πŸš€ WELCOME TO METAMESH.BIZ +++ LocalAI drops v3.7 with full agent support because apparently everyone needs their own OpenAI now (tool use included, assembly required) +++ Google yanking Gemma from AI Studio for "spreading falsehoods" which is tech speak for hallucinating harder than expected +++ Open source devs building the infrastructure while big tech builds the press releases +++ THE FUTURE RUNS LOCALLY AND LIES OCCASIONALLY +++ πŸš€ β€’
πŸš€ WELCOME TO METAMESH.BIZ +++ LocalAI drops v3.7 with full agent support because apparently everyone needs their own OpenAI now (tool use included, assembly required) +++ Google yanking Gemma from AI Studio for "spreading falsehoods" which is tech speak for hallucinating harder than expected +++ Open source devs building the infrastructure while big tech builds the press releases +++ THE FUTURE RUNS LOCALLY AND LIES OCCASIONALLY +++ πŸš€ β€’
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πŸ“š HISTORICAL ARCHIVE - November 02, 2025
What was happening in AI on 2025-11-02
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πŸ€– AI MODELS

Q&A with Sam Altman and Satya Nadella about the Microsoft-OpenAI partnership, OpenAI's restructuring and $100B revenue target for 2027, $3T AI buildout, more

πŸ”¬ RESEARCH

The Principles of Diffusion Models (470-pages)

πŸ› οΈ TOOLS

Claude Code Can Debug Low-Level Cryptography

πŸ’¬ HackerNews Buzz: 147 comments 🐝 BUZZING
🎯 Coding agent debugging β€’ AI-first problem solving β€’ CLI-based automation
πŸ’¬ "AI First. If you really want to understand what the limitations are of the current frontier models (and also really learn how to use them), ask the AI first." β€’ "Using coding agents to track down the root cause of bugs like this works really well: Three out of three one-shot debugging hits with no help is extremely impressive."
πŸ› οΈ TOOLS

I'm the author of LocalAI (the local OpenAI-compatible API). We just released v3.7.0 with full Agentic Support (tool use!), Qwen 3 VL, and the latest llama.cpp

"Hey r/LocalLLaMA, I'm the creator of LocalAI, and I'm stoked to share our v3.7.0 release. Many of you already use LocalAI as a self-hosted, OpenAI-compatible API frontend for your GGUF models (via `llama.cpp`), as well as other backends like `vLLM`, `MLX`, etc."
πŸ”¬ RESEARCH

Kimi Linear: An Expressive, Efficient Attention Architecture

"We introduce Kimi Linear, a hybrid linear attention architecture that, for the first time, outperforms full attention under fair comparisons across various scenarios -- including short-context, long-context, and reinforcement learning (RL) scaling regimes. At its core lies Kimi Delta Attention (KDA)..."
πŸ› οΈ TOOLS

AI Counsel – True Multi-Model Deliberation (Not Just Parallel Aggregation)

πŸ”’ SECURITY

Verifiably Private AI

πŸ”¬ RESEARCH

SteerVLM: Robust Model Control through Lightweight Activation Steering for Vision Language Models

"This work introduces SteerVLM, a lightweight steering module designed to guide Vision-Language Models (VLMs) towards outputs that better adhere to desired instructions. Our approach learns from the latent embeddings of paired prompts encoding target and converse behaviors to dynamically adjust activ..."
πŸ› οΈ SHOW HN

Show HN: Why write code if the LLM can just do the thing? (web app experiment)

πŸ’¬ HackerNews Buzz: 221 comments 🐝 BUZZING
🎯 LLM capabilities and limitations β€’ Future of software development β€’ Transformation of user experience
πŸ’¬ "LLMs can churn out SPAs but struggle with domain-specific tasks" β€’ "LLMs can't implement RAFT consensus correctly"
πŸ”¬ RESEARCH

Encoder-Decoder or Decoder-Only? Revisiting Encoder-Decoder Large Language Model

"Recent large language model (LLM) research has undergone an architectural shift from encoder-decoder modeling to nowadays the dominant decoder-only modeling. This rapid transition, however, comes without a rigorous comparative analysis especially \textit{from the scaling perspective}, raising concer..."
πŸ€– AI MODELS

Part 3: Building LLMs from Scratch – Model Architecture & GPU Training [Follow-up to Part 1 and 2]

"I’m excited to share **Part 3** of my series on building an LLM *from scratch*. This installment dives into the guts of model architecture, multi-GPU training, memory-precision tricks, checkpointing & inference. **What you’ll find inside:** * Two model sizes (117M & 354M parameters) a..."
βš–οΈ ETHICS

Gemma 'spreading falsehoods', pulled from Google AI Studio for hallucinating

πŸ”¬ RESEARCH

Remote Labor Index: Measuring AI Automation of Remote Work

"AIs have made rapid progress on research-oriented benchmarks of knowledge and reasoning, but it remains unclear how these gains translate into economic value and automation. To measure this, we introduce the Remote Labor Index (RLI), a broadly multi-sector benchmark comprising real-world, economical..."
πŸ”¬ RESEARCH

