├── .gitignore ├── LICENSE ├── README.md ├── chrome-extension ├── bootstrap.min.css ├── icon128.png ├── js │ ├── content_script.js │ └── popup.js ├── manifest.json └── popup.html ├── deploy.sh ├── docs ├── CNAME ├── assets │ ├── css │ │ ├── index.css │ │ └── reset.css │ └── images │ │ └── Animation.gif ├── get_started │ ├── images │ │ ├── chrome.png │ │ ├── download.png │ │ ├── load.png │ │ ├── openai.png │ │ └── pin.png │ └── install_chrome_extension_en.md └── index.html ├── jest.config.js ├── main.py ├── package-lock.json ├── package.json ├── public ├── bootstrap.min.css ├── icon128.png ├── manifest.json └── popup.html ├── requirements.txt ├── src ├── content_script.tsx └── popup.tsx ├── tsconfig.json └── webpack ├── webpack.common.js ├── webpack.dev.js └── webpack.prod.js /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | 131 | lib-cov 132 | *.seed 133 | *.log 134 | *.csv 135 | *.dat 136 | *.out 137 | *.pid 138 | *.gz 139 | *.swp 140 | 141 | pids 142 | logs 143 | results 144 | tmp 145 | 146 | # Build 147 | public/css/main.css 148 | 149 | # Coverage reports 150 | coverage 151 | 152 | # API keys and secrets 153 | .env 154 | 155 | # Dependency directory 156 | node_modules 157 | bower_components 158 | 159 | # Editors 160 | .idea 161 | *.iml 162 | 163 | # OS metadata 164 | .DS_Store 165 | Thumbs.db 166 | 167 | # Ignore built ts files 168 | dist/**/* 169 | 170 | # ignore yarn.lock 171 | yarn.lock 172 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2023 RecAlign 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Recommendation Alignment (RecAlign) 2 | 3 | [](https://chrome.google.com/webstore/detail/recalign/eedopfonifglenhkedconaljmbnaimej) 4 | 5 | - [Development Installation.](./docs/get_started/install_chrome_extension_en.md) 6 | 7 | Recommendation systems (e.g., Twitter) optimize for your attention and spoil you to the detriment of your own well-being. Their objective is fundamentally misaligned with yours. 8 | 9 | We are developing an open source chrome extension RecAlign (short for Recommendation Alignment) to address this misalignment. We use large language models (LLMs) to vet and remove recommendations according to your explicitly stated preference in a transparent and editable way. 10 | 11 | ![Animation](https://user-images.githubusercontent.com/6410074/232265086-b7832c3a-fff9-4edc-bb4c-c0c4c3faf449.gif) 12 | 13 | # Setting Up: 14 | - Pin the extension on the toolbar. 15 | - Click on the extension icon. 16 | - Fill in your preference as well as your OpenAI API Key, which you can find [here](https://platform.openai.com/account/api-keys). 17 | 18 | # Dev build: 19 | - Run `npm install`. 20 | - Run `npm run build`. 21 | - Compiled chrome extension now exsits at the `chrome-extension` folder. 22 | - Load the `chrome-extension` folder as unpacked extension. 23 | -------------------------------------------------------------------------------- /chrome-extension/icon128.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/recalign/RecAlign/f421d835a190c95e44e2bb25f3ee5d6189f38e0c/chrome-extension/icon128.png -------------------------------------------------------------------------------- /chrome-extension/js/content_script.js: -------------------------------------------------------------------------------- 1 | (()=>{"use strict";const e=new Map;function t(e){const t=e.getBoundingClientRect(),n=Math.max(document.documentElement.clientHeight,window.innerHeight);return!(t.bottom<0||t.top-n>=0)}let n=!1;setInterval((()=>{n||(n=!0,"https://twitter.com/home"===window.location.href||"https://www.twitter.com/home"===window.location.href?chrome.storage.sync.get(["twitter"]).then((n=>{if(null==n.twitter&&(n.twitter=!0),n.twitter){console.log("Extension running...");const n=document.querySelectorAll("article[data-testid='tweet']"),o=[],l=Array.prototype.filter.call(n,(e=>t(e))),s=[],c=[];for(let t=0;t{console.log("Preference is "+t.preference);const n={messages:s,preference:t.preference,openai_api_key:t.openai_api_key},c=new XMLHttpRequest;c.open("POST","https://hiubwe6637gmpslsccd4ofi3de0yaeqa.lambda-url.us-east-2.on.aws/"),c.setRequestHeader("Content-Type","application/json;charset=UTF-8"),c.send(JSON.stringify(n)),console.log("[Backend]","Request sent..."),c.onloadend=function(){const t=JSON.parse(c.responseText);console.log("[BACKEND]",t);for(let n=0;n{if(null==n.zhihu&&(n.zhihu=!0),n.zhihu){console.log("Zhihu extension running...");let n=document.querySelectorAll(".Card.TopstoryItem"),o=[],l=Array.prototype.filter.call(n,(function(e){return t(e)})),s=[],c=[];for(let t=0;t{console.log("Value currently is "+t.preference);const n=t.preference,c={messages:s,preference:n,openai_api_key:t.openai_api_key},r=new XMLHttpRequest;r.open("POST","https://hiubwe6637gmpslsccd4ofi3de0yaeqa.lambda-url.us-east-2.on.aws/"),r.setRequestHeader("Content-Type","application/json;charset=UTF-8"),r.send(JSON.stringify(c)),console.log("[Backend]","Request sent..."),r.onloadend=function(){const t=JSON.parse(r.responseText);console.log("[BACKEND]",t);for(let n=0;n{"use strict";function e(){const e=document.getElementById("preference").value;chrome.storage.sync.set({preference:e}).then((()=>{console.log("Value is set to "+e)}));const t=document.getElementById("openai-api-key").value;chrome.storage.sync.set({openai_api_key:t}).then((()=>{console.log("OpenAI API key saved.")}));const n=document.getElementById("twitter").checked,c=document.getElementById("zhihu").checked;chrome.storage.sync.set({twitter:n,zhihu:c}).then((()=>{console.log("Twitter: "+n+", Zhihu: "+c)}))}window.addEventListener("load",(function(){chrome.storage.sync.get(["preference"]).then((e=>{console.log("Value currently is "+e.preference),null!=e.preference&&""!=e.preference||(e.preference="",document.getElementById("preference").classList.add("is-invalid")),document.getElementById("preference").value=e.preference})),chrome.storage.sync.get(["openai_api_key"]).then((e=>{null==e.openai_api_key||""==e.openai_api_key?(e.openai_api_key="",document.getElementById("openai-api-key").classList.add("is-invalid"),document.getElementById("openai-api-key").value=""):document.getElementById("openai-api-key").value=e.openai_api_key})),chrome.storage.sync.get(["twitter","zhihu"]).then((e=>{null==e.twitter&&(e.twitter=!0),null==e.zhihu&&(e.zhihu=!0),document.getElementById("twitter").checked=e.twitter,document.getElementById("zhihu").checked=e.zhihu})),document.getElementById("save-button").addEventListener("click",e)}))})(); -------------------------------------------------------------------------------- /chrome-extension/manifest.json: -------------------------------------------------------------------------------- 1 | { 2 | "manifest_version": 3, 3 | "name": "RecAlign", 4 | "version": "0.2.0", 5 | "description": "Filter content by transparent, editable preference.", 6 | "icons": { 7 | "128": "icon128.png" 8 | }, 9 | "action": { 10 | "default_title": "RecAlign", 11 | "default_popup": "popup.html" 12 | }, 13 | "content_scripts": [ 14 | { 15 | "matches": ["https://twitter.com/*", "https://www.twitter.com/*", "https://zhihu.com/*", "https://www.zhihu.com/*"], 16 | "js": ["js/content_script.js"] 17 | } 18 | ], 19 | "permissions": [ 20 | "storage" 21 | ] 22 | } 23 | -------------------------------------------------------------------------------- /chrome-extension/popup.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 9 | 10 | Hello, world! 11 | 12 | 13 | 14 |

