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roadmaps/ai-engineer/content/bias-and-fairness@lhIU0ulpvDAn1Xc3ooYz_.md
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Visit the following resources to learn more:
- [@article@What Do We Do About the Biases in AI?](https://hbr.org/2019/10/what-do-we-do-about-the-biases-in-ai)
- [@article@AI Bias - What Is It and How to Prevent It?]([https://web.archive.org/web/20230921120254/https://levity.ai/blog/ai-bias-how-to-avoid](https://builtin.com/artificial-intelligence/ai-bias))
- [@article@What about fairness, bias and discrimination?](https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/artificial-intelligence/guidance-on-ai-and-data-protection/how-do-we-ensure-fairness-in-ai/what-about-fairness-bias-and-discrimination/)
- [@article@AI Bias - What Is It and How to Prevent It?](%5Bhttps://web.archive.org/web/20230921120254/https://levity.ai/blog/ai-bias-how-to-avoid%5D(https://builtin.com/artificial-intelligence/ai-bias))
- [@article@What about fairness, bias and discrimination?](https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/artificial-intelligence/guidance-on-ai-and-data-protection/how-do-we-ensure-fairness-in-ai/what-about-fairness-bias-and-discrimination/)
roadmaps/ai-engineer/content/context-compaction@9XCxilAQ7FRet7lHQr1gE.md
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- [@article@Context Engineering](https://blog.langchain.com/context-engineering-for-agents/)
- [@article@Context Compaction](https://gist.github.com/badlogic/cd2ef65b0697c4dbe2d13fbecb0a0a5f)
- [@video@Context Engineering for Agents](https://www.youtube.com/watch?v=4GiqzUHD5AA)
- [@video@Context Engineering for Agents](https://www.youtube.com/watch?v=4GiqzUHD5AA)
roadmaps/ai-engineer/content/devin@Xsl8mx6J182TxPPtNP471.md
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# Devin
Devin is an autonomous AI software engineer capable of handling entire development projects from start to finish. It functions by planning, writing, debugging, and deploying code through a simulated environment that mirrors a human developer’s workflow. Originally developed by Cognition, this tool—formerly known as Windsurf—integrates directly into the development process to execute complex tasks, manage terminal commands, and navigate browser-based documentation independently.
Visit the following resources to learn more:
- [@official@Devin Docs](https://docs.devin.ai/get-started/devin-intro)
- [@video@Devin AI Is the Future of Coding… Full Tutorial](https://www.youtube.com/watch?v=GFlFABWeqDc)
- [@video@Devin AI Tutorial - 2026 | How to Use Devin AI? (Step-by-step Guide)](https://www.youtube.com/watch?v=X533xEtOEDo)
roadmaps/ai-engineer/content/text-to-speech@GCERpLz5BcRtWPpv-asUz.md
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Visit the following resources to learn more:
- [@article@What is Text-to-Speech?](https://aws.amazon.com/polly/what-is-text-to-speech/)
- [@article@From Text to Speech: A Deep Dive into TTS Technologies](https://medium.com/@zilliz_learn/from-text-to-speech-a-deep-dive-into-tts-technologies-18ea409f20e8)
- [@article@From Text to Speech: A Deep Dive into TTS Technologies](https://medium.com/@zilliz_learn/from-text-to-speech-a-deep-dive-into-tts-technologies-18ea409f20e8)