The Signal

Everything that matters in AI, with our take.

Updated through the day. Every headline links straight to the source. The two lines underneath are ours.

research1156 agents716 infra561 labs317 culture268 capital253 regulation233 claude175 openai149 safety103 security89 evaluation77 reasoning61 alignment52 benchmarks50 interpretability48

arXiv cs.AIPaper6d ago

MOONWALK: Mediating Operations with Intent-Evidence-Action Alignment Across Junior-Supervisor Review Workflows in Animation/VFX Pre-Production

This is domain-specific workflow tooling that uses AI for coordination, not creation. The core insight is that creative intent gets lost in translation, and having an auditable trail solves a real studio problem. Not broadly applicable, but if you're building tools for creative teams or thinking about AI as a process layer rather than a content layer, the framework is worth studying.

workflow creative-production human-ai-collaboration

arXiv cs.CLPaper13d ago

Transfiver: Human-AI Co-Inference through a Shared Editable State

This addresses a real pain point: AI systems that update their internal reasoning invisibly. Making the state explicit and editable is a good step toward auditability and control. If you're building collaborative tools or interpretability systems, the pattern is worth studying. It's still early-stage research but points to how interactive AI should work.

research agents interpretability human-ai-collaboration