RecAlign

15 |

Enable RecAlign on:

16 |
17 | 18 | 21 |
22 |
23 | 24 | 27 |
28 |
29 |

Please enter your preference:

30 |
31 | 33 | 34 |
35 | 36 |
37 |

Your OpenAI API key:

38 |
39 | 40 | 41 |
42 | 43 |
44 |
45 | 46 |
47 | 48 | 49 | -------------------------------------------------------------------------------- /deploy.sh: -------------------------------------------------------------------------------- 1 | # Halt immediately if any command fails: 2 | set -e 3 | 4 | # Create a fresh clone of this repository at /tmp: 5 | rm -f /tmp/RecAlign.zip 6 | cd /tmp 7 | git clone git@github.com:tjingrant/RecAlign.git 8 | cd RecAlign 9 | git checkout main 10 | 11 | # Compute the sha256 hash of requirements.txt and store it to filename: 12 | filename=$(sha256sum requirements.txt | cut -d' ' -f1) 13 | 14 | # Check if a previously packaged version exists based on the sha256 hash of requirements.txt: 15 | if [ -f /tmp/$filename.zip ]; then 16 | echo "Using previously packaged version." 17 | # If not install and package dependency: 18 | else 19 | echo "Packaging dependencies." 20 | 21 | # Install dependencies: 22 | pip install -r requirements.txt --target ./package 23 | 24 | # Zip the package to a file named as the sha256 hash of requirements.txt: 25 | cd package 26 | zip -r /tmp/$filename.zip . 27 | cd .. 28 | rm -rf package 29 | fi 30 | 31 | # Zip the source code: 32 | zip -r /tmp/$filename.zip . 33 | 34 | # Clean up: 35 | rm -rf /tmp/RecAlign 36 | mv /tmp/$filename.zip /tmp/RecAlign.zip 37 | 38 | echo "Done. The deployment package is at /tmp/RecAlign.zip" 39 | -------------------------------------------------------------------------------- /docs/CNAME: -------------------------------------------------------------------------------- 1 | www.recalign.com -------------------------------------------------------------------------------- /docs/assets/css/index.css: -------------------------------------------------------------------------------- 1 | body { 2 | background-color: #F2F2F2; 3 | color: #222222; 4 | font-family: monospace; 5 | max-width: 80ch; 6 | margin: 0 auto; 7 | padding: 1em; 8 | line-height: 1.2; 9 | } 10 | 11 | div { 12 | margin: auto; 13 | display: block; 14 | } 15 | 16 | h1 { 17 | font-size: 3em; 18 | font-weight: bold; 19 | background-color: transparent; 20 | margin: .67em 0; 21 | text-transform: uppercase; 22 | display:inline-block; 23 | text-transform: none; 24 | } 25 | 26 | h2 { 27 | font-size: 1.8em; 28 | font-weight: bold; 29 | background-color: transparent; 30 | text-transform: none; 31 | margin: .8em 0; 32 | } 33 | 34 | a { 35 | //text-decoration: none; 36 | //color: #72BCD4; 37 | } 38 | 39 | a:hover { 40 | //text-decoration: underline; 41 | } 42 | 43 | p { 44 | margin: 1.5em 0; 45 | font-size: 1.6em; 46 | } 47 | 48 | em { 49 | font-style: italic; 50 | } 51 | 52 | b { 53 | font-weight: bold; 54 | } 55 | 56 | strong { 57 | font-weight: bold; 58 | //color: blue; 59 | background-color: transparent; 60 | } 61 | 62 | #title { 63 | font-size: 1em; 64 | text-transform: none; 65 | font-weight: normal; 66 | margin: .67em 0; 67 | margin-bottom: 2em; 68 | } 69 | 70 | 71 | .container > div { 72 | margin-bottom: 2em; 73 | width: 100%; 74 | } 75 | 76 | .group { 77 | margin: 1em; 78 | } 79 | 80 | .item { 81 | margin: 1em; 82 | } 83 | 84 | 85 | @keyframes movingGradient { 86 | 0% { 87 | background-position: 0% 50%; 88 | } 89 | 100% { 90 | background-position: 100% 50%; 91 | } 92 | } 93 | 94 | body { 95 | background: linear-gradient(45deg, rgba(135, 206, 235, 0.8), rgba(255, 192, 203, 0.8)); 96 | background-size: 200% 200%; 97 | animation: movingGradient 10s ease infinite; 98 | min-height: 100vh; 99 | color: #222; 100 | display: flex; 101 | align-items: center; 102 | justify-content: center; 103 | } 104 | 105 | .download-btn { 106 | display: inline-block; 107 | padding: 10px 20px; 108 | background-color: #007BFF; 109 | color: #fff; 110 | text-decoration: none; 111 | font-size: 16px; 112 | border-radius: 5px; 113 | transition: background-color 0.3s; 114 | } 115 | 116 | .download-btn:hover { 117 | background-color: #0056b3; 118 | } 119 | 120 | .github-btn { 121 | display: inline-block; 122 | padding: 10px 20px; 123 | background-color: #24292e; 124 | color: #fff; 125 | text-decoration: none; 126 | font-size: 16px; 127 | border-radius: 5px; 128 | transition: background-color 0.3s; 129 | } 130 | 131 | .github-btn:hover { 132 | background-color: #161b22; 133 | } 134 | 135 | .translate-btn { 136 | display: inline-block; 137 | padding: 10px 20px; 138 | background-color: #24292e; 139 | color: #fff; 140 | text-decoration: none; 141 | font-size: 16px; 142 | border-radius: 5px; 143 | transition: background-color 0.3s; 144 | 145 | position: fixed; 146 | top: 20px; 147 | right: 40px; 148 | z-index: 10; /* To make sure the button stays on top of other elements */ 149 | } 150 | 151 | .responsive { 152 | width: 100%; 153 | height: auto; 154 | } -------------------------------------------------------------------------------- /docs/assets/css/reset.css: -------------------------------------------------------------------------------- 1 | /* http://meyerweb.com/eric/tools/css/reset/ 2 | v2.0 | 20110126 3 | License: none (public domain) 4 | */ 5 | 6 | html, body, div, span, applet, object, iframe, 7 | h1, h2, h3, h4, h5, h6, p, blockquote, pre, 8 | a, abbr, acronym, address, big, cite, code, 9 | del, dfn, em, img, ins, kbd, q, s, samp, 10 | small, strike, strong, sub, sup, tt, var, 11 | b, u, i, center, 12 | dl, dt, dd, ol, ul, li, 13 | fieldset, form, label, legend, 14 | table, caption, tbody, tfoot, thead, tr, th, td, 15 | article, aside, canvas, details, embed, 16 | figure, figcaption, footer, header, hgroup, 17 | menu, nav, output, ruby, section, summary, 18 | time, mark, audio, video { 19 | margin: 0; 20 | padding: 0; 21 | border: 0; 22 | font-size: 100%; 23 | font: inherit; 24 | vertical-align: baseline; 25 | } 26 | /* HTML5 display-role reset for older browsers */ 27 | article, aside, details, figcaption, figure, 28 | footer, header, hgroup, menu, nav, section { 29 | display: block; 30 | } 31 | body { 32 | line-height: 1; 33 | } 34 | ol, ul { 35 | list-style: none; 36 | } 37 | blockquote, q { 38 | quotes: none; 39 | } 40 | blockquote:before, blockquote:after, 41 | q:before, q:after { 42 | content: ''; 43 | content: none; 44 | } 45 | table { 46 | border-collapse: collapse; 47 | border-spacing: 0; 48 | } -------------------------------------------------------------------------------- /docs/assets/images/Animation.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/recalign/RecAlign/f421d835a190c95e44e2bb25f3ee5d6189f38e0c/docs/assets/images/Animation.gif -------------------------------------------------------------------------------- /docs/get_started/images/chrome.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/recalign/RecAlign/f421d835a190c95e44e2bb25f3ee5d6189f38e0c/docs/get_started/images/chrome.png -------------------------------------------------------------------------------- /docs/get_started/images/download.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/recalign/RecAlign/f421d835a190c95e44e2bb25f3ee5d6189f38e0c/docs/get_started/images/download.png -------------------------------------------------------------------------------- /docs/get_started/images/load.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/recalign/RecAlign/f421d835a190c95e44e2bb25f3ee5d6189f38e0c/docs/get_started/images/load.png -------------------------------------------------------------------------------- /docs/get_started/images/openai.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/recalign/RecAlign/f421d835a190c95e44e2bb25f3ee5d6189f38e0c/docs/get_started/images/openai.png -------------------------------------------------------------------------------- /docs/get_started/images/pin.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/recalign/RecAlign/f421d835a190c95e44e2bb25f3ee5d6189f38e0c/docs/get_started/images/pin.png -------------------------------------------------------------------------------- /docs/get_started/install_chrome_extension_en.md: -------------------------------------------------------------------------------- 1 | ## Get Started 2 | 3 | ### 1. Download the repository 4 | 5 | ![](./images/download.png) 6 | 7 | Download the repository from [GitHub](https://github.com/recalign/RecAlign) and unzip it. 8 | 9 | Consider to give the project a Star if you like it. 10 | 11 | ### 2. Open Chrome extension page 12 | 13 | In Chrome, open the extension page from the menu: `More tools` -> `Extensions` or enter `chrome://extensions/` in the address bar. 14 | 15 | Open the developer mode in the top right corner. 16 | 17 | ![](./images/chrome.png) 18 | 19 | 20 | ### 3. Load the extension 21 | 22 | Click `Load unpacked` and select the `chrome-extension` folder in the repository. Congrats! You have installed the extension. 23 | 24 | ![](./images/load.png) 25 | 26 | 27 | ### 4. Get your OpenAI API key 28 | 29 | Go to [OpenAI](https://platform.openai.com/account/api-keys) and sign up for an account. 30 | 31 | Create a new API key, copy and remember it. You will need it in the next step. 32 | 33 | ![](./images/openai.png) 34 | 35 | Disclaimer: we do not store your API key. It is only used to call OpenAI API. You are responsible for the cost of using OpenAI API. You can remove the key at any time if you do not want to use it anymore. 36 | 37 | 38 | ### 5. Configure the extension 39 | 40 | Pin the extension to the toolbar. Click the extension icon, enter your OpenAI API key and your preferences in the popup window. 41 | 42 | ![](./images/pin.png) 43 | 44 | You are ready to go! Enjoy the extension. -------------------------------------------------------------------------------- /docs/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 12 | 30 | 31 | 32 | 33 | RecAlign (Recommendation Alignment) 34 | 35 | 36 | 37 | 38 | 44 | 45 | 46 | 47 | 48 | 49 |


