🚀 WELCOME TO METAMESH.BIZ +++ Meta quietly admits their AI eval framework has the structural integrity of wet cardboard (Score 8.2 says the broken scoring system) +++ Kimi K2 Thinking goes 1-bit because apparently we're speedrunning model compression now (your laptop says thanks) +++ Everyone's downloading quantized models while pretending they understand what bfloat16 means +++ THE MESH RUNS ON VIBES AND APPROXIMATIONS BUT AT LEAST IT RUNS LOCALLY +++ 🚀 â€ĸ
🚀 WELCOME TO METAMESH.BIZ +++ Meta quietly admits their AI eval framework has the structural integrity of wet cardboard (Score 8.2 says the broken scoring system) +++ Kimi K2 Thinking goes 1-bit because apparently we're speedrunning model compression now (your laptop says thanks) +++ Everyone's downloading quantized models while pretending they understand what bfloat16 means +++ THE MESH RUNS ON VIBES AND APPROXIMATIONS BUT AT LEAST IT RUNS LOCALLY +++ 🚀 â€ĸ
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📚 HISTORICAL ARCHIVE - November 08, 2025
What was happening in AI on 2025-11-08
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đŸ”Ŧ RESEARCH

Study identifies weaknesses in how AI systems are evaluated

đŸ’Ŧ HackerNews Buzz: 137 comments 🐝 BUZZING
đŸŽ¯ Benchmarking AI models â€ĸ Limitations of AI reasoning â€ĸ Diversity of AI applications
đŸ’Ŧ "When people claim that there is such a thing as X% accuracy in reasoning, it's really hard to take anything else seriously" â€ĸ "I wish the big providers would offer some sort of trial period where you can evaluate models in a realistic setting yourself"
🤖 AI MODELS

Cerebras inference performance announcements

+++ Specialized silicon meets optimized inference stacks, yielding throughput numbers that make general-purpose GPUs look quaint. Whether these gains survive contact with real workloads remains the eternal question. +++

Cerebras Code now supports GLM 4.6 at 1000 tokens/sec

đŸ’Ŧ HackerNews Buzz: 57 comments 🐐 GOATED ENERGY
đŸŽ¯ AI-powered coding â€ĸ Performance and cost tradeoffs â€ĸ Future of software development
đŸ’Ŧ "Cerebras + GLM 4.6 feels like Grok Fast 1 on steroids" â€ĸ "AI-first for new web apps"
🤖 AI MODELS

Kimi K2 Thinking 1-bit Unsloth Dynamic GGUFs

"Hi everyone! You can now run Kimi K2 Thinking locally with our Unsloth Dynamic 1bit GGUFs. We also collaborated with the Kimi team on a **fix for K2** **Thinking's chat template** not prepending the default system prompt of `You ar..."
đŸ’Ŧ Reddit Discussion: 47 comments 🐝 BUZZING
đŸŽ¯ Hardware Optimization â€ĸ Local Model Deployment â€ĸ Community Appreciation
đŸ’Ŧ "I wish I had so much hardware for 1 bit quant" â€ĸ "Try that! See examples in the hint box"
⚡ BREAKTHROUGH

Deep Learning Without Training

đŸ”Ŧ RESEARCH

Computational Turing test shows systematic difference between human, AI language

đŸ”Ŧ RESEARCH

Addressing divergent representations from causal interventions on neural networks

"A common approach to mechanistic interpretability is to causally manipulate model representations via targeted interventions in order to understand what those representations encode. Here we ask whether such interventions create out-of-distribution (divergent) representations, and whether this raise..."
đŸ”Ŧ RESEARCH

Large language models replicate and predict human cooperation across experiments in game theory

"Large language models (LLMs) are increasingly used both to make decisions in domains such as health, education and law, and to simulate human behavior. Yet how closely LLMs mirror actual human decision-making remains poorly understood. This gap is critical: misalignment could produce harmful outcome..."
đŸ”Ŧ RESEARCH

Jr. AI Scientist and Its Risk Report: Autonomous Scientific Exploration from a Baseline Paper

"Understanding the current capabilities and risks of AI Scientist systems is essential for ensuring trustworthy and sustainable AI-driven scientific progress while preserving the integrity of the academic ecosystem. To this end, we develop Jr. AI Scientist, a state-of-the-art autonomous AI scientist..."
đŸ”Ŧ RESEARCH

Optimal Inference Schedules for Masked Diffusion Models

"A major bottleneck of standard auto-regressive large language models is that their inference process is inherently sequential, resulting in very long and costly inference times. To circumvent this, practitioners proposed a class of language models called diffusion language models, of which the maske..."
đŸ”Ŧ RESEARCH

From Model to Breach: Towards Actionable LLM-Generated Vulnerabilities Reporting

"As the role of Large Language Models (LLM)-based coding assistants in software development becomes more critical, so does the role of the bugs they generate in the overall cybersecurity landscape. While a number of LLM code security benchmarks have been proposed alongside approaches to improve the s..."
đŸ”Ŧ RESEARCH

VeriCoT: Neuro-symbolic Chain-of-Thought Validation via Logical Consistency Checks

"LLMs can perform multi-step reasoning through Chain-of-Thought (CoT), but they cannot reliably verify their own logic. Even when they reach correct answers, the underlying reasoning may be flawed, undermining trust in high-stakes scenarios. To mitigate this issue, we introduce VeriCoT, a neuro-symbo..."
đŸĸ BUSINESS

Vast Data, which develops data storage tools, inks a $1.17B AI deal with CoreWeave; Vast Data, valued at $9.1B in 2023, said it reached $200M ARR by Jan. 2025

🔒 SECURITY

Google Threat Intel Group AI Threat Tracker:Advances in Threat Actor AI Tool Use

đŸĸ BUSINESS

Gmail AI gets more intrusive

đŸ’Ŧ HackerNews Buzz: 115 comments 😐 MID OR MIXED
đŸŽ¯ Privacy concerns â€ĸ Google's intrusive AI â€ĸ Dissatisfaction with Gmail
đŸ’Ŧ "Giving someone a GMail address is like saying 'Yes, I like to be abused, I like to be violated and have no privacy." â€ĸ "The incessant 'Using Gmail to run your business?' upsells."
đŸ› ī¸ TOOLS

HOLO – a persistence framework that keeps AI context across resets

đŸĻ†
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