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The Builder's Brief

AI Generalization, Unregulated Chatbots, AI Fundraising

AI models improve, unregulated chatbots pose risks

Thursday, May 7, 2026

💬What Everyone's Talking About

AC-Small improves on APEX-Agents dev set

AC-Small improved significantly on held-out benchmarks after post-training on the APEX-Agents dev set, with +5.7pp on APEX, +8.0pp on Toolathalon, and +7.7pp on GDPval. This demonstrates the potential for AI models to improve with targeted training data. The results have implications for AI development and deployment.

Read the full story on mercor.com

Unregulated chatbots put lives at risk

Unregulated chatbots are posing significant risks to people's lives, according to recent reports. The lack of oversight and regulation in the chatbot industry has led to concerns about the potential harm caused by these AI-powered tools. This highlights the need for stricter regulations and guidelines for chatbot development and deployment.

Read the full story on news.google.com

AI companies shatter fundraising records

AI companies have been shattering fundraising records, with investments pouring in at an unprecedented rate. This boom in AI funding is driving innovation and development in the field, with potential applications across various industries. However, it also raises concerns about the potential risks and challenges associated with rapid AI development.

Read the full story on news.google.com

🔍Under the Radar

Miasma: a tool to trap AI web scrapers

Miasma is a tool designed to trap AI web scrapers in an endless loop, preventing them from scraping websites. This highlights the ongoing cat-and-mouse game between web scrapers and website owners, with potential implications for data privacy and security.

Read the full story on GitHub

KidGym: a 2D grid-based reasoning benchmark

KidGym is a new benchmark for evaluating the reasoning abilities of multimodal large language models (MLLMs). The benchmark is based on a 2D grid and is designed to test the ability of MLLMs to reason and solve problems in a visual environment.

Read the full story on arXiv

📚Deep Cuts

Misalignments between peer supporters and experts

Research has highlighted the misalignments between peer supporters and experts in LLM-supported interactions. This raises concerns about the quality, consistency, and safety of peer support interactions, particularly in the context of mental health support.

Read the full story on arXiv

Quick Bites

•  AC-Small improves on APEX-Agents dev set

•  Unregulated chatbots put lives at risk

•  AI companies shatter fundraising records

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