From 71ce8c3ce4f9e7f29adbc9a43211ecea36ce6f66 Mon Sep 17 00:00:00 2001 From: konfig-bot Date: Tue, 24 Oct 2023 23:07:12 -0700 Subject: [PATCH] add all images --- .../blog/2023/10/23-github-copilot.mdx | 235 ++++++++++++++++-- .../slides/after/bad-results/90-percent.png | Bin 0 -> 64907 bytes .../slides/after/bad-results/clippy.png | Bin 0 -> 45038 bytes .../slides/after/bad-results/decades.png | Bin 0 -> 224408 bytes .../slides/after/bad-results/disaster.png | Bin 0 -> 287260 bytes .../slides/after/bad-results/fall-short.png | Bin 0 -> 249279 bytes .../slides/after/bad-results/far-worse.png | Bin 0 -> 147463 bytes .../slides/after/bad-results/incorrect.png | Bin 0 -> 108008 bytes .../slides/after/bad-results/job-worry.png | Bin 0 -> 96372 bytes .../slides/after/bad-results/lying.png | Bin 0 -> 77268 bytes .../slides/after/bad-results/months-bugs.png | Bin 0 -> 137740 bytes .../slides/after/better-software/amazing.png | Bin 0 -> 114074 bytes .../better-code-docs-tests.png | Bin 0 -> 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b/generator/konfig-docs/blog/2023/10/23-github-copilot.mdx @@ -66,17 +66,15 @@ only thought-provoking opinions. Next, I transcribed these discussions onto a whiteboard, organizing them into -"Pro Copilot," "Anti Copilot", or "Neutral" categories, and then clustering them +"Anti-Copilot" (👍), "Pro-Copilot" (👎), or "Neutral" (🧐) categories, and then clustering them into distinct opinions. Each section in this post showcases an opinion while referencing pertinent discussions.
-TODO + ![Whiteboard](./github-copilot-assets/whiteboard.png)
-## Anti-Copilot Opinions - -### Opinion: Copilot produces bad results +## 👎 Copilot produces bad results LLMs are probabilistic models, which means they are not always correct. This is especially true for Copilot, which is trained on a corpus of code that may not @@ -85,8 +83,53 @@ produce consistently bad results. -
GitHub Copilot crosses 100M ARR Milestone}> - ![100M ARR](./github-copilot-assets/slides/after/good-news/100m-arr.png) +
Reddit}> + ![job-worry](./github-copilot-assets/slides/after/bad-results/job-worry.png) +
+ + +
Reddit}> + ![clippy](./github-copilot-assets/slides/after/bad-results/clippy.png) +
+
+ +
Hacker News}> + ![disaster](./github-copilot-assets/slides/after/bad-results/disaster.png) +
+
+ +
Reddit}> + ![decades](./github-copilot-assets/slides/after/bad-results/decades.png) +
+
+ +
YouTube}> + ![months-bugs](./github-copilot-assets/slides/after/bad-results/months-bugs.png) +
+
+ +
Reddit}> + ![lying](./github-copilot-assets/slides/after/bad-results/lying.png) +
+
+ +
Hacker News}> + ![90-percent](./github-copilot-assets/slides/after/bad-results/90-percent.png) +
+
+ +
Reddit}> + ![fall-short](./github-copilot-assets/slides/after/bad-results/fall-short.png) +
+
+ +
Reddit}> + ![far-worse](./github-copilot-assets/slides/after/bad-results/far-worse.png) +
+
+ +
Hacker News}> + ![incorrect](./github-copilot-assets/slides/after/bad-results/incorrect.png)
@@ -96,31 +139,114 @@ produce consistently bad results. Developers expect their tools to be reliable. Copilot is not reliable, and therefore, certain developers have a tough time -wrestling with its output. For people who worry about job security, fear +wrestling with its output. Copilot would sometimes lie or produce bad results +for a vast majority of the time. For people who worry about job security, fear nothing, because Copilot is not going to replace you anytime soon. -### Opinion: Copilot creates more problems than solutions + +## 👎 Copilot creates more problems than solutions Copilot is a tool that is supposed to help developers write code. However, it can also create more problems than solutions. Code requires 100% accuracy, and inaccuracy can lead you down a rabbit hole of debugging. Often wasting time or flat out breaking your code. + + +
YouTube}> + ![screwed](./github-copilot-assets/slides/after/more-problems/screwed.png) +
+
+ +
Reddit}> + ![subtle-bugs](./github-copilot-assets/slides/after/more-problems/subtle-bugs.png) +
+
+ +
Reddit}> + ![hassle](./github-copilot-assets/slides/after/more-problems/hassle.png) +
+
+ +
Hacker News}> + ![caused-more-problems](./github-copilot-assets/slides/after/more-problems/caused-more-problems.png) +
+
+ +
Reddit}> + ![interferes](./github-copilot-assets/slides/after/more-problems/interferes.png) +
+
+ +
YouTube}> + ![junior-dev](./github-copilot-assets/slides/after/more-problems/junior-dev.png) +
+
+