50 |

Recommendation
Alignment


51 | Star 52 | 53 | Watch 54 |
55 |

Recommendation systems (e.g., Twitter) optimize for your attention and spoil you to the detriment of your own well-being. 56 | Their objective is fundamentally misaligned with yours.

57 |

We are starting an open source initiative RecAlign (short for Recommendation Alignment) to address this misalignment. 58 | We use large language models (LLMs) to vet and remove recommendations according to your explicitly stated preference in a transparent and editable way.


59 | 60 |

What

61 |

We are developing a chrome extension. 62 | You can specify your preference for viewing recommendations (e.g., Tweets) in words such as “I like reading about AI research”. 63 | We then use a large language model (LLM) to filter out recommendations that you do not wish to see.

64 | 65 | 66 | 67 | Recalign Demo 68 | 69 |

70 | Try it out! 71 | View on GitHub
72 |



73 |

Why

74 |

Perhaps you signed up for Twitter to keep up with research, but a single click on a funny meme will flood your timeline with similar content.

75 |

Perhaps you are recovering from alcohol addiction, but the recommendation system knows too well about your love for alcohol and infests your feed with ads for alcohol[1].

76 |

The recurring problem is that, recommendation systems are skilled at catering to who you are, but contributes nothing towards who you aspire to be. 77 | As a practical and initial remedy, we believe as users, you have the right to not see what you do not wish to see, and we want to share this superpower with you via RecAlign, an open source initiative for recommendation alignment.

78 |
79 |

[1] The Alignment Problem, by Brian Christian.

