AI Super Pacs court candidates

NEXUS: Why the Next AI Architecture Won't Be Just One Thing

After watching enterprise AI deployments for a while, I've come to a conclusion that shapes everything I build: the systems that win in 2026–2030 won't be "just RAG" or "just agents" or "just…

• NEXUS architecture unifies AI components into a single orchestration layer
• Seven-layer design includes Intent Decomposition, Adaptive Temporal Memory, and more
• Addresses current production systems' lack of verification, freshness, and self-improvement

2h ago ·dev.to

Measure Cost per Handled Enquiry: A Small Logging Pattern for LLM Workflows

Pre-build cost estimates are guesses. After launch you can measure. The most useful number I know for a small-business workflow is cost per handled enquiry in AI automation : everything it cost to…

• Record model tokens, messaging events, and human minutes for each enquiry
• Use append-only JSONL format and logevent function for data organization
• Human minutes often dominate costs, suggesting approval process improvement

2h ago ·dev.to

Why Your AI Consultant Hopes You Never Graduate

A $7.7 billion deal just put the AI-consulting business model on trial. In September, Sequence Holdings and Michael Dell's family office agreed to take Baldwin, an insurance broker, private for $7.7…

• Consultants often stay long-term due to recurring contracts, not promoting innovation.
• Recurring engagement model leads to clients relying on consultants for software and knowledge.
• Focus on outcomes, clear exit strategies, and client independence to achieve sustainable growth.

2h ago ·dev.to

No report of rogue AI agents attacking S’pore government agencies: Josephine Teo

2h ago ·straitstimes.com