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I gave Qwen 3.8 27B a reverse-engineering job and it finished in 30 minutes

Article URL: https://www.xda-developers.com/qwen-3-8-27b-reverse-engineering-job-frontier-model/ Comments URL: https://news.ycombinator.com/item?id=49407507 Points: 159 # Comments: 80

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Building a Self-Correcting AI Agent with Reflection Loops in Python

Language models produce wrong answers. Not occasionally — regularly. When you deploy an LLM to automate tasks, you need a way to catch and fix those errors without human intervention.

  • Reflection loop automates tasks in language models
  • Two-step cycle: generate and critique
  • Critique step uses second LLM call or deterministic check

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