πŸš€ WELCOME TO METAMESH.BIZ +++ Qwen drops 3.7-Plus multimodal agents while everyone's still figuring out regular chatbots +++ US bans AI chips to Chinese firms globally because geofencing compute is apparently a thing now +++ SafeSteer promises "localized alignment" to fix LLMs without lobotomizing them (the alignment tax stays undefeated) +++ Florida man sues OpenAI for existential risk while Anthropic quietly files IPO docs +++ YOUR AGENTS CAN'T PASS CAPTCHAS BUT THEY'RE DEFINITELY REPLACING YOU NEXT QUARTER +++ β€’
πŸš€ WELCOME TO METAMESH.BIZ +++ Qwen drops 3.7-Plus multimodal agents while everyone's still figuring out regular chatbots +++ US bans AI chips to Chinese firms globally because geofencing compute is apparently a thing now +++ SafeSteer promises "localized alignment" to fix LLMs without lobotomizing them (the alignment tax stays undefeated) +++ Florida man sues OpenAI for existential risk while Anthropic quietly files IPO docs +++ YOUR AGENTS CAN'T PASS CAPTCHAS BUT THEY'RE DEFINITELY REPLACING YOU NEXT QUARTER +++ β€’
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πŸ“° NEWS

Sources: at Build, Microsoft plans to unveil a Copilot β€œsuper app”, a new reasoning model developed by Microsoft AI, and Windows improvements for developers

πŸ“° NEWS

Nvidia Cosmos 3

πŸ’¬ HackerNews Buzz: 27 comments 🐝 BUZZING
πŸ”¬ RESEARCH

SafeSteer: Localized On-Policy Distillation for Efficient Safety Alignment

"Aligning Large Language Models (LLMs) with human values often degrades their general capabilities, termed the alignment tax. Existing methods mitigate this by balancing dual objectives, which heavily rely on massive general-purpose data or auxiliary reward models. In this paper, we argue that, bec..."
πŸ”¬ RESEARCH

Stateful Online Monitoring Catches Distributed Agent Attacks

"Language models can find thousands of severe software vulnerabilities, and agents are increasingly being misused for cyberattacks. To avoid detection, attackers frequently distribute their misuse, splitting a harmful task across many user accounts so each individual transcript looks benign. Because..."
πŸ“° NEWS

Florida sues OpenAI and Sam Altman over AI risks

πŸ’¬ HackerNews Buzz: 79 comments 😐 MID OR MIXED
πŸ”¬ RESEARCH

Monitoring Agentic Systems Before They're Reliable

"Agentic systems entering production typically operate as partially integrated assemblies where structural defects, not task-level errors, dominate the failure landscape. At this maturity level, task-level error detection may be infeasible: structural failure modes mask the signal that task-level mon..."
πŸ“° NEWS

Anthropic confidentially submits draft S-1 to the SEC

πŸ’¬ HackerNews Buzz: 285 comments πŸ‘ LOWKEY SLAPS
πŸ“° NEWS

Palo Alto Networks says Mythos found 24+ critical bugs using $1M+ in tokens; Anthropic subsidizes Mythos but some companies plan to boost their Mythos budgets

πŸ“° NEWS

An interview with Sam Altman on OpenAI's massive Stargate data center project in Saline, Michigan, coding models being the biggest driver of AI demand, and more

πŸ“° NEWS

Qwen3.7-Plus: Multimodal Agent Intelligence

πŸ’¬ HackerNews Buzz: 7 comments 🐝 BUZZING
πŸ”¬ RESEARCH

HLL: Can Agents Cross Humanity's Last Line of Verification?

