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Products that do what Jacquard, a programming language for AI-written, human-reviewed code does

I'm fascinated by the generative AI wave rolling over us, and wondered if AI could create a language that it might prefer using over the ones created by and for humans. To create the design, I had AI analyze the ASTs of several mainstream languages plus a few of the conceptually groundbreaking but esoteric ones (listed in the README) and then create a new structure and new syntax. It was named after the Jacquard machine (https://en.wikipedia.org/wiki/Jacquard_machine), a precursor to Babbage's Analytical Engine (and punch cards). The result reused a lot of existing ideas…

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    Hello everyone. I've been working on this experimental editor called Huzzah. I've been working almost exclusively with coding agents since January of this year, and over the past few months I began to feel utterly exhausted by them. They're great, but I'm finding it more and more tedious to write full sentences for every change I want. Not only that, but it seems there's a complexity limit for codebases - beyond a certain point the agent begins confusing itself. I'd like to go back to writing code, but I don't want to go all the way back to fully manual coding. So I've come up with this…

    17d ago · danielvaughn.dev

  2. 2JA

    Hello HN, I don't post on here much, but wanted to get some eyes on a new project I'm just launching. I think we definitely need one more AI code agent.. I'm a long-term C++ dev, and over 30+ years I've created some successful audio dev tools (JUCE, the Tracktion DAW, the Cmajor DSP language). All of these came from me getting annoyed with something I had to use, and deciding to have a go at my own take on whatever it was. So Juggler is my attempt at an AI code agent, after spending too many hours loving what the models could do, but hating the CLI experience, and having some opinions of…

    Jul 2026 · github.com

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    Zero134

    Vercel's programming language built for AI agents

    15d ago · zerolang.ai

  4. 4IB

    I run a small AI lab and playground and got super excited about Anthropics paper "Verbalizable Representations Form a Global Workspace in Language Models" (https://transformer-circuits.pub/2026/workspace/index.html) It talks about how they use a tool they call a Jacobian Lens to view inside the middle layers of LLM while it's working before it commits to a word (token). I wanted to see if I could get a version of this running on the open models and to my surprise it worked! I ran some experiments with it and build a public facing free tool anyone can use with your…

    Jul 2026 · lucid.earthpilot.ai

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    Finyuus81

    A code-first language for durable, governed AI workflows

    Aug 2026 · github.com

  7. 7TJ

    After 6 years of coding almost every day, I'm finally ready to show HN. There's a lot going on here, looking forward to your guy's feedback.

    Jul 2026 · jaclang.org

  8. 8SA

    Hi HN! Silk is a project I began working on approximately six months ago without any prior experience or knowledge of compiler design, and it's been a frustrating but fun learning experience. It is very much a work in progress, but I would love to hear feedback of any kind!

    2020 · ajaymt.github.io

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    I’ve been building Aver around a simple question: If AI is going to write more of the first draft, what should the source look like for the human reviewer? Aver is an experimental statically typed language and toolchain for AI-written, human-reviewed code. My bet is that source code should carry more than implementation. In most projects, implementation survives in the code, but intent lives in docs, decisions live in ADRs or tickets, and expected behavior lives in tests that may or may not stay close to what they describe. Aver tries to make those parts first-class: explicit method-level…

    Mar 2026 · github.com

  11. 11JA
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    I launched my side project (JDoodle) here 10 years ago, and it has served millions of students, teachers and developers since then. Thanks for your feedback on the initial days. Launching a new product - JDoodle.ai. This is for non-technical users to build and deploy websites and web apps. Unlike other online AI coding platforms that are trying to be an online version of Cursor, we will focus on non-technical users and try to make it easier for them to build apps without seeing or touching code. AI is still maturing in coding, so we will provide the additional layers and guardrails required…

    2025 · jdoodle.ai

  13. 13LB

    Hello everyone. I built an AI-based toolset to help me with language learning. I wanted to be able to easily generate very specific study content and get rapid feedback on my writing. Unlike most language apps, it doesn’t actually try to teach you a language. Instead, it’s a collection of tools for people at an intermediate level who already have a learning process It’s particularly great for Anki users. There a demo video on the login page, and I set up anonymous auth for people who want to test it without creating an account. Feedback and bug reports welcome.

    2025 · drillapp.xyz

  14. 14AA

    AStack is a composable framework designed to simplify the development of AI applications through a "everything is a component" philosophy. It provides a zero-adaptation layer design that enables seamless integration between various AI models, tools, and custom business logic. AStack is an independent technical framework with its own architecture and ecosystem, built on top of Hlang - a highly semantic fourth-generation language (4GL) inspired by Flow-Based Programming paradigms. This foundation on Hlang, which is particularly well-suited for computational modeling and AI-generated code, is…

    2025 · github.com

  15. 15TC

    Hi HN, I'm thrilled to share with you think, a command-line tool that I developed while diving back into the programming scene. For the past few years, my focus had shifted from hands-on programming to managerial roles, my last one being at Affirm (I started Affirm's Polish office). However, I recently left my job to revisit my passion for coding and see if I could still write code that works. Not to mention that with what is currently going on in AI if you are a developer this probably the best possible time for a sabbatical in human history :) My first attempt was with LangChain, but I…

    2023 · github.com

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    Vekol11

    The first AI platform dedicated to the Kurdish language.

    Jul 2026

  17. 17AL

    Antilisp is a Lisp designed for code generation in non-lisp languages. The interpreter is written in RPython, and the language is designed for easy adoption by non-lispers. The project is still young, but the language can be played with if you don't mind missing some important features like modules and pattern matching. I have not published the source code yet, because I am not completely sure how to base a sustainable business on this project and I don't want to risk having to rugpull after raising expectations.

    2025 · antilisp.com

  18. 18JA

    A few months ago I stumbled on obra's superpowers repository https://github.com/obra/superpowers. I really liked the approach and idea that you enforce discipline for your agent through a skill-based workflow. Even though coding agents (copilot included) have become a lot better at natively handling complex tasks, they still wander off and lose track of things. I really liked how superpowers fixed this and how it enabled long-running sessions without the agent losing its "focus". So I decided to build a Copilot tailored skill suite around the core idea of superpowers. I…

    May 2026 · github.com

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    Language build for Data & AI

    Jun 2026 · thinkingdbx.com

  20. 20AP

    Fuzzy opcode windows. You don't need an exact number of vibes, just roughly right.

    Apr 2026 · wevibe.fyi

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    The Modern AI Framework for Java

    Jul 2026 · github.com

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    Hi y'all. Been working on something that should've been made a long time ago imo. It compiles codebases into O(1) hashmaps that the agent queries to discover the structure of your code/answer questions/write code. It also does complete static analysis checks on any writes the agent makes. Don't take my word for it though. Here are the benchmarks: https://benzi.fly.dev/benchmark. on 2/20 tests, Claude Code (mostly Sonnet on one task) regressed or timed out. Benzi didn't because of course, it has a map it can query and not get lost in the sauce. On the other 18 it…

    28d ago · benzi.fly.dev

  23. 23IA

    Hi there. I'm working on a programming language -- called Ink - in my spare time, with a friend. It uses LLVM for the backend, the parser and lexer are both hand written in C. The project is just for a bit of fun, we aren't trying to "revolutionize the programming language", but we're okay with being a bit quirky and out of the box with some of the syntax/features in the language. At the moment, the language is in it's early stages, and there's still a lot to do, which means that if you want to learn more about compilers, now would be a good time to start working on the language, since…

    2015

  24. 24AA

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