Physical AI startups moot industry body

Generate, then decide: using Cloudflare Clef as a decision layer

Most LLM pipelines have one model do two jobs: write the answer, then judge whether it's good. Those are different problems. Writing is open-ended.

• Cloudflare Clef acts as a decision layer between LLM generation and judgment in pipelines.
• Evidence Lab demonstrates Clef's effectiveness in verifying RAG answers against source documents.

3h ago ·dev.to

How I Built an n8n AI Voice Outreach Workflow for Roofing Leads

I recently built an automation system that connects lead discovery, AI personalization, voice outreach, and lead tracking into a single n8n workflow.

• Author built n8n AI workflow for roofing leads
• Workflow integrates lead discovery, AI personalization, voice outreach, tracking
• n8n chosen for its service specialization and predictability

3h ago ·dev.to

How Do We Measure Socially-Aware AI? From Human-Likeness to Correction, Boundaries and Handoff

Social Physical AI — Part 12 of 13 It is easy to say that an AI system is “socially aware.” The difficult part is deciding how to measure that claim.

• Correction incorporation is key: AI must update state based on human correction.
• Boundary violations must be counted and classified to assess AI behavior.
• Support fading indicates AI's ability to return agency to the human user.

3h ago ·dev.to

AI safety groups aren’t buying OpenAI’s spending retreat

They want stronger commitments to reduce the money AI super PACs push into the midterms.

3h ago ·politico.com