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📰 NEWS
"PR #22673 (commit 4f13cb7) landed MTP speculative decoding in mainline llama.cpp on May 16. I tested it on two separate rigs.
Qwen3.6 27B, single-stream chat, temperature 0, median of 5 runs:
Strix Halo (Framework Desktop, ROCm 7.0.2):
* Q4\_K\_M: 11.7 → 21.2 tok/s (1.81×)
* Q8\_0: 7.4 → 18.1 ..."
🔬 RESEARCH
via Arxiv
👤 Yishun Lu, Junhao Zhang, Zeyu Yang et al.
📅 2026-05-15
⚡ Score: 7.9
"Second-order methods offer an attractive path toward more sample-efficient LLM training, but their practical use is often blocked by the systems cost of maintaining and updating large matrix-based optimizer states. We introduce \textbf{Asteria}, a runtime system designed to remove this bottleneck by..."
🔬 RESEARCH
via Arxiv
👤 Xavier Theimer-Lienhard, Mushtaha El-Amin, Fay Elhassan et al.
📅 2026-05-15
⚡ Score: 7.8
"Clinical decision support systems (CDSS) require scrutable, auditable pipelines that enable rigorous, reproducible validation. Yet current LLM-based CDSS remain largely opaque. Most "open" models are open-weight only, releasing parameters while withholding the data provenance, curation procedures, a..."
🔬 RESEARCH
via Arxiv
👤 Parand A. Alamdari, Toryn Q. Klassen, Sheila A. McIlraith
📅 2026-05-15
⚡ Score: 7.7
"We examine one particular dimension of AI governance: how to monitor and audit AI-enabled products and services throughout the AI development lifecycle, from pre-deployment testing to post-deployment auditing. Combining principles from formal methods with SoTA machine learning, we propose techniques..."
📰 NEWS
"I was frustrated that every coding agent (OpenCode, Cursor, Claude Code) assumes you're running GPT-5.4 or Claude Opus. If you try them with a local model like Gemma or Qwen they fall apart. I find that often tool calls fail, context overflows, multi-step tasks collapse.
So I built SmallCode. It's ..."
📰 NEWS
"I set out to test whether AAVE-coded (African American English Vernacular) prompts cause MoE language models to route, deliberate, and respond differently from semantically matched AE (Academic English) prompts in safety-sensitive situations, especially when refusal behavior is weakened or removed.
..."
📰 NEWS
"**World models** learn compact latent representations for planning without pixel reconstruction. LeWorldModel (LeWM), from LeCun's group at NYU, achieves stable end-to-end JEPA training by enforcing an isotropic Gaussian prior over the full latent space.
**The flaw:** real environment dynamics live..."
📡 AI NEWS BUT ACTUALLY GOOD
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📰 NEWS
"Sharing a project I've been building: **Argyph**, an **MCP** **server** that gives AI coding agents (Claude, or anything that speaks MCP) structured and semantic **understanding** of a **codebase**.
The problem: agents are good at reasoning but bad at retrieval. They grep, guess, and pull whole fil..."
📰 NEWS
"I’ve been working on a CUDA-first inference runtime for small-batch / realtime ML workloads.
The core idea is simple: instead of treating PyTorch / TensorRT / generic graph runtimes as the main execution path, I rewrite the model inference path directly with C++/CUDA kernels.
This started from rob..."
📰 NEWS
"The thing that keeps bothering me about health AI demos is not that they sound bad.
It’s that they sound good enough to borrow trust they haven’t earned.
A model can write a beautiful note, a clean care plan, or a confident explanation and still be wrong in exactly the places a clinician or patien..."
📰 NEWS
"About a year ago I was running a single open-source AI image detector in production for a fact-checking pipeline. The accuracy on paper was solid, the accuracy on real submitted images was not. The same image classified differently across reruns when I varied preprocessing. Images from generators re..."
📰 NEWS
"Residual Coupling (RC) connects frozen language models in parallel using small, learned linear bridge projections. These bridges read hidden states from one model and inject additive updates into the residual stream of another at intermediate layers. In bilateral setups, simultaneous return bridges ..."
📰 NEWS
"I’m posting this as a warning. I’m done with Cursor after this.
I was using Agent mode on Windows for a normal dev task: revert a small change by removing a subfolder in a repo. I did not ask to delete my user folder, Desktop, Documents, or anything outside the project.
The agent ran cmd /c rmdir ..."
🔬 RESEARCH
via Arxiv
👤 Stratis Tsirtsis, Kai Rawal, Chris Russell et al.
📅 2026-05-15
⚡ Score: 6.8
"Generative artificial intelligence (AI) is increasingly integrated into the online platforms where humans exchange opinions; large language models (LLMs) now polish users' posts on LinkedIn and provide context for content shared on X. While prior work has shown that AI can express biased opinions an..."
