{"id":20426000,"url":"https://github.com/dfischer/magic-word","last_synced_at":"2026-03-09T10:30:56.335Z","repository":{"id":66377039,"uuid":"353010673","full_name":"dfischer/magic-word","owner":"dfischer","description":"An experimental programming system that combines modern research in programming languages and artificial intelligence. Typed, purely functional concatenative code for scripting the web — and others! 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Typed, purely functional concatenative code for\nscripting the web — and others! With deep learning! 🚀\n\n## Contents\n- [About](#about)\n- [Getting Started](#getting-started)\n- [Documentation](#documentation)\n- [License](#license)\n\n## About\nMagic Word is a collection of compilers and services written in F# and\ntargeting the web platform. The common theme is **ABC**, a purely\nfunctional bytecode designed for livecoding and program synthesis.\n\n## Getting Started\n`dotnet build` at the top-level will build all projects. At the moment\nMagic Word is vaporware, but some time real soon, `dotnet run\n--project ./src/MagicWord.Wiki` will start the wiki, which will walk\nyou through further configuration and usage.\n\n`magic-word.sln` is a .NET solution containing a number of projects:\n\n### `MagicWord.Functions`\n`MagicWord.Functions` provides evaluators for the purely functional\nbytecode, known as ABC, that powers the Magic Word project. Its unique\nfeature is its *rewriting* semantics, that allows programs to be\npaused, migrated, and resumed at arbitrary points during execution.\n  \n### `MagicWord.Bots`\nThe Magic Word project takes the view that programming language theory\nshould embrace techniques based on statistics as well as\nlogic. `MagicWord.Bots` implements *neural language models* trained on\nselected corpuses of ABC code. These models are used for program\nsynthesis, taking inspiration from several recent developments in\nmachine learning, such as [Language Models are Unsupervised Multitask\nLearners](https://d4mucfpksywv.cloudfront.net/better-language-models/language-models.pdf)\nand [Neural Program Synthesis with Priority Queue\nTraining](https://arxiv.org/abs/1801.03526).\n\n### `MagicWord.Wiki`\n`MagicWord.Wiki` implements a web server that allows collaborative\ncommunity development of ABC programs.\n  \n### `MagicWord.Media`\n`MagicWord.Media` implements conversions between ABC and various\nmultimedia formats: audio, images, video and so on. A typical example\nis a function from infinite, continuous two dimensional space to some\ncolor space being interpreted as an image (e.g. `R^2 -\u003e R^4`).\n\n## Documentation\nDocumentation created with mdBook is available on [GitHub\nPages](https://xkapastel.github.io/magic-word).\n\n## License\nMagic Word is available under the terms of the GNU Affero General\nPublic License, version 3; see the `LICENSE` file for details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdfischer%2Fmagic-word","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdfischer%2Fmagic-word","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdfischer%2Fmagic-word/lists"}