80 |

81 | 82 | 83 |
109 | 110 | 111 | -------------------------------------------------------------------------------- /jest.config.js: -------------------------------------------------------------------------------- 1 | module.exports = { 2 | "roots": [ 3 | "src" 4 | ], 5 | "transform": { 6 | "^.+\\.ts$": "ts-jest" 7 | }, 8 | }; 9 | -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- 1 | import os 2 | import json 3 | import openai 4 | from langchain.output_parsers import CommaSeparatedListOutputParser 5 | from langchain.prompts import PromptTemplate, ChatPromptTemplate, HumanMessagePromptTemplate 6 | from langchain.chat_models import ChatOpenAI 7 | from langchain.schema import ( 8 | AIMessage, 9 | HumanMessage, 10 | SystemMessage 11 | ) 12 | 13 | def router(event, context): 14 | payload = json.loads(event["body"]) 15 | api_key = payload["openai_api_key"] 16 | 17 | # Prepend a index to each text in the list 18 | payload["messages"] = [f"{i+1}. {text}" for i, text in enumerate(payload["messages"])] 19 | text_list = "\n".join(payload["messages"]) 20 | preference = payload["preference"] 21 | 22 | output_parser = CommaSeparatedListOutputParser() 23 | format_instructions = output_parser.get_format_instructions() 24 | model = ChatOpenAI(model="gpt-3.5-turbo", model_kwargs={'temperature': 0}, openai_api_key=api_key) 25 | 26 | messages = [ 27 | SystemMessage(content="You are a reading assistant that classifies whether each item in a list fits user preference. The labels you can use are yes or no."), 28 | HumanMessage(content="Here is my preference:"), 29 | HumanMessage(content=preference), 30 | HumanMessage(content="Here is a list of texts. Please indicate with a 'yes' or 'no' whether I would like to read each item in the list based on the above preference."), 31 | HumanMessage(content=text_list), 32 | HumanMessage(content=format_instructions), 33 | ] 34 | 35 | output = model(messages) 36 | # print("MODEL OUTPUT", output.content) 37 | output = output_parser.parse(output.content) 38 | output = [True if x.lower() == "yes" else False for x in output] 39 | retval = json.dumps(output) 40 | del model # make sure to destroy the api key. 41 | 42 | return retval 43 | 44 | if __name__ == "__main__": 45 | tweets = """Max Tegmark@tegmark·4h·Only 4% of Americans strongly disagree with the proposed pause on AI more powerful than #GPT4, so loud pause critics linked to big tech aren\'t representative. Upton Sinclair said "It is difficult to get a man to understand something, when his salary depends on his not…\xa0Show more586628142.1K 46 | Andrew Carr@andrew_n_carr·46mWow the new Segment Anything model from Meta is pretty amazingread image descriptionALT8516 47 | The Daily Show RetweetedJordan Klepper@jordanklepper·4hA curious public demands more volleyball clarity.Quote TweetThe Daily Show@TheDailyShow·5h.@jordanklepper got to ask George Santos a few important questions at Trump\'s arraignment.491251,494221.6K 48 | NYU AI School \'23@nyuaischool·21hLast 2 days to apply to the NYU AI School 2023 for a unique, in-person experience with leading researchers from NYU, Google, and more! We\'re working on rolling admissions so if you\'re waiting to submit your application we encourage you to do it soon :)nyu-mll.github.ioNYU AI SchoolNYU AI School3161,804""" 49 | 50 | tweets = list(map(lambda x: x.strip(), tweets.split("\n"))) 51 | f=open('api_key.json') 52 | data = json.load(f) 53 | api_key = data['key'] if os.environ.get("API_KEY") is None else os.environ["API_KEY"] 54 | 55 | event = { 56 | "body": json.dumps({ 57 | "messages": tweets, 58 | "preference": "I like reading about adademic research.", 59 | "openai_api_key": api_key 60 | }) 61 | } 62 | print(router(event, None)) -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "RecAlign", 3 | "version": "0.2.0", 4 | "description": "Filter social media feed by transparent, editable preference.", 5 | "main": "index.js", 6 | "scripts": { 7 | "watch": "webpack --config webpack/webpack.dev.js --watch", 8 | "build": "webpack --config webpack/webpack.prod.js", 9 | "clean": "rimraf chrome-extension", 10 | "test": "npx jest", 11 | "style": "prettier --write \"src/**/*.{ts,tsx}\"" 12 | }, 13 | "author": "", 14 | "license": "MIT", 15 | "repository": { 16 | "type": "git", 17 | "url": "https://github.com/chibat/chrome-extension-typescript-starter.git" 18 | }, 19 | "dependencies": { 20 | "react": "^18.2.0", 21 | "react-dom": "^18.2.0" 22 | }, 23 | "devDependencies": { 24 | "@types/chrome": "0.0.158", 25 | "@types/jest": "^27.0.2", 26 | "@types/react": "^18.0.29", 27 | "@types/react-dom": "^18.0.11", 28 | "copy-webpack-plugin": "^9.0.1", 29 | "glob": "^7.1.6", 30 | "jest": "^27.2.1", 31 | "prettier": "^2.2.1", 32 | "rimraf": "^3.0.2 ", 33 | "ts-jest": "^27.0.5", 34 | "ts-loader": "^8.0.0", 35 | "typescript": "^4.4.3 ", 36 | "webpack": "^5.76.0", 37 | "webpack-cli": "^4.0.0", 38 | "webpack-merge": "^5.0.0" 39 | } 40 | } 41 | 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(min-width:1200px){.fs-1{font-size:2.5rem!important}.fs-2{font-size:2rem!important}.fs-3{font-size:1.75rem!important}.fs-4{font-size:1.5rem!important}}@media print{.d-print-inline{display:inline!important}.d-print-inline-block{display:inline-block!important}.d-print-block{display:block!important}.d-print-grid{display:grid!important}.d-print-table{display:table!important}.d-print-table-row{display:table-row!important}.d-print-table-cell{display:table-cell!important}.d-print-flex{display:flex!important}.d-print-inline-flex{display:inline-flex!important}.d-print-none{display:none!important}} 7 | /*# sourceMappingURL=bootstrap.min.css.map */ -------------------------------------------------------------------------------- /public/icon128.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/recalign/RecAlign/f421d835a190c95e44e2bb25f3ee5d6189f38e0c/public/icon128.png -------------------------------------------------------------------------------- /public/manifest.json: -------------------------------------------------------------------------------- 1 | { 2 | "manifest_version": 3, 3 | "name": "RecAlign", 4 | "version": "0.2.0", 5 | "description": "Filter content by transparent, editable preference.", 6 | "icons": { 7 | "128": "icon128.png" 8 | }, 9 | "action": { 10 | "default_title": "RecAlign", 11 | "default_popup": "popup.html" 12 | }, 13 | "content_scripts": [ 14 | { 15 | "matches": ["https://twitter.com/*", "https://www.twitter.com/*", "https://zhihu.com/*", "https://www.zhihu.com/*"], 16 | "js": ["js/content_script.js"] 17 | } 18 | ], 19 | "permissions": [ 20 | "storage" 21 | ] 22 | } 23 | -------------------------------------------------------------------------------- /public/popup.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 9 | 10 | Hello, world! 11 | 12 | 13 | 14 |

