# Blog Read about our latest announcements. [All](https://devin.ai/blog)[Product](https://devin.ai/blog/category/product)[Enterprise](https://devin.ai/blog/category/enterprise)[Changelist](https://devin.ai/blog/category/changelist)[Company](https://devin.ai/blog/category/company)[Industry](https://devin.ai/blog/category/industry)[Case Studies](https://devin.ai/blog/category/case-studies) [![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_context_module.png\&w=3840\&q=75)](https://devin.ai/blog/context-aware-everything-more-advanced-realtime-context-than-github-copilot) [Industry](https://devin.ai/blog/context-aware-everything-more-advanced-realtime-context-than-github-copilot) ## [Context Aware Everything: More Advanced Realtime Context than GitHub Copilot](https://devin.ai/blog/context-aware-everything-more-advanced-realtime-context-than-github-copilot) [A deep dive into context awareness of Codeium and how it stacks up against GitHub Copilot and CopilotX.](https://devin.ai/blog/context-aware-everything-more-advanced-realtime-context-than-github-copilot) [July 24, 202310 min read](https://devin.ai/blog/context-aware-everything-more-advanced-realtime-context-than-github-copilot) [![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_context_thought.png\&w=3840\&q=75)](https://devin.ai/blog/what-to-know-about-the-context-going-into-your-llm) [Industry](https://devin.ai/blog/what-to-know-about-the-context-going-into-your-llm) ## [What to Know About the Context Going into your Code LLM](https://devin.ai/blog/what-to-know-about-the-context-going-into-your-llm) [Why real-time context for AI code assistants is a meaningful and tricky problem.](https://devin.ai/blog/what-to-know-about-the-context-going-into-your-llm) [July 21, 20235 min read](https://devin.ai/blog/what-to-know-about-the-context-going-into-your-llm) [![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_gitlab.png\&w=3840\&q=75)](https://devin.ai/blog/gitlab-ai-review) [Industry](https://devin.ai/blog/gitlab-ai-review) ## [GitLab Code Suggestions: Why You Should Not Build Your Own Generative AI Product for Code](https://devin.ai/blog/gitlab-ai-review) [An analysis on the capabilities and performance of the AI code assistant from GitLab.](https://devin.ai/blog/gitlab-ai-review) [July 14, 202310 min read](https://devin.ai/blog/gitlab-ai-review) [Industry](https://devin.ai/blog/how-to-make-ai-ux-your-moat) ## [How to Make AI UX Your Moat](https://devin.ai/blog/how-to-make-ai-ux-your-moat) [Design great AI Products that go beyond "just LLM Wrappers": make AI more present, more practical, and more powerful.](https://devin.ai/blog/how-to-make-ai-ux-your-moat) [July 9, 20231 min read](https://devin.ai/blog/how-to-make-ai-ux-your-moat) [![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_personalization_codeium_copilot.png\&w=3840\&q=75)](https://devin.ai/blog/what-github-copilot-lacks-finetuning-on-your-private-code) [Industry](https://devin.ai/blog/what-github-copilot-lacks-finetuning-on-your-private-code) ## [What GitHub Copilot Lacks: Fine-tuning on Your Private Code](https://devin.ai/blog/what-github-copilot-lacks-finetuning-on-your-private-code) [Proof that Codeium fine-tuned on a repository significantly outperforms GitHub Copilot.](https://devin.ai/blog/what-github-copilot-lacks-finetuning-on-your-private-code) [July 3, 202310 min read](https://devin.ai/blog/what-github-copilot-lacks-finetuning-on-your-private-code) [![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_inline_fim.png\&w=3840\&q=75)](https://devin.ai/blog/inline-fim-code-suggestions) [Industry](https://devin.ai/blog/inline-fim-code-suggestions) ## [Code Suggestions You Don’t Get from Copilot: In-line FIM](https://devin.ai/blog/inline-fim-code-suggestions) [In-line Fill-in-the-Middle suggestions, valuable suggestions produced only by Codeium.](https://devin.ai/blog/inline-fim-code-suggestions) [June 9, 20234 min read](https://devin.ai/blog/inline-fim-code-suggestions) [Industry](https://devin.ai/blog/is-your-company-banning-gen-ai) ## [Should your Company ban Generative AI?](https://devin.ai/blog/is-your-company-banning-gen-ai) [Generative AI poses risks for companies that do not have strict data governance](https://devin.ai/blog/is-your-company-banning-gen-ai) [May 4, 20233 min read](https://devin.ai/blog/is-your-company-banning-gen-ai) [Industry](https://devin.ai/blog/amazon-codewhisperer-review) ## [Amazon CodeWhisperer is out of beta. We tried it. Spoiler: it isn’t good.](https://devin.ai/blog/amazon-codewhisperer-review) [An in-depth analysis on the capabilities and performance of Amazon CodeWhisperer post-general access release.](https://devin.ai/blog/amazon-codewhisperer-review) [April 24, 20237 min read](https://devin.ai/blog/amazon-codewhisperer-review) [![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fimages%2Fhero_copilot_gpl.png\&w=3840\&q=75)](https://devin.ai/blog/copilot-trains-on-gpl-codeium-does-not) [Industry](https://devin.ai/blog/copilot-trains-on-gpl-codeium-does-not) ## [GitHub Copilot Emits GPL. Codeium Does Not.](https://devin.ai/blog/copilot-trains-on-gpl-codeium-does-not) [Demonstrating that GitHub Copilot trains on non-permissive licenses and cannot filter suggestions properly, while Codeium avoids legal risk.](https://devin.ai/blog/copilot-trains-on-gpl-codeium-does-not) [April 20, 20239 min read](https://devin.ai/blog/copilot-trains-on-gpl-codeium-does-not) [Industry](https://devin.ai/blog/user-personalization-for-llms) ## [User Personalization, the Next Frontier in LLMs](https://devin.ai/blog/user-personalization-for-llms) [How tuning the model layer of LLM applications creates the highest quality experiences for enterprises.](https://devin.ai/blog/user-personalization-for-llms) [March 31, 20235 min read](https://devin.ai/blog/user-personalization-for-llms) [Industry](https://devin.ai/blog/why-code-completion-needs-fill-in-the-middle) ## [Why your AI Code Completion tool needs to Fill in the Middle](https://devin.ai/blog/why-code-completion-needs-fill-in-the-middle) [Analyzing how fill-in-the-middle allows Codeium to make better suggestions.](https://devin.ai/blog/why-code-completion-needs-fill-in-the-middle) [March 31, 20233 min read](https://devin.ai/blog/why-code-completion-needs-fill-in-the-middle) [Industry](https://devin.ai/blog/using-code-syntax-parsing-for-generative-ai) ## [Using Code Syntax Parsing for Generative AI](https://devin.ai/blog/using-code-syntax-parsing-for-generative-ai) [The theory, challenges, and future of code syntax parsing.](https://devin.ai/blog/using-code-syntax-parsing-for-generative-ai) [March 15, 202310 min read](https://devin.ai/blog/using-code-syntax-parsing-for-generative-ai)