πŸš€ WELCOME TO METAMESH.BIZ +++ Anthropic drops Claude Fable 5 claiming it's unjailbreakable (narrator: give it 72 hours) +++ China quietly blueprinting $295B in AI infrastructure while everyone's distracted by DeepSeek eating 17% of global tokens +++ Someone actually compiled an entire LLM into a single CUDA kernel because why use multiple when one will do +++ KAN networks on FPGAs making transformers look bloated again +++ THE SINGULARITY ARRIVES NOT WITH A BANG BUT WITH INCREASINGLY EFFICIENT KERNELS +++ β€’
πŸš€ WELCOME TO METAMESH.BIZ +++ Anthropic drops Claude Fable 5 claiming it's unjailbreakable (narrator: give it 72 hours) +++ China quietly blueprinting $295B in AI infrastructure while everyone's distracted by DeepSeek eating 17% of global tokens +++ Someone actually compiled an entire LLM into a single CUDA kernel because why use multiple when one will do +++ KAN networks on FPGAs making transformers look bloated again +++ THE SINGULARITY ARRIVES NOT WITH A BANG BUT WITH INCREASINGLY EFFICIENT KERNELS +++ β€’
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πŸ“° NEWS

Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks

πŸ’¬ HackerNews Buzz: 13 comments 🐝 BUZZING
πŸš€ HOT STORY

Anthropic Claude Fable 5 Release

+++ Anthropic releases Fable 5 (public-facing, theoretically unjailbreakable) and Mythos 5 (for the trustworthy kids) at aggressive pricing, betting that red-teaming theater plus aggressive compliance theater equals genuine safety differentiation. +++

Anthropic releases Claude Fable 5, a β€œsafe” Mythos-class model it says can't be used for cyberattacks, to the public, and Claude Mythos 5 to trusted orgs

πŸ”¬ RESEARCH

AutoMegaKernel: Compiling a LLM into a single CUDA kernel

πŸ“° NEWS

Microsoft's open source tools were hacked to steal passwords of AI developers

πŸ’¬ HackerNews Buzz: 172 comments 😀 NEGATIVE ENERGY
πŸ“° NEWS

DeepSeek is 17% of token volume, Anthropic is 65% of spend (Vercel gateway data)

πŸ”¬ RESEARCH

The Neutral Mask: How RLHF Provides Shallow Alignment while Leaving Partisan Structure Intact in a Large Language Model

"The ambition behind alignment training is to make large language models safe and useful. The primary mechanism, reinforcement learning from human feedback (RLHF), shapes the behavior of deployed language models by aligning them with ``human values.'' Yet the process is opaque. What values are being..."
πŸ”¬ RESEARCH

Collaborative Human-Agent Protocol (CHAP)

"Foundation models are moving from response generation into operational roles. They plan across steps, call tools, request human input, coordinate with other agents, and increasingly carry responsibility for work that affects customers, claims, code, contracts, and clinical decisions. Production depl..."
πŸ“° NEWS

GPT-2: Too Dangerous To Release (2019)

πŸ’¬ HackerNews Buzz: 85 comments 😀 NEGATIVE ENERGY
πŸ› οΈ SHOW HN

Show HN: Agent-pd – A zero-token audit log to catch rogue Claude Code subagents

πŸ’¬ HackerNews Buzz: 2 comments 🐝 BUZZING
πŸ“° NEWS

Sources: China is drafting plans to spend ~$295B over the next five years on building AI data centers, sourcing 80%+ of tech from local suppliers like Huawei

πŸ“° NEWS

Where is the AI jobs crisis?

πŸ’¬ HackerNews Buzz: 163 comments 😐 MID OR MIXED
πŸ“° NEWS

Productivity Effects Across Generations of AI Coding Tools

πŸ› οΈ SHOW HN

Show HN: I applied Lyapunov stability theory to detect when LLM agents spiral

πŸ› οΈ SHOW HN

Show HN: Built an open-source local firewall for AI coding agents

πŸ“° NEWS

Runtime Guards for AI Agents

πŸ”¬ RESEARCH

Learning to Attack and Defend: Adaptive Red Teaming of Language Models via GRPO

"AI red teaming must continually adapt to evolving attackers and defenders. Reinforcement learning offers a promising approach to discovering novel attacks, and co-training methods can produce more robust defenders in tandem. Recent works have demonstrated the efficacy of attacker-defender co-trainin..."
πŸ“° NEWS

OpenLTM – Local, self-decaying memory for AI coding agents

πŸ“° NEWS

TokenTamer A proxy that reduces LLM token usage through context compression

πŸ”¬ RESEARCH

When Built-in Thinking Helps and Hurts: Constraint-Level Error Shifts in Instruction Following

"Large reasoning models (LRMs) often improve math and coding performance, but their effect on instruction following is unclear. We study IFEval with Qwen3 models (1.7B-32B), using same-weights Thinking ON/OFF controls; four Hunyuan models provide directional cross-family support. Aggregate pass-rate..."
πŸ”¬ RESEARCH