"Multimodal agents are increasingly expected to operate interfaces on behalf of users, raising a central deployment question: can they truly substitute for humans in workflows that services deliberately protect against automation? CAPTCHA verification makes this question concrete. It is not merely a..."
πŸ“° NEWS

US says ban on AI chip shipments applies to Chinese firms outside China

πŸ“° NEWS

Architecture Is Policy: Compiling Governance into the AI Stack

πŸ”¬ RESEARCH

Ghost Tool Calls: Issue-Time Privacy for Speculative Agent Tools

"Tool-augmented language agents speculatively issue likely future tool calls to hide latency, but those calls leak inferred user intent to external services before the agent commits to the branch. Every external observer that received the call retains the disclosure after the agent abandons the branc..."
πŸ”¬ RESEARCH

Tracking the Behavioral Trajectories of Adapting Agents

"Text files such as skill files, memory files, and behavioral configuration files play a central role in defining how modern agents act. Through edits by humans or the agents themselves, these files may evolve over time, directly steering the agent's behavior in future interactions. We present a meth..."
πŸ“° NEWS

OpenAI frontier models and Codex are now available on AWS

πŸ’¬ HackerNews Buzz: 93 comments 🐝 BUZZING
πŸ”¬ RESEARCH

SkillHarm: Lifecycle-Aware Skill-Based Attacks via Automated Construction

"Agent skills occupy a privileged position in the agent workflow, as agents are expected to implicitly follow and execute them, rendering third-party skills a vulnerable attack surface. Existing studies have revealed unsafe agent behaviors induced by skill-based attacks, but they primarily evaluate p..."
πŸ”¬ RESEARCH

Iteris: Agentic Research Loops for Computational Mathematics

"Recent advances in large language models and agentic AI systems have enabled significant progress in mathematical discovery, from solving competition problems to tackling research-level conjectures. However, open problems in computational mathematics have received comparatively less attention: resea..."
πŸ”¬ RESEARCH

If LLMs Have Human-Like Attributes, Then So Does Age of Empires II

"Much research has been carried out on large language models (LLMs) and LLM-powered agentic workflows. However, many works within the field state emergence of, ascribe to, or assume, generalised anthropomorphic attributes to them (e.g., morality or understanding of natural language). Our goal is not..."
πŸ”¬ RESEARCH

ClinEnv: An Interactive Multi-Stage Long Horizon EHR Environment for Agents

"Clinical practice is not the selection of an answer from enumerated options: a physician gathers heterogeneous information incrementally and commits to sequential, irreversible decisions under uncertainty. Static benchmarks cannot probe and existing interactive medical benchmarks each compromise on..."
πŸ“° NEWS

Sources: Anthropic plans to let the EU's cyber agency ENISA join Project Glasswing and access Mythos; EU officials went to the US last week to ask for access

πŸ“° NEWS

Nvidia launches Nemotron 3 Ultra, a 550B-parameter MoE open model; Artificial Analysis says it is the smartest open US model, but trails Chinese model Kimi K2.6

πŸ”¬ RESEARCH

On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters

"Parameter-efficient fine-tuning (PEFT) is usually treated as a cheaper alternative to full fine-tuning. We study a broader role: small trainable adapters as persistent local state on top of strong shared foundation models. In this framing, the base model provides shared competence while adapters car..."
πŸ“° NEWS

Jensen Huang says Anthropic, OpenAI, and SpaceX are among the first big users of Nvidia's new Vera CPUs, which are 1.8x faster at AI workloads than x86 chips

πŸ“° NEWS

Chinese AI developer MiniMax debuts M3, a new coding model that it says rivals Claude Opus 4.7, costing $0.12 per 1M input tokens, compared with $5 for Opus 4.7

πŸ“° NEWS

Wirescreen analysis of 3,800 Chinese military procurement records finds 500+ instances since 2019 where the PLA sought Nvidia chips, including the A100 and A800

πŸ’° FUNDING

Anthropic says it has confidentially filed for an IPO, which could happen as soon as this fall, joining OpenAI and SpaceX in preparing to go public in 2026

πŸ“° NEWS

AI Agent Guidelines for CS336 at Stanford

πŸ’¬ HackerNews Buzz: 94 comments πŸ‘ LOWKEY SLAPS
πŸ“° NEWS

Alphabet announces $80B equity capital raise to expand AI infra and compute

πŸ’¬ HackerNews Buzz: 161 comments πŸ‘ LOWKEY SLAPS
πŸ“° NEWS

ChatGPhish: The Page Is the Payload

πŸ“° NEWS

AI is crushing a generation of startups built before ChatGPT

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