RecAlign

15 |

Enable RecAlign on:

16 |
17 | 18 | 21 |
22 |
23 | 24 | 27 |
28 |
29 |

Please enter your preference:

30 |
31 | 33 | 34 |
35 | 36 |
37 |

Your OpenAI API key:

38 |
39 | 40 | 41 |
42 | 43 |
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45 | 46 |
47 | 48 | 49 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | langchain 2 | numpy 3 | openai>=0.27.4 4 | greenlet==1.1.2 -------------------------------------------------------------------------------- /src/content_script.tsx: -------------------------------------------------------------------------------- 1 | // Set up a cache dictionary to store classification result for 2 | // tweets that have been classified before. 3 | const classification_cache = new Map(); 4 | 5 | function checkVisible(elm: HTMLElement): boolean { 6 | const rect = elm.getBoundingClientRect(); 7 | const viewHeight = Math.max(document.documentElement.clientHeight, window.innerHeight); 8 | return !(rect.bottom < 0 || rect.top - viewHeight >= 0); 9 | } 10 | 11 | function clean_twitter(): void { 12 | // Check whether twitter is enabled 13 | chrome.storage.sync.get(["twitter"]).then((result: { [key: string]: any }) => { 14 | if (result.twitter == null) { 15 | result.twitter = true; 16 | } 17 | if (result.twitter) { 18 | console.log("Extension running..."); 19 | // All tweet containers: 20 | const containers = document.querySelectorAll("article[data-testid='tweet']"); 21 | const tweets: string[] = []; 22 | 23 | const filter = Array.prototype.filter; 24 | const visibleContainers = filter.call(containers, (container: Element) => { 25 | return checkVisible(container as HTMLElement); 26 | }); 27 | 28 | // Only keep tweets that have not been classified before. 29 | const new_tweets: string[] = []; 30 | const new_container: Element[] = []; 31 | for (let i = 0; i < visibleContainers.length; i++) { 32 | // Find the outermost div with data-testid="tweetText" and get the text content 33 | const txt_div = visibleContainers[i].querySelector("div[data-testid='tweetText']"); 34 | if (txt_div == null) { 35 | console.log("[DISCOVERY] fail to find tweet text for " + visibleContainers[i].textContent.replaceAll("\n", "")); 36 | tweets.push(""); 37 | continue; 38 | } 39 | 40 | const tweet = txt_div.textContent.replaceAll("\n", ""); 41 | tweets.push(tweet); 42 | 43 | // Partially hide tweets that have not been classified yet. 44 | const parent = visibleContainers[i].closest("div[data-testid='cellInnerDiv']"); 45 | if (!classification_cache.has(tweets[i]) && parent) { 46 | parent.style.opacity = "0.3"; 47 | } 48 | 49 | // If tweet is new, add it to the list of tweets and add article to filtered_articles and add tweet to cache 50 | if (!classification_cache.has(tweet)) { 51 | new_tweets.push(tweet); 52 | new_container.push(visibleContainers[i]); 53 | } 54 | } 55 | 56 | // If there are no new tweets, return 57 | if (new_tweets.length == 0) { 58 | return; 59 | } 60 | 61 | chrome.storage.sync.get(["preference", "openai_api_key"]).then((result: { [key: string]: any }) => { 62 | console.log("Preference is " + result.preference); 63 | const data = { 64 | "messages": new_tweets, 65 | "preference": result.preference, 66 | "openai_api_key": result.openai_api_key, 67 | }; 68 | 69 | // Send the data to the server and log the response to console 70 | const xhr = new XMLHttpRequest(); 71 | xhr.open("POST", "https://hiubwe6637gmpslsccd4ofi3de0yaeqa.lambda-url.us-east-2.on.aws/"); 72 | xhr.setRequestHeader("Content-Type", "application/json;charset=UTF-8"); 73 | xhr.send(JSON.stringify(data)); 74 | console.log("[Backend]", "Request sent..."); 75 | xhr.onloadend = function () { 76 | const response = JSON.parse(xhr.responseText); 77 | console.log("[BACKEND]", response); 78 | for (let i = 0; i < response.length; i++) { 79 | // Set the cache to the corresponding response for the tweet 80 | classification_cache.set(new_tweets[i], response[i]); 81 | } 82 | 83 | for (let i = 0; i < visibleContainers.length; i++) { 84 | // If the cache does not contain the tweet, log the error 85 | if (!classification_cache.has(tweets[i])) { 86 | console.log("[ERROR] cache does not contain tweet " + new_tweets[i]); 87 | continue; 88 | } 89 | const keep = classification_cache.get(tweets[i]); 90 | if (!keep) { 91 | // Find and hide the closest parent div with data-testid="cellInnerDiv" 92 | visibleContainers[i]. 