πŸš€ WELCOME TO METAMESH.BIZ +++ Mistral throws Paris summit while everyone pretends Europe still matters in the foundation model wars +++ CVE-Bench exposes LLM agents can't patch security holes without creating three new ones (your codebase is their playground now) +++ Every major AI bot fails EU compliance tests because following rules is harder than passing the Turing test apparently +++ CAPTCHAs still catching AI agents red-handed proving the robot uprising delayed by pictures of traffic lights +++ THE MACHINES ARE LEARNING TO LIE BUT STILL CAN'T CLICK "I'M NOT A ROBOT" +++ β€’
πŸš€ WELCOME TO METAMESH.BIZ +++ Mistral throws Paris summit while everyone pretends Europe still matters in the foundation model wars +++ CVE-Bench exposes LLM agents can't patch security holes without creating three new ones (your codebase is their playground now) +++ Every major AI bot fails EU compliance tests because following rules is harder than passing the Turing test apparently +++ CAPTCHAs still catching AI agents red-handed proving the robot uprising delayed by pictures of traffic lights +++ THE MACHINES ARE LEARNING TO LIE BUT STILL CAN'T CLICK "I'M NOT A ROBOT" +++ β€’
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πŸ“° NEWS

Liquid AI reveals 8B-A1B MoE trained on 38T

πŸ’¬ HackerNews Buzz: 25 comments 🐝 BUZZING
πŸ“° NEWS

Notes from the Mistral AI Now Summit in Paris

πŸ’¬ HackerNews Buzz: 69 comments 🐐 GOATED ENERGY
πŸ“° NEWS

CVE-Bench: testing LLM agents on real-world vulnerability patches

πŸ’° FUNDING

Xcena, whose MX1 chip performs data orchestration and KV cache management directly within memory modules, raised a $135M Series B at a $570M valuation

πŸ“° NEWS

Sources: ByteDance has partnered with chipmaker InnoStar to develop an AI inference chip modeled after Groq's LPUs, which are built to run AI models at low cost

πŸ› οΈ SHOW HN

Show HN: Tiny-vLLM – high performance LLM inference engine in C++ and CUDA

πŸ’¬ HackerNews Buzz: 12 comments 🐐 GOATED ENERGY
πŸ“° NEWS

Researchers find all big-name bots bomb EU compliance tests

πŸ”¬ RESEARCH

LLMSurgeon: Diagnosing Data Mixture of Large Language Models

"The pretraining data mixture of Large Language Models (LLMs) constitutes their "digital DNA", shaping model behaviors, capabilities, and failure modes. Yet this composition is rarely disclosed, making post-hoc auditing of data combination or provenance difficult. In this work, we formalize $\textbf{..."
πŸ”¬ RESEARCH

Gram: Assessing sabotage propensities via automated alignment auditing

"We introduce Gram, an automated alignment auditing framework to assess the propensity of AI agents to engage in sabotage. We evaluate Gemini models across 17 simulated agentic deployment scenarios that incentivize sabotage. We find Gemini models misbehave in about 2-3% of our simulated trajectories...."
πŸ”¬ RESEARCH

SoundnessBench: Can Your AI Scientist Really Tell Good Research Ideas from Bad Ones?

"Autonomous AI research agents aim to accelerate scientific discovery by automating the research pipeline, from hypothesis generation to peer review. However, existing benchmarks rarely test a fundamental bottleneck: whether Large Language Models can judge the methodological viability of a research i..."
πŸ”¬ RESEARCH

Physics Is All You Need? A Case Study in Physicist-Supervised AI Development of Scientific Software

"Are AI agents tools, co-authors, or researchers? We present a quantified case study ($N=1$): a physicist supervising an AI coding agent (Claude Code, Sonnet and Opus models) over 12 work days and 57 sessions to build CLAX-PT, a differentiable one-loop perturbation theory module in JAX. We documented..."
πŸ“° NEWS

Is AI causing a repeat of frontend’s lost decade?

πŸ’¬ HackerNews Buzz: 205 comments 🐝 BUZZING
πŸ“° NEWS

Lessons from Shipping Persistent Memory for AI Agents

πŸ”¬ RESEARCH

Qwen-VLA: Unifying Vision-Language-Action Modeling across Tasks, Environments, and Robot Embodiments

"Embodied intelligence is often studied through specialized models for individual tasks such as manipulation or navigation, resulting in fragmented capabilities and limited generalization across tasks, environments, and robot embodiments. In this work, we study whether heterogeneous embodied decision..."
πŸ”¬ RESEARCH

MedCase-Structured: A Text-to-FHIR Dataset for Benchmarking Diagnostic Reasoning in Clinically Realistic EHR Settings

"Large language models (LLMs) show promise for clinical reasoning and decision support, but evaluation in realistic, electronic health record-congruent settings remains limited. Existing benchmarks often rely on static datasets or unstructured inputs that do not reflect the structured, interoperable..."
πŸ“° NEWS

CAPTCHAs can still detect AI agents

πŸ’¬ HackerNews Buzz: 42 comments 😐 MID OR MIXED
πŸ› οΈ SHOW HN

Show HN: ClawChat – End-to-end encrypted coordination for multi-agent AI

πŸ“° NEWS

Knowa – Open-Source LLM Context Optimizer

πŸ”¬ RESEARCH

Locally Coherent, Globally Incoherent: Bounding Compositional Incoherence in Multi-Component LLM Agents

"Multi-component LLM agents assemble probabilistic claims from components that each see only part of a joint problem; the composition can violate basic probability axioms even when every component is locally coherent. We formalise this locally coherent, globally incoherent failure via the composition..."
πŸ“° NEWS

After hitting their annual AI budget in months or seeing their AI bills double or triple due to β€œtokenmaxxing”, some companies are rationing or tracking AI use

πŸ”¬ RESEARCH

Reasoning with Sampling: Cutting at Decision Points

"Frontier reasoning models are produced by posttraining base language models with reinforcement learning. Recent work has challenged this by showing that sampling from a sharpened version of the base model's distribution, a so-called power distribution, elicits comparable reasoning without additional..."
πŸ“° NEWS

OpenAI: Computer use now works on Windows

πŸ“° NEWS

AI startup Shift launches a free home cleaning service in NYC to record first-person video with a camera-equipped cap and use it to train robots

πŸ“° NEWS

OpenAI says it has briefed the White House on its new biodefense program, which uses GPT-Rosalind to help develop biodefense and pandemic preparedness tools

πŸ“° NEWS

SpaceX has almost finished writing v1.0 of an in-house AI training stack in C

πŸ“° NEWS

A Famous Math Problem Stumped Humans for 80 Years. AI Just Cracked It

πŸ”¬ RESEARCH

In-Context Reward Adaptation for Robust Preference Modeling

"Reinforcement Learning from Human Feedback (RLHF) typically relies on static reward models to align Large Language Models with human preferences. However, human values are inherently diverse and heterogeneous, and a single reward model often lacks the robustness required to generalize to unseen pref..."
πŸ“° NEWS

Robinhood now lets your AI agents trade stocks

πŸ’¬ HackerNews Buzz: 141 comments 😐 MID OR MIXED
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