# 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_personalization_comparison.png\&w=3840\&q=75)](https://devin.ai/blog/personalization-context-awareness-vs-customer-specific-finetuning)

[Industry](https://devin.ai/blog/personalization-context-awareness-vs-customer-specific-finetuning)

## [Personalization: Context Awareness vs Customer-Specific Finetuning](https://devin.ai/blog/personalization-context-awareness-vs-customer-specific-finetuning)

[We break down the value of context awareness and finetuning to personalize the Codeium system to particular enterprises.](https://devin.ai/blog/personalization-context-awareness-vs-customer-specific-finetuning)

[April 1, 202410 min read](https://devin.ai/blog/personalization-context-awareness-vs-customer-specific-finetuning)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_copilot_enterprise_review.png\&w=3840\&q=75)](https://devin.ai/blog/github-copilot-enterprise-review)

[Industry](https://devin.ai/blog/github-copilot-enterprise-review)

## [What do you actually get with GitHub Copilot for Enterprises?](https://devin.ai/blog/github-copilot-enterprise-review)

[A feature-by-feature analysis of the new GitHub Copilot tier.](https://devin.ai/blog/github-copilot-enterprise-review)

[March 12, 20248 min read](https://devin.ai/blog/github-copilot-enterprise-review)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_atlassian_codeium.png\&w=3840\&q=75)](https://devin.ai/blog/atlassian-codeium-announcement)

[Industry](https://devin.ai/blog/atlassian-codeium-announcement)

## [Atlassian x Codeium](https://devin.ai/blog/atlassian-codeium-announcement)

[Announcing our integrations and work with Atlassian.](https://devin.ai/blog/atlassian-codeium-announcement)

[January 22, 20241 min read](https://devin.ai/blog/atlassian-codeium-announcement)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_latency_difficulty.png\&w=3840\&q=75)](https://devin.ai/blog/latency-the-ultimate-constraint)

[Industry](https://devin.ai/blog/latency-the-ultimate-constraint)

## [Latency, the Ultimate Gen AI Constraint](https://devin.ai/blog/latency-the-ultimate-constraint)

[How latency constraints enable us to use our infrastructure expertise to make better products.](https://devin.ai/blog/latency-the-ultimate-constraint)

[January 18, 202410 min read](https://devin.ai/blog/latency-the-ultimate-constraint)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fmongodb_codeium_partnership.jpg\&w=3840\&q=75)](https://devin.ai/blog/mongodb-codeium-partnership-announcement)

[Industry](https://devin.ai/blog/mongodb-codeium-partnership-announcement)

## [MongoDB x Codeium](https://devin.ai/blog/mongodb-codeium-partnership-announcement)

[Announcing our integration and partnership with MongoDB. Get started with MongoDB and Codeium in under 5 minutes using this tutorial.](https://devin.ai/blog/mongodb-codeium-partnership-announcement)

[January 17, 20246 min read](https://devin.ai/blog/mongodb-codeium-partnership-announcement)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_golden_metrics.png\&w=3840\&q=75)](https://devin.ai/blog/golden-metrics-characters-per-opportunity-percentage-code-written)

[Industry](https://devin.ai/blog/golden-metrics-characters-per-opportunity-percentage-code-written)

## [The Golden Metrics: Characters per Opportunity and Percentage Code Written](https://devin.ai/blog/golden-metrics-characters-per-opportunity-percentage-code-written)

[We introduce Characters per Opportunity (CPO) and Percentage Code Written (PCW), gold-standard metrics for benchmarking AI code assistants.](https://devin.ai/blog/golden-metrics-characters-per-opportunity-percentage-code-written)

[January 3, 202413 min read](https://devin.ai/blog/golden-metrics-characters-per-opportunity-percentage-code-written)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_human_tool_interface.png\&w=3840\&q=75)](https://devin.ai/blog/human-tool-interface)

[Industry](https://devin.ai/blog/human-tool-interface)

## [The Effect of Generative AI on the Human-Tool Interface](https://devin.ai/blog/human-tool-interface)

[A mental model of how we think about maximizing the value of AI tools.](https://devin.ai/blog/human-tool-interface)

[December 19, 202313 min read](https://devin.ai/blog/human-tool-interface)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_perspective_on_q4.png\&w=3840\&q=75)](https://devin.ai/blog/what-we-think-of-2023q4-ai-announcements)

[Industry](https://devin.ai/blog/what-we-think-of-2023q4-ai-announcements)

## [What We Think of 2023 Q4 AI News](https://devin.ai/blog/what-we-think-of-2023q4-ai-announcements)

[Our takes on an eventful ending to 2023.](https://devin.ai/blog/what-we-think-of-2023q4-ai-announcements)

[December 18, 20237 min read](https://devin.ai/blog/what-we-think-of-2023q4-ai-announcements)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_codesandbox_codeium.png\&w=3840\&q=75)](https://devin.ai/blog/codesandbox-codeium-partnership-announcement)

[Industry](https://devin.ai/blog/codesandbox-codeium-partnership-announcement)

## [CodeSandbox x Codeium](https://devin.ai/blog/codesandbox-codeium-partnership-announcement)

[Announcing our first class integration and partnership with CodeSandbox.](https://devin.ai/blog/codesandbox-codeium-partnership-announcement)

[November 24, 20232 min read](https://devin.ai/blog/codesandbox-codeium-partnership-announcement)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_github_copilot_security_scanning.png\&w=3840\&q=75)](https://devin.ai/blog/github-copilot-security-scanning-does-not-work)

[Industry](https://devin.ai/blog/github-copilot-security-scanning-does-not-work)

## [GitHub Copilot’s Security Filters Don’t Work](https://devin.ai/blog/github-copilot-security-scanning-does-not-work)

[We tested the claim that LLMs can catch security vulnerabilities.](https://devin.ai/blog/github-copilot-security-scanning-does-not-work)

[November 22, 20235 min read](https://devin.ai/blog/github-copilot-security-scanning-does-not-work)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_what_you_get_copilot_business.png\&w=3840\&q=75)](https://devin.ai/blog/what-you-actually-get-and-dont-get-with-github-copilot-for-business)

[Industry](https://devin.ai/blog/what-you-actually-get-and-dont-get-with-github-copilot-for-business)

## [What you Actually Get (and Don’t Get) with GitHub Copilot for Business](https://devin.ai/blog/what-you-actually-get-and-dont-get-with-github-copilot-for-business)

[Clarifying the GitHub Copilot for Business offering.](https://devin.ai/blog/what-you-actually-get-and-dont-get-with-github-copilot-for-business)

[August 15, 202312 min read](https://devin.ai/blog/what-you-actually-get-and-dont-get-with-github-copilot-for-business)

[![](https://devin.ai/_next/image?url=https%3A%2F%2Fexafunction.github.io%2Fpublic%2Fhero%2Fhero_productionized_context_awareness.png\&w=3840\&q=75)](https://devin.ai/blog/productionizing-context-aware-everything)

[Industry](https://devin.ai/blog/productionizing-context-aware-everything)

## [Productionizing Context Aware Everything](https://devin.ai/blog/productionizing-context-aware-everything)

[Why it is hard to create a context reasoning engine for code LLMs that consistently works.](https://devin.ai/blog/productionizing-context-aware-everything)

[August 3, 202311 min read](https://devin.ai/blog/productionizing-context-aware-everything)