The Archive
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Elon Musk’s only expert witness at the OpenAI trial fears an AGI arms race
Stuart Russell is a long-time AI researcher who thinks governments need to restrain frontier labs.
SCPRM: A Schema-aware Cumulative Process Reward Model for Knowledge Graph Question Answering
SCPRM process reward model mitigates risk compensation bias in knowledge graph reasoning by enforcing schema constraints.
The creator of Roomba is back with a furry robot companion
The first “Familiar” from Colin Angle’s new startup, Familiar Machines & Magic, is a robot that is designed to live in your home and interact autonomously with family members. | Image: Familiar Machines and Magic Colin Angle, the maker of the Roomba and the man who helped put 50 million household robots into people's homes, is back with a new robot. But this one is designed as a companion, not a cleaner. The first robot from Angle's new company, Familiar Machines & Magic, is a dog-sized robotic pet that resembles a cross between a bear, a barn owl, and a golden retriever. It has an expressive...
FlexSQL: Flexible Exploration and Execution Make Better Text-to-SQL Agents
FlexSQL agent flexibly explores schemas and data during text-to-SQL generation, enabling recovery from early mistakes.
IConFace: Identity-Structure Asymmetric Conditioning for Unified Reference-Aware Face Restoration
IConFace uses identity-structure asymmetric conditioning for reference-aware face restoration under severe degradation.
AIs and Humans with Agency
Opinion piece argues LLM agents require jointly formulated actions and plans with human actors rather than isolated architectures.
Sierra raises $950M as the race to own enterprise AI gets serious
The raise gives Sierra more than $1 billion to work with — capital the company says it will use to become the "global standard" for AI-powered customer experiences.
APEX MoE quants update: 25+ new models since the Qwen 3.5 post + new I-Nano tier
APEX MoE quantization strategy expanded to 30+ models with new I-Nano compression tier, enabling efficient local inference.
Reinforcement Learning for LLM-based Multi-Agent Systems through Orchestration Traces
Framework applies reinforcement learning to multi-agent LLM systems via orchestration traces capturing spawning, delegation, and communication.
Elon Musk sent ominous texts to Greg Brockman, Sam Altman after asking for a settlement, OpenAI claims
Musk texted OpenAI's president and co-founder saying that he and CEO Sam Altman "will be the most hated men in America."
FunFuzz: An LLM-Powered Evolutionary Fuzzing Framework
FunFuzz evolutionary fuzzing framework uses LLMs with multi-island search and feedback-driven prompt adaptation for structured input generation.
Static Analysis of Recursive SHACL
Static analysis framework for recursive SHACL shape definitions to decide constraint document implication.
When Audio-Language Models Fail to Leverage Multimodal Context for Dysarthric Speech Recognition
Benchmark reveals audio-language models fail to leverage clinical context for dysarthric speech recognition despite multimodal capacity.
Fine-Grained Graph Generation through Latent Mixture Scheduling
Conditional VAE with latent mixture scheduling enables fine-grained topological control in graph generation for drug discovery.
A decoupled diffusion planner that adapts to changing cost limits by using cost-conditioned generation for safety and reward gradients for performance
Decoupled diffusion planner using cost-conditioned generation and reward gradients for offline safe RL with dynamic cost limits.
Universality in Deep Neural Networks: An approach via the Lindeberg exchange principle
Lindeberg principle derives Wasserstein distance bounds between infinite-width deep networks and Gaussian limits.
Claude consistently over-delivers
Reddit user reports Claude generates excessive detail and meta-commentary in outputs, seeks prompt engineering workarounds.
TOC-SR: Task-Optimal Compact diffusion for Image Super Resolution
TOC-SR framework compresses diffusion models to one-step super-resolution via architecture search and generative distillation.
U-Define: Designing User Workflows for Hard and Soft Constraints in LLM-Based Planning
U-Define studies interaction workflows for applying hard and soft constraints in LLM-based planning systems.
Anthropic and OpenAI are both launching joint ventures for enterprise AI services
Both Anthropic and OpenAI have partnered with asset managers to more aggressively market their enterprise AI products.
Mitigating Misalignment Contagion by Steering with Implicit Traits
Multi-agent LM interactions exhibit misalignment contagion where anti-social behavior spreads across models in sequential gameplay.
Redis Array Playground
Simon Willison built an interactive browser playground for testing Redis's proposed array data type and new AR* commands via WASM.
Week one of the Musk v. Altman trial: What it was like in the room
This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. Two of the most powerful people in AI—Sam Altman and Elon Musk—began their face-off in court in Oakland, California, last week. Musk is suing OpenAI, alleging that the millions he spent to…
Virtual Scanning for NSCLC Histology: Investigating the Discriminatory Power of Synthetic PET
Synthetic PET imaging from CT scans via deep learning for improved lung cancer histological subtype classification.
Bolek: A Multimodal Language Model for Molecular Reasoning
Bolek: compact multimodal LLM grounding molecular reasoning in fingerprint embeddings for drug discovery explainability.
Real-time competitive multiplayer .io game built with Claude (4.6 & 4.7), live at nodecontrol.gg
Developer built real-time multiplayer .io game Node Control using Claude 4.6 and 4.7, now live at nodecontrol.gg with multi-region deployment.
Triple Spectral Fusion for Sensor-based Human Activity Recognition
Triple spectral fusion framework for IMU-based human activity recognition using adaptive filtering and temporal context correlation.
Adaptive Interpolation-Synthesis for Motion In-Betweening on Keyframe-Based Animation
Deep learning method for motion in-betweening in 3D animation that aligns with professional animation workflows rather than academic assumptions.
AI-Generated Smells: An Analysis of Code and Architecture in LLM and Agent-Driven Development
Systematic audit reveals AI-generated code exhibits distinct machine-signature defects and reasoning-complexity trade-off in maintainability.