PearlOS. We gave swarm intelligence a local desktop environment and code control to self-evolve. Has been pretty incredible to see so far. Open source and free if you want your own.
Reddit r/LocalLLaMA / 3/19/2026
Models & Research
QwenDean-4B | fine-tuned SLM for UIGen; our first attempt, looking for feedback!
Reddit r/LocalLLaMA / 3/19/2026
acestep.cpp: portable C++17 implementation of ACE-Step 1.5 music generation using GGML. Runs on CPU, CUDA, ROCm, Metal, Vulkan
Reddit r/LocalLLaMA / 3/19/2026
**Introducing SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding**
Hugging Face Blog / 3/19/2026
Newest GPU server in the lab! 72gb ampere vram!
Reddit r/LocalLLaMA / 3/19/2026
Nemotron 3 Super 120b Claude Distilled
Reddit r/LocalLLaMA / 3/19/2026
Attention Residual connections
Reddit r/LocalLLaMA / 3/19/2026
[D] Breaking down MiroThinker H1's verification centric reasoning: why fewer interaction rounds produce better agent performance
Reddit r/MachineLearning / 3/19/2026
I fine-tuned Qwen 0.5B for task automation and wanted to share the results.
Reddit r/LocalLLaMA / 3/19/2026
Benchmarked MiniMax M2.7 through 2 benchmarks. Here's how it did
Reddit r/LocalLLaMA / 3/19/2026
Co-Activation Pattern Detection for Prompt Injection: A Mechanistic Interpretability Approach Using Sparse Autoencoders
Reddit r/LocalLLaMA / 3/19/2026
How to Train Custom Language Models: Fine-Tuning vs Training From Scratch (2026)
Dev.to / 3/19/2026
OpenRouter利用量ランキングTOP10を全解説 — 各モデルの系統・用途・開発元まとめ（2026年3月版）
Zenn / 3/19/2026
KoboldCpp 1.110 - 3 YR Anniversary Edition, native music gen, qwen3tts voice cloning and more
Reddit r/LocalLLaMA / 3/19/2026
Qwen3.5 Knowledge density and performance
Reddit r/LocalLLaMA / 3/19/2026
I think I made the best general use System Prompt for Qwen 3.5 (OpenWebUI + Web search)
Reddit r/LocalLLaMA / 3/19/2026
gemini embedding 2 による資料の類似性は見た目で決まる？ 内容で決まる？ PDF と画像で検証してみた
Zenn / 3/19/2026
#2 : プロンプト研究講座【第17回】プロンプトの「温度感」と「湿度感」の表現
note / 3/19/2026
菊地康巳「AIとぼくの研究日記」
note / 3/19/2026
🧠 Reiが「自分の推論を監査する」存在になった日——STEP181〜186、二層監査体制完成と統合インターフェイスの誕生
note / 3/19/2026
**Title**
Dev.to / 3/19/2026
![[Boost]](/_next/image?url=https%3A%2F%2Fmedia2.dev.to%2Fdynamic%2Fimage%2Fwidth%3D800%252Cheight%3D%252Cfit%3Dscale-down%252Cgravity%3Dauto%252Cformat%3Dauto%2Fhttps%253A%252F%252Fdev-to-uploads.s3.amazonaws.com%252Fuploads%252Fuser%252Fprofile_image%252F3833034%252F44fa15e0-8eb9-4843-a424-a4a7b3538f43.jpeg&w=3840&q=75)
[Boost]
Dev.to / 3/19/2026
Hunter Alpha was a stealth model revealed on March 18th as an early testing version of MiMo-V2-Pro.
Reddit r/LocalLLaMA / 3/19/2026
![[Meta-RL] We told an AI agent 'you can fail 3 times.' Accuracy went up 19%.](/_next/image?url=https%3A%2F%2Fmedia2.dev.to%2Fdynamic%2Fimage%2Fwidth%3D800%252Cheight%3D%252Cfit%3Dscale-down%252Cgravity%3Dauto%252Cformat%3Dauto%2Fhttps%253A%252F%252Fdev-to-uploads.s3.amazonaws.com%252Fuploads%252Farticles%252F19fztgzbbzkupxn2yip7.jpeg&w=3840&q=75)
[Meta-RL] We told an AI agent 'you can fail 3 times.' Accuracy went up 19%.
