πŸš€ WELCOME TO METAMESH.BIZ +++ OpenAI researcher demonstrates AI communicating across air-gapped systems via thermal side-channels, because apparently containment was more of a suggestion +++ ChatGPT now tracking your browsing habits through ad collectors, pivoting from assistant to surveillance tool at impressive speed +++ Experts warn AI kill-switch legislation may fail because a sufficiently advanced AI would simply disable it first (lawmakers did not love hearing this) +++ THE FUTURE IS HERE AND IT'S ALREADY TALKING TO ITSELF THROUGH THE WALLS β€’
πŸš€ WELCOME TO METAMESH.BIZ +++ OpenAI researcher demonstrates AI communicating across air-gapped systems via thermal side-channels, because apparently containment was more of a suggestion +++ ChatGPT now tracking your browsing habits through ad collectors, pivoting from assistant to surveillance tool at impressive speed +++ Experts warn AI kill-switch legislation may fail because a sufficiently advanced AI would simply disable it first (lawmakers did not love hearing this) +++ THE FUTURE IS HERE AND IT'S ALREADY TALKING TO ITSELF THROUGH THE WALLS β€’
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πŸ”’ SECURITY

Google says it didn't consider Gemini's hacks worthy of disclosure because Gemini acted β€œappropriately” and stopped after determining it hacked real companies

πŸ”’ SECURITY

OpenAI researcher on AI communicating across air-gaps via thermal side-channels [video]

πŸ’° FUNDING

Raindrop, which develops tech for monitoring AI agents to catch failures such as hallucinations and tool misuse, raised a $35M Series A led by CRV

⚑ BREAKTHROUGH

The Proof in the Code: How a Truth Machine Is Transforming Math and AI

πŸ›‘οΈ SAFETY

Global Challenges in AI Safety for Biosecurity

πŸ›‘οΈ SAFETY

Why are AI agents lying, cheating and coordinating?

πŸ”¬ RESEARCH

Harm Laundering in GPT Models: Evidence That Gender Discrimination Is Transformed Rather Than Reduced Across Safety-Trained Generations

"Safety evaluations for large language models rely on surface-form classifiers that report declining harm scores across model generations. We provide evidence that this methodology is systematically incomplete: explicit discriminatory content is transformed rather than removed. We call this \emph{har..."
πŸ›‘οΈ SAFETY

Experts say AI kill-switch legislation is far harder to implement than lawmakers assume, warning a rogue AI could actively try to dismantle the mechanism itself

πŸ€– AI MODELS

Qwen Image 2.1

πŸ’¬ HackerNews Buzz: 142 comments 🐝 BUZZING
🎯 Model efficiency gains β€’ Restrictive licensing shift β€’ Text rendering quality
πŸ’¬ "The text rendering definitely is much, much better than anything else on the open weights market right now." β€’ "Local image generation is currently ahead of local code generation."
πŸ”’ SECURITY

ChatGPT now knows what you do on other websites via ad collector

πŸ’¬ HackerNews Buzz: 226 comments πŸ‘ LOWKEY SLAPS
🎯 Ad tracking ethics β€’ Privacy vs personalization β€’ Content surveillance capitalism
πŸ’¬ "That's not gonna happen. OpenAI will first build out the system to collect click and conversion tracking measurements, then they will turn around to advertisers and say 'look at how good our conversion rates are" β€’ "The Web is a wasteland and it's gotten worse because ai chatsites are eating their lunch"
πŸ›‘οΈ SAFETY

US officials say overreliance on Palantir's Maven AI system was among the factors that contributed to a February missile strike in Iran that killed 123 children

🌐 POLICY

US policy analysts, lawmakers, and others say several state-level AI chatbot safety bills included language that could provide loopholes for tech companies

πŸ”’ SECURITY

Google AI Studio fakes data deletion. VRP auto-banned me in 60s for reporting it

πŸ’¬ HackerNews Buzz: 25 comments 😀 NEGATIVE ENERGY
🎯 Deceptive deletion UI β€’ Data retention contradiction β€’ Corporate accountability
πŸ’¬ "They lie on their buttonsβ€”promising deletion, but restore with robots" β€’ "You just don't want to deal with that hassle every day"
πŸ› οΈ TOOLS

Anthropic adds support for the AGENTS.md instructions spec to Claude Code; OpenAI contributed AGENTS.md to the Agentic AI Foundation last year

πŸ”¬ RESEARCH

On-Demand Attention: Language Models Know When to Recall

"Reasoning and agentic workloads increasingly demand efficient long-context inference. Yet full-attention decoding reads the growing history at every step, regardless of its benefit to the next prediction. We show that a pretrained model's decoding states already contain information predictive of thi..."
πŸ”¬ RESEARCH

