ปทุมมา Connect: AI ไทยลงมือทำงานได้ แต่ฐานโมเดลยังมาจากต่างชาติ

The Bottleneck Moved From Writing Code to Proving It

The bottleneck moved, and most teams haven't noticed. It isn't writing anymore. It's proving. I keep hearing the same soft complaint from engineers: "I spend more time reviewing AI code than I ever…

4h ago ·dev.to

Productionizing Agentic GenAI on AWS: What Actually Breaks When You Scale MCP

Every MCP demo looks the same. Someone spins up a local server, points a client at it, watches a tool call succeed once, and calls the architecture done.

4h ago ·dev.to

How to Run GGUF Models Locally: Ollama, llama.cpp & vLLM

Downloaded a .gguf file and wondering how to actually run it? Fastest path: ollama run hf.co/<repo>:Q4_K_M — Ollama pulls the GGUF straight from Hugging Face and serves it.

4h ago ·dev.to

As AI reshapes jobs and workers change industries, employers need to be more flexible too

Most career changers rely on their networks to move to a new industry, new research shows.

4h ago ·theconversation.com

Former UnitedHealthcare CEO Addresses AI 'Battle of the Bots'

Bill Golden believes AI could help ease tensions between payers and providers—if health insurers were incentivized to invest.

• Former UnitedHealthcare CEO Bill Golden shares AI implementation insights
• AI's rapid evolution outpaces health system integration, causing challenges
• Golden warns against AI optimizing existing processes, suggesting shared data foundation

4h ago ·newsweek.com