πŸš€ WELCOME TO METAMESH.BIZ +++ Google's Gemma 4 QAT models bringing enterprise AI to your laptop because cloud compute is apparently optional now +++ Adaptive transformers with "dynamic expert routing" solving the catastrophic forgetting problem that nobody asked about +++ The future runs on quantized weights and your old ThinkPad's crying GPU +++ THE SINGULARITY ARRIVES IN 4-BIT PRECISION +++ β€’
πŸš€ WELCOME TO METAMESH.BIZ +++ Google's Gemma 4 QAT models bringing enterprise AI to your laptop because cloud compute is apparently optional now +++ Adaptive transformers with "dynamic expert routing" solving the catastrophic forgetting problem that nobody asked about +++ The future runs on quantized weights and your old ThinkPad's crying GPU +++ THE SINGULARITY ARRIVES IN 4-BIT PRECISION +++ β€’
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πŸ“° NEWS

Ask HN: What is your (AI) dev tech stack / workflow?

πŸ’¬ HackerNews Buzz: 87 comments 🐝 BUZZING
πŸ“° NEWS

Gemma 4 QAT models: Optimizing compression for mobile and laptop efficiency

πŸ’¬ HackerNews Buzz: 55 comments 🐝 BUZZING
πŸ”¬ RESEARCH

Will the Agent Recuse Itself? Measuring LLM-Agent Compliance with In-Band Access-Deny Signals

"As autonomous LLM agents increasingly hold real credentials and operate infrastructure without a human in the loop, operators have no standard way to tell an agent that a resource is off-limits. Access controls either let the agent in (it has valid credentials) or hard-fail it (indistinguishable fro..."
πŸ“° NEWS

A research team that includes Huawei says it successfully used Huawei's Ascend 910C chips for DeepSeek V4 Pro model's post-training, amid increased US sanctions

πŸ“° NEWS

Sources say xAI used Claude models for distillation and training, including using personal accounts and the intermediary service Blackbox AI after being cut off

πŸ“° NEWS

Adaptive Low-Rank Transformer with Dynamic Expert Routing for Continual Learning

πŸ”¬ RESEARCH

You Only Index Once: Cross-Layer Sparse Attention with Shared Routing

"Long-context inference in modern LLMs is increasingly constrained by decoding efficiency, especially in reasoning-heavy settings where models generate long intermediate chains of thought. Existing sparse attention methods often face a practical efficiency-quality trade-off. Structured block sparse m..."
πŸ“° NEWS

Miasma Worm Targets AI Coding Agents via GitHub Repos

πŸ“° NEWS

Did Claude increase bugs in rsync?

πŸ’¬ HackerNews Buzz: 200 comments πŸ‘ LOWKEY SLAPS
πŸ“° NEWS

Dots.tts: 2B-parameter continuous, end-to-end autoregressive TTS system

πŸ”¬ RESEARCH

Pretraining Recurrent Networks without Recurrence

"Training recurrent neural networks (RNNs) requires assigning credit across long sequences of computations. Standard backpropagation through time (BPTT) addresses this problem poorly: it is sequential in time, limiting parallelism, and suffers from vanishing or exploding gradients, making long-range..."
πŸ“° NEWS

What people don't get about safety at Anthropic

πŸ”¬ RESEARCH

MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery

"Large language model (LLM) agents are increasingly applied to long-horizon tasks such as scientific discovery and machine learning engineering (MLE), where sustained self-evolution becomes a key capability. However, existing MLE agents suffer from inter-branch information isolation, memoryless searc..."
πŸ”¬ RESEARCH

Benchmark Everything Everywhere All at Once

"Benchmarks are fundamental for evaluating and advancing LLMs and MLLMs by providing standardized and explicit measures of performance. However, their construction is labor-intensive and hard to reuse, raising concerns about sustainability and scalability. Moreover, existing benchmarks often quickly..."
πŸ“° NEWS

Sources: Apollo and Blackstone finalized a $35B package for Anthropic to lease TPUs; Broadcom is backstopping payments on the debt's largest senior portions

πŸ“° NEWS

Trump signs a national security memorandum seeking to β€œaccelerate the use of AI across intelligence and warfighting domains in line with American values”

πŸ”¬ RESEARCH

Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution

"Code language models need repository-level context to resolve imports, APIs, and project conventions. Existing methods inject this knowledge as long inputs (retrieved through RAG or dependency analysis) or through per-repository fine-tuning and LoRA -- costly at repository scale and brittle to evolv..."
πŸ”¬ RESEARCH

Goedel-Architect: Streamlining Formal Theorem Proving with Blueprint Generation and Refinement

"We introduce Goedel-Architect, an agentic framework for formal theorem proving in Lean 4 centered on blueprint generation and refinement. A blueprint is a dependency graph of definitions and lemmas that builds up to the main theorem. First, Goedel-Architect generates a blueprint of formally stated d..."
πŸ“° NEWS

OpenAI rolls out Lockdown Mode, an optional security setting designed to offer users advanced protection from prompt injection attacks by limiting some features

πŸ“° NEWS

University of Cambridge researchers say they have developed the first vaccine with a key component entirely designed by AI and subsequently trialed it in humans

πŸ“° NEWS

Sources: US officials discussed the US taking stakes in major AI companies after Sam Altman pitched the idea in 2025; Altman met Bernie Sanders on Wednesday

πŸ“° NEWS

Filing: Google has agreed to pay SpaceX $920M a month for access to Nvidia chips as part of a cloud-services deal that runs through mid-2029

πŸ“° NEWS

OpenCV 5 Is Here: The Biggest Leap in Years for Computer Vision

πŸ“° NEWS

Sawtooth – An async, multi-tiered memory framework for LLM agents

πŸ“° NEWS

Granite Switch: Building AI more like software

πŸ› οΈ SHOW HN

Show HN: Zedra – Mobile control plane for AI coding agents

πŸ› οΈ SHOW HN

Show HN: Busbar – every LLM behind one URL, in a single Rust binary

πŸ› οΈ SHOW HN

Show HN: Akmon, verify what an AI agent did offline using only OpenSSL

πŸ”¬ RESEARCH

Reinforcement Learning Elicits Contextual Learning of Unseen Language Translation

"Prior work has shown that large language models (LLMs) can translate unseen or low-resource languages by undergoing continued training or even by encoding a grammar book in their context. However, both methods typically overfit specific languages, with limited zero-shot transfer at test time. To tra..."
πŸ”¬ RESEARCH

RREDCoT: Segment-Level Reward Redistribution for Reasoning Models

"Recent advancements in reasoning language models have been driven by Reinforcement Learning (RL) fine-tuning. Most often, these rely on the Group Relative Policy Optimization (GRPO) algorithm or modifications thereof to steer the models to produce Chain-of-Thought (CoT) traces. The final answer can..."
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