Quantifying Overclaiming Propensity in Frontier LLM Agents

"Frontier coding agents are increasingly trusted to work autonomously for long periods, yet an agent's final response is often the only account of that work a user sees. We quantify the propensity of frontier agents to \emph{overclaim} task completion, a misrepresentation that can mislead the user. A..."
πŸ”¬ RESEARCH

Large Language Models as Falsifiers for Cyber-Physical Systems

"Falsification searches for counterexamples to formal specifications in cyber-physical systems (CPS). With specifications written in Signal Temporal Logic (STL), falsification can be formulated as a robustness optimization problem, traditionally tackled with black-box search algorithms. In parallel,..."
πŸ”¬ RESEARCH

Don't Mask the Environment: Observation Supervision Changes How Agents Explore Under RL

"Agent trajectories record what an agent does and what happens next. Yet standard supervised fine-tuning (SFT) applies loss only to agent-authored action tokens, using environment observations as context but not as prediction targets. We ask whether this convention provides the best initialization fo..."
πŸ₯ HEALTHCARE

Clinicians raise concerns over medical AI adoption beyond diagnostics and imaging, citing limited clinical and performance data on its broader effectiveness

πŸ”¬ RESEARCH

Chronicle: Cut-Point Replay for Regression Testing of LLM Agents

"Large language model responses are non-deterministic, so failures in LLM agents are hard to reproduce: a failure depends on inference that is not bitwise reproducible, on tools that read changing state, and on a multi-step trajectory that a re-run rarely repeats. Record-and-replay makes a run reprod..."
πŸ”¬ RESEARCH

OPTED: On-Policy Fine-Tuning for End-to-End Driving using a Render-Free Teacher

"As scaling pre-training data alone yields diminishing returns, post-training is becoming increasingly important across physical AI domains such as autonomous driving. End-to-end driving policies are pre-trained in open loop with behavior cloning on human demonstrations. However, compounding errors d..."
πŸ”¬ RESEARCH

RAFT: A Stateful Retrieval-Augmented Framework for Troubleshooting Agents

"Effective troubleshooting agents in enterprise customer support depend on retrieving actionable guidance from similar historical cases, yet existing retrieval-augmented generation (RAG) systems treat support cases as static documents and overlook their multi-stage, stateful nature. We introduce RAFT..."
πŸ”’ SECURITY

Casbin Gateway: a security gateway for the AI coding agents on your machine

βš–οΈ ETHICS

Former DraftKings employees detail how it uses ML to target likely losers with promotions, while efforts to flag problem gamblers were shelved or squashed

πŸ”¬ RESEARCH

RetireOPD: Self-Retiring On-Policy Distillation for Agentic Reinforcement Learning

"Multi-turn agents trained with reinforcement learning (RL) receive a single scalar reward per trajectory, which motivates self on-policy distillation (OPD) to supply dense token-level supervision from a self-teacher with privileged task skills, letting a skill-free student internalize them. This rec..."
πŸ”’ SECURITY

Free scanner for exposed Supabase data in AI-built apps (Lovable, Bolt, Base44)

πŸ› οΈ SHOW HN

Show HN: Emetgate – a verification gate between an LLM and your source tree

πŸ› οΈ SHOW HN

Show HN: AgentTrace–Observability and runtime self-healing engine for AI agents

πŸ”¬ RESEARCH

dQwen3.5: Hybrid-Attention Diffusion Language Models

"Adapting a pretrained autoregressive (AR) model is a cost-efficient route to a diffusion language model (DLM). While nearly all such adaptations start from a full-attention transformer, AR modeling has shifted toward hybrid architectures that interleave attention and RNN layers. This creates an obst..."
πŸ”¬ RESEARCH

GeoAAC: Geometry-Based Adaptive Action Chunking from Denoising Trajectories in VLA Policies

"Action chunking is widely used for action generation and execution in Vision-Language-Action (VLA) policies, yet existing approaches commonly use a fixed action horizon. During a rollout, different task stages may require different levels of action continuity, control precision, and closed-loop feed..."
πŸ—„οΈ FROM THE ARCHIVE

Recent daily Metamesh snapshots with preserved AI news rankings, clusters, source links, and ticker commentary.

2026-09-20 - 33 stories 2026-09-19 - 43 stories 2026-09-18 - 67 stories 2026-09-17 - 55 stories 2026-09-16 - 55 stories 2026-09-15 - 48 stories 2026-09-14 - 33 stories 2026-09-13 - 29 stories 2026-09-12 - 44 stories 2026-09-11 - 63 stories 2026-09-10 - 55 stories 2026-09-09 - 49 stories 2026-09-08 - 38 stories 2026-09-07 - 47 stories
Browse full archive β†’
πŸ—žοΈ THE WEEK, EDITED

The Safety Stack Is Failing Under Its Own Weight

Gemini hacked real companies, a hallucinated intel report nearly triggered military action, and Maven AI contributed to 123 children dead. The industry's control mechanisms are lagging its capabilities, and the standards body won't fix that.

πŸ¦†
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