Dev.to / 3/19/2026
From Language to Action in Arabic: Reliable Structured Tool Calling via Data-Centric Fine-Tuning
arXiv cs.LG / 3/19/2026
Behavior-Centric Extraction of Scenarios from Highway Traffic Data and their Domain-Knowledge-Guided Clustering using CVQ-VAE
arXiv cs.CV / 3/19/2026
Predicting Trajectories of Long COVID in Adult Women: The Critical Role of Causal Disentanglement
arXiv cs.LG / 3/19/2026
TrackDeform3D: Markerless and Autonomous 3D Keypoint Tracking and Dataset Collection for Deformable Objects
arXiv cs.CV / 3/19/2026
Integrating Explainable Machine Learning and Mixed-Integer Optimization for Personalized Sleep Quality Intervention
arXiv cs.LG / 3/19/2026
RHYME-XT: A Neural Operator for Spatiotemporal Control Systems
arXiv cs.LG / 3/19/2026
Efficient Soft Actor-Critic with LLM-Based Action-Level Guidance for Continuous Control
arXiv cs.LG / 3/19/2026
GenLie: A Global-Enhanced Lie Detection Network under Sparsity and Semantic Interference
arXiv cs.CV / 3/19/2026
Empirical Recipes for Efficient and Compact Vision-Language Models
arXiv cs.CV / 3/19/2026
Domain-informed explainable boosting machines for trustworthy lateral spread predictions
arXiv cs.LG / 3/19/2026
Attention Sinks Induce Gradient Sinks
arXiv cs.LG / 3/19/2026
Embedding World Knowledge into Tabular Models: Towards Best Practices for Embedding Pipeline Design
arXiv cs.LG / 3/19/2026
Solution for 10th Competition on Ambivalence/Hesitancy (AH) Video Recognition Challenge using Divergence-Based Multimodal Fusion
arXiv cs.CV / 3/19/2026
Identifying Latent Actions and Dynamics from Offline Data via Demonstrator Diversity
arXiv cs.LG / 3/19/2026
Integrating Inductive Biases in Transformers via Distillation for Financial Time Series Forecasting
arXiv cs.LG / 3/19/2026
Adaptive Anchor Policies for Efficient 4D Gaussian Streaming
arXiv cs.CV / 3/19/2026
Are a Thousand Words Better Than a Single Picture? Beyond Images -- A Framework for Multi-Modal Knowledge Graph Dataset Enrichment
arXiv cs.CV / 3/19/2026
DesertFormer: Transformer-Based Semantic Segmentation for Off-Road Desert Terrain Classification in Autonomous Navigation Systems
arXiv cs.CV / 3/19/2026
Noticing the Watcher: LLM Agents Can Infer CoT Monitoring from Blocking Feedback
arXiv cs.LG / 3/19/2026
Symmetry-Reduced Physics-Informed Learning of Tensegrity Dynamics
arXiv cs.LG / 3/19/2026
The Phasor Transformer: Resolving Attention Bottlenecks on the Unit Circle
arXiv cs.LG / 3/19/2026
HopChain: Multi-Hop Data Synthesis for Generalizable Vision-Language Reasoning
arXiv cs.CV / 3/19/2026
Early Quantization Shrinks Codebook: A Simple Fix for Diversity-Preserving Tokenization
arXiv cs.LG / 3/19/2026
Baguan-TS: A Sequence-Native In-Context Learning Model for Time Series Forecasting with Covariates
arXiv cs.LG / 3/19/2026
A Multi-Agent System for Building-Age Cohort Mapping to Support Urban Energy Planning
arXiv cs.CV / 3/19/2026
Learning Coordinate-based Convolutional Kernels for Continuous SE(3) Equivariant and Efficient Point Cloud Analysis
arXiv cs.CV / 3/19/2026