Rawalpindi Announces Public Holiday for Schools, Colleges and Universities

"Multi-Agent" Is Often a Single Agent: What 86 Repos Actually Implement

Every agent framework README says "multi-agent". AutoGen, CrewAI, LangGraph, MetaGPT each have 20k+ GitHub stars, and the term "multi-agent" appears in thousands of repo descriptions.

• 68.2% of self-described multi-agent repos implement single model or non-agent system
• Orchestrator-worker topology most common among genuine multi-agent systems
• Many multi-agent labeled repos use framework dependencies without claiming label

2h ago ·dev.to

Exclusive: Ajinomoto, Daikin expand chip materials ties with Taiwan

2h ago ·asia.nikkei.com

# Stop hardcoding AWS Lambda layer ARNs, and use AWS Systems Manager Parameter Store public parameters instead

To add the AWS AppConfig Agent Lambda extension to an AWS Lambda function, you can open the documentation, scroll through a table of ARNs, find the one that matches your AWS Region and architecture…

• Hardcoding AWS Lambda layer ARNs can cause issues with new versions
• Use AWS Systems Manager Parameter Store public parameters instead
• Retrieving ARN via AWS CLI simplifies deployment process

2h ago ·dev.to

9 Bugs That All Looked Like a Working System

AgentSelfEdit is an open-source sidecar that rewrites its own system prompt from execution feedback. It A/B tests edits and promotes only statistically-proven winners.

• Promotion gate incorrectly checked for p-value above 0.95 instead of below 0.05
• A/B test compared edited prompt against original prompt, not against unedited version
• Scoring mode marked any trace with non-empty response as 100% correct

2h ago ·dev.to