+ #### Key Takeaway 🔑 Copilot can mess up your code. In some cases, this is frustrating enough for developers to stop using Copilot -altogether. Just like managing a junior developer, Copilot requires a lot of -oversight. +altogether. Just like managing a junior developer, Copilot requires a lot of +oversight. Sometimes subtle bugs can take more time to debug and fix than +writing the code yourself. For some developers who find the output to be too +inaccurate, Copilot becomes an interference and ultimately doesn't save them any +time. -## Pro Copilot Opinions - -### Opinion: Copilot helps you write software faster +## 👍 Copilot helps you write software faster Despite the inaccuracy of LLMs, if you treat Copilot as a tool that can help -take care of the boring stuff, it can be a powerful tool. And a 10-20% increase -in productivity is nothing to scoff at. +take care of the boring stuff, it can be a powerful tool. + + + +
Reddit}> + ![twice-as-fast](./github-copilot-assets/slides/after/faster-software/twice-as-fast.png) +
+
+ +
Hacker News}> + ![10-20-pct](./github-copilot-assets/slides/after/faster-software/10-20-pct.png) +
+
+ +
Reddit}> + ![worth-it](./github-copilot-assets/slides/after/faster-software/worth-it.png) +
+
+ +
Reddit}> + ![30-line-test](./github-copilot-assets/slides/after/faster-software/30-line-test.png) +
+
+ +
YouTube}> + ![boring-stuff](./github-copilot-assets/slides/after/faster-software/boring-stuff.png) +
+
+ +
Hacker News}> + ![mundane](./github-copilot-assets/slides/after/faster-software/mundane.png) +
+
+ +
Reddit}> + ![tedium](./github-copilot-assets/slides/after/faster-software/tedium.png) +
+
+ +
Reddit}> + ![hours-to-minutes](./github-copilot-assets/slides/after/faster-software/hours-to-minutes.png) +
+
+ +
Reddit}> + ![near-perfect](./github-copilot-assets/slides/after/faster-software/near-perfect.png) +
+
+
#### Key Takeaway 🔑 @@ -129,14 +255,50 @@ Copilot increases productivity. Often time developers are faced with mundane and repetitive tasks. Given enough context, Copilot can do these tasks for you with sufficient accuracy. For some developers, these tasks can be a significant time sink, and Copilot can help you -get that time back. +get that time back. A 10-20% increase in productivity is nothing to scoff at. +Assuming an engineer is paid $100k/yr and they are 5% more productive. At the +yearly price of [$100/yr](https://github.com/features/copilot#pricing), you are +creating $4900 of value for your company. -### Opinion: Copilot helps you write better software +## 👍 Copilot helps you write better software Copilot can be a great learning tool for junior developers, giving tech leads more time to focus on higher-level tasks. Ultimately leading to better software and happier developers. + + +
Hacker News}> + ![better-code-docs-tests](./github-copilot-assets/slides/after/better-software/better-code-docs-tests.png) +
+
+ +
Reddit}> + ![test-coverage](./github-copilot-assets/slides/after/better-software/test-coverage.png) +
+
+ +
Hacker News}> + ![higher-level](./github-copilot-assets/slides/after/better-software/higher-level.png) +
+
+ +
Hacker News}> + ![really-super-powers](./github-copilot-assets/slides/after/better-software/really-super-powers.png) +
+
+ +
x.com}> + ![super-power](./github-copilot-assets/slides/after/better-software/super-power.png) +
+
+ +
YouTube}> + ![amazing](./github-copilot-assets/slides/after/better-software/amazing.png) +
+
+
+ #### Key Takeaway 🔑 Copilot has enough intelligence to help you write better software. @@ -146,14 +308,45 @@ It can drastically make mundane tasks like documentation and testing easier, giving developers more time to focus on the bigger picture while maintaining a high standard of code quality. -## Neutral Opinions - -### Opinion: Copilot is like a calculator +## 🧐 Copilot is like a calculator Copilot is a tool that can help you solve problems faster, but it is not a replacement for your brain. You still need to know how to solve problems, and you still need to know how to write code. + + +
Reddit}> + ![not-equally-good](./github-copilot-assets/slides/after/calculator/not-equally-good.png) +
+
+ +
Reddit}> + ![cheating-math](./github-copilot-assets/slides/after/calculator/cheating-math.png) +
+
+ +
YouTube}> + ![corner-drag](./github-copilot-assets/slides/after/calculator/corner-drag.png) +
+
+ +
YouTube}> + ![interns](./github-copilot-assets/slides/after/calculator/interns.png) +
+
+ +
x.com}> + ![calculator](./github-copilot-assets/slides/after/calculator/calculator.png) +
+
+ +
Reddit}> + ![pros-cons](./github-copilot-assets/slides/after/calculator/pros-cons.png) +
+
+
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