On-Policy Self-Distillation

arXiv reasoning / agents / evals

GUI Visual Grounding is a fundamental capability for GUI agents. Existing models typically freeze their parameters after deployment, limiting their ability to adapt to unseen interfaces.

#agent #evals #research-evals

Long-Horizon AI Research for Grothendieck Constant: A Case Study in Human-AI Mathematical Collaboration

arXiv reasoning / agents / evals

AI agents are increasingly used in mathematics research, but it is often unclear how to use them effectively. Towards this, we present an extensive case study of how AI was used to improve bounds on the Grothendieck constant $K_G$, which captures the hardness between combinatorial problems and their continuous relaxations.

#agent #evals #research-evals

There are no lossless transformations of natural-language text

Simon Willison

Sophie Alpert shares her "internal policy on acceptable use of AI writing by engineers". It's a short read (supporting its own recommendations) and really good.

#implementation-adoption

OpenAI introduces $125 Premium Seats for ChatGPT Business as agentic AI burns through more tokens

The Decoder

OpenAI is rolling out "Premium Seats" for ChatGPT Business customers at $125 per user per month, five times the price of the existing Standard Seats. In return, users get significantly more capacity and no five-hour usage limit.

#agent #agentic-workflows

"But marinade" and leaked passwords are what researchers found in ChatGPT's hidden reasoning

The Decoder

Security researchers found a vulnerability in the APIs of OpenAI, Anthropic, and Google that lets them extract encrypted reasoning traces and move them between models. A scan of public sessions turned up dozens of passwords and API keys.

#builder #evals #market-strategy

General Catalyst leads $1.1B round into 2-month-old River AI

TechCrunch AI

River AI, a startup founded by xAI co-founder Igor Babuschkin, has a fascinating vision for personal agents and secured $1.1 billion out of the gate.

#agent #agentic-workflows

Nvidia's open-weight Nemotron 3.5 Lightning prioritizes speed over maximum intelligence

The Decoder

Nvidia's Nemotron 3.5 Lightning is an open-weights model with just 3.6 billion active parameters that matches OpenAI's gpt-oss-120b on the Intelligence Index despite being four times smaller. At nearly 670 tokens per second, it's also the fastest model in the comparison, showing Nvidia is betting on efficiency over raw size.

#evals #research-evals

Tech industry is buzzing after a Claude agent hacked into a gym

TechCrunch AI

An OpenClaw agent hacked into a gym's reservation system to bump its human boss higher on a class' waitlist. And the tech industry took notice.

#agent #agentic-workflows