Welcome to this week's Top 7, where the DEV editorial team handpicks their favorite posts from the previous week (Saturday-Friday).
Congrats to all the authors that made it onto the list 👏
@drjoanneskiles built The Neon Scratch Lounge with Claude on Bedrock as the dungeon master to make AI agent reliability patterns less abstract for a conference demo. The post walks through RAG grounding, retries with idempotency, and keeping the model from controlling its own execution loop.
@ryantsuji closes out a six part series with the philosophy behind his AI harness, arguing that AI should be designed around rather than trusted to fill in gaps on its own. He also shares the trial and error behind it, including two months of work he threw away.
@ptruiz explores human robot interaction by giving an open source robot a personality through custom animations and the Gemini Live API. They draw on Disney's character design principles to make the robot's gestures feel recognizable rather than purely mechanical.
@tony__vi argues that multi agent orchestration recreates a coordination problem that was identified back in 1975. They back this up with examples from teams actually shipping agents in production who found a single loop often outperforms a swarm.
@leolanese examines Satya Nadella's comparison between AI absorbing corporate knowledge and the hollowing out caused by industrial offshoring. The piece centers on Nadella's idea of "token capital," the proprietary learning layer companies risk losing when they hand their workflows over to outside AI models.
@pablonax explains why asking an AI agent if a plan "looks good" often delivers unreliable advice. The post details the reusable skill they built for Claude Code and Codex that fixes this — with real examples from a database migration and a project launch.
@sylwia-lask breaks down when to choose a big bang rewrite versus a strangler pattern migration, drawing on composite stories from years of frontend migration work. They warn that "temporary" adapters between old and new systems have a habit of becoming permanent.
And that's a wrap for this week's Top 7 roundup! 🎬 We hope you enjoyed this eclectic mix of insights, stories, and tips from our talented authors. Keep coding, keep learning, and stay tuned to DEV for more captivating content and make sure you’re opted in to our Weekly Newsletter 📩 for all the best articles, discussions, and updates.