PsychoSafe: Eliciting Psychologically-Informed Refusals in Large Language Models

"Large language models (LLMs) routinely face requests that should be refused, creating a trade-off between helpfulness and harm prevention. However, refusals themselves can be helpful. In high-risk interactions involving crisis, coercion, or escalating intent, blunt non-compliance may prevent direct..."
πŸ”¬ RESEARCH

Multi-Turn Evaluation of Deep Research Agents Under Process-Level Feedback

"Existing benchmarks for deep research agents (DRAs) assess only single-shot outputs, ignoring a key question: can DRAs improve their reports when guided by feedback? To investigate this, we conduct a multi-turn evaluation of DRAs under two feedback settings: self-reflection, in which the agent revis..."
πŸ”¬ RESEARCH

Rethinking the Divergence Regularization in LLM RL

"Reinforcement learning (RL) has become a key component of post-training large language models (LLMs). In practice, LLM RL is often off-policy because of training-inference mismatch and policy staleness, making trust-region control essential for stable optimization. Mainstream methods such as PPO and..."
πŸ“° NEWS

Does a token buy you more or less now than it did a few months ago?

πŸ“° NEWS

Atlas – stop AI coding agents from silently hiding the work they skipped

πŸ”¬ RESEARCH

SpatialWorld: Benchmarking Interactive Spatial Reasoning of Multimodal Agents in Real-World Tasks

"Spatial reasoning is a foundational capability for multimodal large language models (MLLMs) to perceive and operate within the physical world. However, existing benchmarks predominantly rely on passive evaluation (e.g., static VQA) or simulator-specific pipelines, failing to assess general interacti..."
πŸ”¬ RESEARCH

iOSWorld: A Benchmark for Personally Intelligent Phone Agents

"A useful phone agent needs to be personally intelligent. It should reason over a user's identity, history, and preferences as they exist on the device, not just follow isolated instructions in an impersonal sandbox. Existing mobile agent benchmarks lack this kind of personalization. We introduce iOS..."
πŸ”¬ RESEARCH

Your Model Already Knows: Attention-Guided Safety Filter for Vision-Language-Action Models

"Vision-Language-Action (VLA) models have demonstrated impressive end-to-end performance across a variety of robotic manipulation tasks. However, these policies offer no guarantees against collisions with task-irrelevant objects in the scene. Existing safety filters sidestep this problem by querying..."
πŸ“° NEWS

OxyJen v0.5: a deterministic graph runtime for AI workflows

πŸ”¬ RESEARCH

SIGA: Self-Evolving Coding-Agent Adapters for Scientific Simulation

"Advanced scientific simulators expose specialized input languages that turn simulation goals into executable configurations, but learning them can cost domain scientists hours to days. We study simulator setup as a problem of agent-tool interface grounding: what minimal simulator-specific adaptation..."
πŸ”¬ RESEARCH

Evaluation Cards: An Interpretive Layer for AI Evaluation Reporting

"AI evaluation results are produced at scale but reported inconsistently across leaderboards, model cards, benchmark papers, and company blogs. The cost is interpretive: readers cannot reliably compare results across sources, identify what a report omits, or trace an aggregate claim to its underlying..."
πŸ“° NEWS

Xiaomi claims MiMo-V2.5-Pro-UltraSpeed tops 1K tokens/second, a first at the 1T-parameter scale, using a standard 8-GPU commodity node; API trial starts June 9

πŸ“° NEWS

The Trump administration relaunches efforts to block state AI laws; Sen. Blackburn is leading negotiations and pushing KOSA as part of an AI preemption package

πŸ“° NEWS

CEOs Who Think AI Replaces Their Employees Are Just Bad CEOs

πŸ’¬ HackerNews Buzz: 65 comments 😀 NEGATIVE ENERGY
πŸ“° NEWS

Google and Nvidia are helping Apple with Apple Foundation Model Cloud Pro, which Apple says is comparable to Gemini frontier models and runs on Nvidia GPUs

πŸ“° NEWS

Devs know AI code is riddled with holes, but ship it anyway

πŸ’¬ HackerNews Buzz: 11 comments 😀 NEGATIVE ENERGY
πŸ“° NEWS

'Sloppenheimer:' Amazon Employees Mock the Company's AI on Slack

πŸ’¬ HackerNews Buzz: 91 comments 🐝 BUZZING
πŸ“° NEWS

Sources: Taiwan is considering restricting AI chip sales to all customers in China, not just companies on an export blacklist like Huawei, to align with the US

πŸ“° NEWS

Google releases Gemini 3.5 Live Translate, which it says can deliver β€œnear real-time speech-to-speech translation in over 70 languages”

πŸ“° NEWS

Run local agentic AI on the Mac using MLX [video]

πŸ“° NEWS

Apple decided not to roll out Siri in EU after denied request for exemption

πŸ’¬ HackerNews Buzz: 504 comments 😐 MID OR MIXED
πŸ› οΈ SHOW HN

Show HN: OpenYabby, voice-controlled multi-agent orchestrator for Claude Code

πŸ› οΈ SHOW HN

Show HN: Storytime – Continuity for Claude Code (and other ideas)

πŸ“° NEWS

Inside The Transformer: The Life of a Token

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