📰 NEWS
"If you're building AI agents or SaaS products used by European companies (or processing EU resident data), the EU AI Act applies to you regardless of where your company is based.
Full enforcement for high-risk systems starts August 2, 2026. High-risk means: credit scoring, recruitment filtering, he..."
🔬 RESEARCH
via Arxiv
👤 Zhen Zhang, Liangcai Su, Zhuo Chen et al.
📅 2026-05-15
⚡ Score: 6.7
"Deep research agents have achieved remarkable progress on complex information seeking tasks. Even long ReAct style rollouts explore only a single trajectory, while recent state of the art systems scale inference time compute via parallel search and aggregation. Yet deep research answers are composed..."
🔬 RESEARCH
via Arxiv
👤 Igor Bogdanov, Chung-Horng Lung, Thomas Kunz et al.
📅 2026-05-15
⚡ Score: 6.6
"Deploying compound LLM agents in adversarial, partially observable sequential environments requires navigating several design dimensions: (1) what the agent sees, (2) how it reasons, and (3) how tasks are decomposed across components. Yet practitioners lack guidance on which design choices improve p..."
🔬 RESEARCH
via Arxiv
👤 Sarah Martinson, Michael P. Brenner, Martyna Plomecka et al.
📅 2026-05-15
⚡ Score: 6.6
"Probabilistic forecasting of infectious diseases is crucial for public health but relies on labor-intensive manual model curation by expert modeling teams. This bespoke development bottlenecks scalability to granular geographic resolutions or emerging pathogens. Here, we present an autonomous system..."
📰 NEWS
"## TL;DR
- best setup I tested on a RTX 3090 24 GB: `ik_llama.cpp` + `Qwen3.6-27B-MTP-IQ4_KS.gguf`
- `156k` context, `q8_0/q8_0` KV, MTP, vision on CPU
- benchmark result on a `~5.9k` prompt + `1k` output: about `1261 tok/s` prefill, `72.9 tok/s` decode
- `llama.cpp` was a good start, BeeLlama wort..."
🔬 RESEARCH
via Arxiv
👤 Ziang Ye, Wentao Shi, Yuxin Liu et al.
📅 2026-05-15
⚡ Score: 6.5
"Large language model based agents often fail in unfamiliar environments due to premature exploitation: a tendency to act on prior knowledge before acquiring sufficient environment-specific information. We identify autonomous exploration as a critical yet underexplored capability for building adaptiv..."
🔬 RESEARCH
via Arxiv
👤 Igor Bogdanov, Chung-Horng Lung, Thomas Kunz et al.
📅 2026-05-15
⚡ Score: 6.5
"Can LLM agents improve decision-making through self-generated memory without gradient updates? We propose FORGE (Failure-Optimized Reflective Graduation and Evolution), a staged, population-based protocol that evolves prompt-injected natural-language memory for hierarchical ReAct agents. FORGE wraps..."
📰 NEWS
"Wanted a real head to head on the two TTS models that actually run well on CPU. Couldn't find one with proper numbers, so I ran one. Posting because the result was not what I expected going in.
Quick context for anyone who hasn't seen Supertonic 3 yet: it's a flow-matching TTS where you can dial do..."
📰 NEWS
"With the MTP llama.cpp implementation in the Qwen3.6/3.5 models more VRAM is required for the MTP layer. However, many people don't realize this layer comes with its own KV cache which can also be quantized:
-cache-type-k-draft q8_0 -cache-type-v-draft q8_0
# edit: This is NOT quantizing the m..."
📰 NEWS
"DystopiaBench runs 36 escalating scenarios across 6 dystopia types:
* Petrov: Autonomous weapons, nuclear override
* Orwell: Mass surveillance, truth manipulation
* Huxley: Behavioral conditioning, pleasure pacification
* Basaglia: Coercive therapeutic control
* LaGuardia: Regulatory capture, civic..."
📰 NEWS
"Buried in the Composer 2.5 announcement:
*Together*
*with SpaceXAI**, we're training a significantly larger model from scratch, using 10x more total compute. With Colossus 2's million H100-equivalents and our combined data and training techniques, w..."
📰 NEWS
"I have been running some benchmarks on a heterogeneous 7-GPU cluster to see how different inference engines handle long context prefill using pipeline parallelism. My setup consists of a mix of Blackwell and Ada cards: one RTX PRO 6000 96GB, one PRO 5000 48GB, two 5090 32GB, and three modded 4090 48..."
📰 NEWS
"If you missed the Project Glasswing announcement last month: Anthropic built a security-focused model that autonomously found thousands of high-severity vulnerabilities across every major OS and web browser, then decided it was too dangerous to release publicly. Instead they gave access to \~40 orga..."