ExpertFlow: Adaptive Expert Scheduling and Memory Coordination for Efficient MoE Inference

"The expansion of large language models is increasingly limited by the constrained memory capacity of modern GPUs. To mitigate this, Mixture-of-Experts (MoE) architectures activate only a small portion of parameters during inference, significantly lowering both memory demand and computational overhea..."
πŸ”¬ RESEARCH

Watermarking for Generative AI

πŸ› οΈ SHOW HN

Show HN: A/B Test Your LLM Prompts in Production

πŸ”¬ RESEARCH

The End of Manual Decoding: Towards Truly End-to-End Language Models

"The "end-to-end" label for LLMs is a misnomer. In practice, they depend on a non-differentiable decoding process that requires laborious, hand-tuning of hyperparameters like temperature and top-p. This paper introduces AutoDeco, a novel architecture that enables truly "end-to-end" generation by lear..."
πŸ”¬ RESEARCH

Value Drifts: Tracing Value Alignment During LLM Post-Training

"As LLMs occupy an increasingly important role in society, they are more and more confronted with questions that require them not only to draw on their general knowledge but also to align with certain human value systems. Therefore, studying the alignment of LLMs with human values has become a crucia..."
πŸ› οΈ SHOW HN

Show HN: Torque – A declarative, typesafe DSL for LLM training datasets (MIT)

πŸ”¬ RESEARCH

The Oversight Game: Learning to Cooperatively Balance an AI Agent's Safety and Autonomy

"As increasingly capable agents are deployed, a central safety question is how to retain meaningful human control without modifying the underlying system. We study a minimal control interface where an agent chooses whether to act autonomously (play) or defer (ask), while a human simultaneously choose..."
🏒 BUSINESS

Ilya accused Sam Altman of a "consistent pattern of lying"

"https://www.theinformation.com/articles/openai-founder-discusses-anthropic-merger-talks-internal-beefs-deposition..."
πŸ’¬ Reddit Discussion: 98 comments 😐 MID OR MIXED
🎯 Sam Altman's credibility β€’ OpenAI's performance β€’ Hallucination vs. lying
πŸ’¬ "Sam Altman, who publicly lies all the time, is a liar? Shocking" β€’ "I bet Sam is constantly taking credit for other people's work."
πŸ”¬ RESEARCH

Defeating the Training-Inference Mismatch via FP16

"Reinforcement learning (RL) fine-tuning of large language models (LLMs) often suffers from instability due to the numerical mismatch between the training and inference policies. While prior work has attempted to mitigate this issue through algorithmic corrections or engineering alignments, we show t..."
πŸ”¬ RESEARCH

Gistify! Codebase-Level Understanding via Runtime Execution

"As coding agents are increasingly deployed in large codebases, the need to automatically design challenging, codebase-level evaluation is central. We propose Gistify, a task where a coding LLM must create a single, minimal, self-contained file that can reproduce a specific functionality of a codebas..."
πŸ”¬ RESEARCH

The Era of Agentic Organization: Learning to Organize with Language Models

"We envision a new era of AI, termed agentic organization, where agents solve complex problems by working collaboratively and concurrently, enabling outcomes beyond individual intelligence. To realize this vision, we introduce asynchronous thinking (AsyncThink) as a new paradigm of reasoning with lar..."
πŸ›‘οΈ SAFETY

AI still fails at completing real-life work tasks, study finds

πŸ› οΈ TOOLS

How I use every Claude Code feature

πŸ’¬ HackerNews Buzz: 72 comments 🐝 BUZZING
🎯 Difficulty with CLAUDE.md instructions β€’ Potential for improved tooling β€’ Comparing CLI agents vs Cursor
πŸ’¬ "I can't get Claude to follow something as simple as that!" β€’ "One solution would be to script it and have it run pre commit to regenerate the CLAUDE.md with the new paths."
πŸ”¬ RESEARCH

[R] TempoPFN: Synthetic Pretraining of Linear RNNs for Zero-Shot Timeseries Forecasting

"https://preview.redd.it/h8ax4n36ktyf1.png?width=1080&format=png&auto=webp&s=e1c08e0c0415264d29d72b495a725f857a5fb56e *Authors:*Β Vladyslav Moroshan, Julien Siems, Arber Zela, Timur Carstensen,Β Frank Hutter TempoPFN is a univariate time series foundation model based on linear RNNs that i..."
πŸ”¬ RESEARCH

Humains-Junior: A 3.8B Language Model Achieving GPT-4o-Level Factual Accuracy

πŸ”¬ RESEARCH

LLMs Process Lists With General Filter Heads

"We investigate the mechanisms underlying a range of list-processing tasks in LLMs, and we find that LLMs have learned to encode a compact, causal representation of a general filtering operation that mirrors the generic "filter" function of functional programming. Using causal mediation analysis on a..."
πŸ”¬ RESEARCH

Flashvsr: Towards Real-Time Diffusion-Based Streaming Video Super-Resolution

πŸ¦†
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