93 | closest("div[data-testid='cellInnerDiv']").style.display = "none"; 94 | console.log("[REMOVE] tweet" + visibleContainers[i].textContent.replaceAll("\n", "")); 95 | } else { 96 | // Set opacity to 1 97 | visibleContainers[i].closest("div[data-testid='cellInnerDiv']").style.opacity = "1"; 98 | console.log("[KEEP] keeping tweet" + visibleContainers[i].textContent.replaceAll("\n", "")); 99 | } 100 | } 101 | } 102 | }); 103 | } 104 | }); 105 | } 106 | 107 | function clean_zhihu(): void { 108 | // Check whether zhihu is enabled 109 | chrome.storage.sync.get(["zhihu"]).then((result: any) => { 110 | if (result.zhihu == null) { 111 | result.zhihu = true; 112 | } 113 | if (result.zhihu) { 114 | console.log("Zhihu extension running..."); 115 | // All tweet containers: 116 | let containers = document.querySelectorAll(".Card.TopstoryItem"); 117 | let tweets: string[] = []; 118 | 119 | let filter = Array.prototype.filter; 120 | let visibleContainers = filter.call(containers, function (container: Element) { 121 | return checkVisible(container as HTMLElement); 122 | }); 123 | 124 | // Only keep tweets that have not been classified before. 125 | let new_tweets: string[] = []; 126 | let new_container: Element[] = []; 127 | for (let i = 0; i < visibleContainers.length; i++) { 128 | let author: string, title: string; 129 | const contentItem = visibleContainers[i].querySelector(".ContentItem"); 130 | if (contentItem && contentItem.dataset.zop) { 131 | const author_and_title = JSON.parse(contentItem.dataset.zop); 132 | author = author_and_title.authorName; 133 | title = author_and_title.title; 134 | } else { 135 | title = contentItem.querySelector(".QuestionItem-title").textContent; 136 | author = ""; 137 | } 138 | const main_text = contentItem.querySelector(".RichText.ztext").textContent.replaceAll("\n", ""); 139 | const tweet = `Author: ${author}, Title: ${title}, Body: ${main_text}`; 140 | console.log(tweet); 141 | 142 | tweets.push(tweet); 143 | // If tweet is new, add it to the list of tweets and add article to filtered_articles and add tweet to cache 144 | if (!classification_cache.has(tweet)) { 145 | new_tweets.push(tweet); 146 | new_container.push(containers[i]); 147 | visibleContainers[i].style.opacity = "0.3"; 148 | } 149 | } 150 | 151 | // If there are no new tweets, return 152 | if (new_tweets.length == 0) { 153 | return; 154 | } 155 | 156 | chrome.storage.sync.get(["preference", "openai_api_key"]).then((result: any) => { 157 | console.log("Value currently is " + result.preference); 158 | const preference = result.preference; 159 | const data = { 160 | "messages": new_tweets, 161 | "preference": preference, 162 | "openai_api_key": result.openai_api_key, 163 | }; 164 | 165 | // Send the data to the server and log the response to console 166 | const xhr = new XMLHttpRequest(); 167 | xhr.open("POST", "https://hiubwe6637gmpslsccd4ofi3de0yaeqa.lambda-url.us-east-2.on.aws/"); 168 | xhr.setRequestHeader("Content-Type", "application/json;charset=UTF-8"); 169 | xhr.send(JSON.stringify(data)); 170 | console.log("[Backend]", "Request sent..."); 171 | xhr.onloadend = function () { 172 | const response = JSON.parse(xhr.responseText); 173 | console.log("[BACKEND]", response); 174 | for (let i = 0; i < response.length; i++) { 175 | // Set the cache to the corresponding response for the tweet 176 | classification_cache.set(new_tweets[i], response[i]); 177 | } 178 | 179 | for (let i = 0; i < visibleContainers.length; i++) { 180 | // If the cache does not contain the tweet, log the error 181 | if (!classification_cache.has(tweets[i])) { 182 | console.log("[ERROR] cache does not contain tweet: " + tweets[i]); 183 | continue; 184 | } 185 | const keep = classification_cache.get(tweets[i]); 186 | if (!keep) { 187 | // Find and hide the closest parent div with data-testid="cellInnerDiv" 188 | visibleContainers[i].style.display = "none"; 189 | console.log("[REMOVE] tweet: " + tweets[i]); 190 | } else { 191 | // Set opacity to 1 192 | visibleContainers[i].style.opacity = "1"; 193 | console.log("[KEEP] keeping tweet: " + tweets[i]); 194 | } 195 | } 196 | } 197 | }); 198 | } 199 | }); 200 | } 201 | 202 | 203 | let inProgress = false; 204 | 205 | // Run every 3 seconds. 206 | setInterval(() => { 207 | // Prevent multiple instances from running at the same time. 208 | if (inProgress) { 209 | return; 210 | } 211 | inProgress = true; 212 | 213 | // If the user is on Twitter, run the Twitter extension 214 | if (window.location.href === "https://twitter.com/home" || window.location.href === "https://www.twitter.com/home") { 215 | clean_twitter(); 216 | // If the user is on Zhihu, run the Zhihu extension 217 | } else if (window.location.href === "https://www.zhihu.com/" || window.location.href === "https://www.zhihu.com/follow") { 218 | clean_zhihu(); 219 | } 220 | inProgress = false; 221 | }, 3000); 222 | -------------------------------------------------------------------------------- /src/popup.tsx: -------------------------------------------------------------------------------- 1 | function saveOptions(): void { 2 | // Get the value of text inside textarea with id preference: 3 | const preference_val: string = (document.getElementById('preference') as HTMLTextAreaElement).value; 4 | chrome.storage.sync.set({ "preference": preference_val }).then(() => { 5 | console.log("Value is set to " + preference_val); 6 | }); 7 | 8 | // Get value of text inside textarea with id openai-api-key: 9 | const openai_api_key_val: string = (document.getElementById('openai-api-key') as HTMLTextAreaElement).value; 10 | chrome.storage.sync.set({ "openai_api_key": openai_api_key_val }).then(() => { 11 | console.log("OpenAI API key saved."); 12 | }); 13 | 14 | // Get the value of checkbox with id twitter, zhihu: 15 | const twitter_val: boolean = (document.getElementById('twitter') as HTMLInputElement).checked; 16 | const zhihu_val: boolean = (document.getElementById('zhihu') as HTMLInputElement).checked; 17 | chrome.storage.sync.set({ "twitter": twitter_val, "zhihu": zhihu_val }).then(() => { 18 | console.log("Twitter: " + twitter_val + ", Zhihu: " + zhihu_val); 19 | }); 20 | } 21 | 22 | window.addEventListener('load', function (): void { 23 | // Get the value of preference from storage and set it to the textarea 24 | chrome.storage.sync.get(["preference"]).then((result: { [key: string]: any }) => { 25 | console.log("Value currently is " + result.preference); 26 | if (result.preference == null || result.preference == "") { 27 | result.preference = ""; 28 | (document.getElementById('preference') as HTMLTextAreaElement).classList.add("is-invalid"); 29 | } 30 | (document.getElementById('preference') as HTMLTextAreaElement).value = result.preference; 31 | }); 32 | 33 | // Get the value of openai_api_key from storage and set it to the textarea 34 | chrome.storage.sync.get(["openai_api_key"]).then((result: { [key: string]: any }) => { 35 | if (result.openai_api_key == null || result.openai_api_key == "") { 36 | result.openai_api_key = ""; 37 | (document.getElementById('openai-api-key') as HTMLTextAreaElement).classList.add("is-invalid"); 38 | (document.getElementById('openai-api-key') as HTMLTextAreaElement).value = ""; 39 | } else { 40 | (document.getElementById('openai-api-key') as HTMLTextAreaElement).value = result.openai_api_key; 41 | } 42 | 43 | }); 44 | 45 | // Get the value of twitter, zhihu from storage and set it to the checkbox 46 | chrome.storage.sync.get(["twitter", "zhihu"]).then((result: { [key: string]: any }) => { 47 | if (result.twitter == null) { 48 | result.twitter = true; 49 | } 50 | if (result.zhihu == null) { 51 | result.zhihu = true; 52 | } 53 | (document.getElementById('twitter') as HTMLInputElement).checked = result.twitter; 54 | (document.getElementById('zhihu') as HTMLInputElement).checked = result.zhihu; 55 | }); 56 | 57 | document.getElementById('save-button')!.addEventListener('click', saveOptions); 58 | }); 59 | -------------------------------------------------------------------------------- /tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "strict": true, 4 | "module": "commonjs", 5 | "target": "es6", 6 | "esModuleInterop": true, 7 | "sourceMap": false, 8 | "rootDir": "src", 9 | "outDir": "dist/js", 10 | "noEmitOnError": true, 11 | "jsx": "react", 12 | "typeRoots": [ "node_modules/@types" ] 13 | } 14 | } -------------------------------------------------------------------------------- /webpack/webpack.common.js: -------------------------------------------------------------------------------- 1 | const webpack = require("webpack"); 2 | const path = require("path"); 3 | const CopyPlugin = require("copy-webpack-plugin"); 4 | const srcDir = path.join(__dirname, "..", "src"); 5 | 6 | module.exports = { 7 | entry: { 8 | popup: path.join(srcDir, 'popup.tsx'), 9 | content_script: path.join(srcDir, 'content_script.tsx'), 10 | }, 11 | output: { 12 | path: path.join(__dirname, "../chrome-extension/js"), 13 | filename: "[name].js", 14 | }, 15 | optimization: { 16 | splitChunks: { 17 | name: "vendor", 18 | chunks(chunk) { 19 | return chunk.name !== 'background'; 20 | } 21 | }, 22 | }, 23 | module: { 24 | rules: [ 25 | { 26 | test: /\.tsx?$/, 27 | use: "ts-loader", 28 | exclude: /node_modules/, 29 | }, 30 | ], 31 | }, 32 | resolve: { 33 | extensions: [".ts", ".tsx", ".js"], 34 | }, 35 | plugins: [ 36 | new CopyPlugin({ 37 | patterns: [{ from: ".", to: "../", context: "public" }], 38 | options: {}, 39 | }), 40 | ], 41 | }; 42 | -------------------------------------------------------------------------------- /webpack/webpack.dev.js: -------------------------------------------------------------------------------- 1 | const { merge } = require('webpack-merge'); 2 | const common = require('./webpack.common.js'); 3 | 4 | module.exports = merge(common, { 5 | devtool: 'inline-source-map', 6 | mode: 'development' 7 | }); -------------------------------------------------------------------------------- /webpack/webpack.prod.js: -------------------------------------------------------------------------------- 1 | const { merge } = require('webpack-merge'); 2 | const common = require('./webpack.common.js'); 3 | 4 | module.exports = merge(common, { 5 | mode: 'production' 6 | }); --------------------------------------------------------------------------------