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Life & fun · alternatives · 2026

VA

24 alternatives to Variational Autoencoder: A Simple Illustration

I want to illustrate what the variational auctoenocder (VAE) does. Biases (z) of my coins are uniform, and I have a device which changes a bias to z*t (t is between 0 and 1).

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Variational Autoencoder: A Simple Illustration launched in 2021; newer entries below may have overtaken it.

  1. 1

    Official Pytorch and JAX implementation of "Efficient-VDVAE: Less is more" - Rayhane-mamah/Efficient-VDVAE

    2022 · github.com · its alternatives →

  2. 2

    Continual learning model trained from scratch on 8GB VRAM laptop with batch-1 stream of data. - volotat/mini-AGI

    Sep 2026 · github.com · its alternatives →

  3. 3

    I spent a lot of time and money on this rather big side project of mine that attempts to replicate the mechanistic interpretability research on proprietary LLMs that was quite popular this year and produced great research papers by Anthropic [1], OpenAI [2] and Deepmind [3]. I am quite proud of this project and since I consider myself the target audience for HackerNews did I think that maybe some of you would appreciate this open research replication as well. Happy to answer any questions or face any feedback. Cheers [1]…

    2024 · github.com · its alternatives →

  4. 4

    I wrote an SVG editor and physics simulation to determine how pieces connected by rigid rings will dangle when hung. I was surprised at how well the simulation actually predicted reality! This was done with a lot of help from Gemini over last week (so half with the upgrade). Main link is an explanatory article. Here's the live app: https://jasonthorsness.github.io/tree-dangler/ And source: https://github.com/jasonthorsness/tree-dangler

    2025 · jasonthorsness.com · its alternatives →

  5. 5

    I went down the rabbit hole on a side project and ended up building this: Strange Attractors(https://blog.shashanktomar.com/posts/strange-attractors). It’s built with three.js. Working on it reminded me of the little "maths for fun" exercises I used to do while learning programming in early days. Just trying things out, getting fascinated and geeky, and being surprised by the results. I spent way too much time on this, but it was extreme fun. My favorite part: someone pointed me to the Simone Attractor on Threads. It is a 2D attractor and I asked GPT to extrapolate it to…

    Oct 2025 · blog.shashanktomar.com · its alternatives →

  6. 6

    We’ve been working on Vaev, a minimal web browser engine built from scratch. It supports HTML/XHTML, the CSS cascade, @page rules for pagination, and print-to-PDF rendering. It even handles calc(), var(), and percentage units—and yes, it renders Google.com (mostly). This is an experimental project focused on learning and exploration. Networking is basic (http:// and file:// only), and grid layouts aren’t supported yet, but we’re making progress fast. We’d love your thoughts and feedback.

    2025 · github.com · its alternatives →

  7. 7

    Trying to do gradient descent using automatic differentiation over branchy programs? Or to combine them with neural networks for end-to-end training? Then this might be interesting to you. We develped DiscoGrad, a tool for automatic differentiation through C++ programs involving input-dependent control flow (e.g., "if (f(x) < c) { ... }", differentiating wrt. x) and randomness. Our initial motivation was to enable the use of gradient descent with simulations, which often rely heavily on such discrete branching. The latter makes plain autodiff mostly useless, since it can only account for the…

    2024 · github.com · its alternatives →

  8. 8

    Hey HN! We’ve forked Jupyter Lab and added AI code generation features that feel native and have all the context about your notebook. You can see a demo video (2 min) here: https:&#x2F;&#x2F;www.tella.tv&#x2F;video&#x2F;clxt7ei4v00rr09i5gt1laop6&#x2F;view Try a hosted version here: https:&#x2F;&#x2F;pretzelai.app Jupyter is by far the most used Data Science tool. Despite its popularity, it still lacks good code-generation extensions. The flagship AI extension jupyter-ai lags far behind in features and UX compared to modern AI code generation and understanding tools (like…

    2024 · github.com · its alternatives →

  9. 9

    Hi everyone, I started working on nanoeuler after the ban of anthropic's fable because my ambition and dream is to work in the AI field in anthropic. The two interesting reasons that led me to create nanoeuler were (1) interfacing with llm does not mean understanding how they are composed and (2), working on llm with a very low-level layer to understand the correlation between parameters and data and growth of the model and how the GPU works and how some layers can be optimized. So I started working on it with a research aspect by making nanoeuler grow more and more but doing one step after…

    Jun 2026 · github.com · its alternatives →

  10. 10

    We recently used DeepSeek V4 Flash as a teacher for finance tasks with GPT-OSS-120B. Distillation works well on this problem. At a constrained 8k token budget, our self-distilled 120B scores 83.61% on FinanceReasoning, above Kimi K3 (81.93%) and Inkling (65.13%). We released the 20B open weights. With V4 as the teacher though, we realized it would be timely to measure if the censorship characteristic of it transferred to the distilled version of the base model. tl;dr it didn't, the teacher answered politically sensitive questions 7 SDs differently than expected, but the distilled model's…

    Jul 2026 · ctgt.ai · its alternatives →

  11. 11L3
  12. 12
  13. 13

    A minimalist three-dimensional coding environment. Control 8x8x8 dots with a single JavaScript function.

    2021 · doersino.github.io · its alternatives →

  14. 14

    Hey HN! We’ve built a tool that dynamically adjusts the complexity of software interfaces based on a user's interaction with it. It works by hiding non-essential&#x2F;advanced UI elements for new users, reducing cognitive load and guiding them to their "aha moment" more efficiently. We refer to this as „simple mode“. Non-essential features are progressively revealed when the user is ready to use them, and we’ve also added an option for users to manually switch „simple mode“ off. Every Feature in vykee consists of Elements. Elements can be selected via UI picker or via code by adding the…

    2024 · vykee.co · its alternatives →

  15. 15

    The open sparse MoE model for agentic coding

    Apr 2026 · qwen.ai · its alternatives →

  16. 16

    AI that builds you a deterministic evaluation in minutes

    2025 · its alternatives →

  17. 17

    Voronoi effect with your 3D models

    2016 · voronator.com · its alternatives →

  18. 18AT

    I've been building prototypes of new AI learning tools for months, but I recently learned that 3blue1brown open sourced his incredible math animation library, Manim, and that LLMs could generate code for it without any fine-tuning. So I made a tool that automatically generates animated math&#x2F;science explanations in the style of 3blue1brown using Manim from any text prompt. Try it yourself at https:&#x2F;&#x2F;TMA.live (no signup required) or see the demo video here: https:&#x2F;&#x2F;x.com&#x2F;i&#x2F;status&#x2F;1874948287759081608 The UX is pretty simple right now, you just write a…

    2025 · tma.live · its alternatives →

  19. 19AP
  20. 20

    Hi HN! Run it: OPENROUTER_API_KEY="sk" npx bff-eval --demo We built a tool to help people take LLM outputs and easily grade them &#x2F; eval them to know how good an assistant response is. We've built a number of LLM apps, and while we could ship decent tech demos, we were disappointed with how they'd perform over time. We worked with a few companies who had the same problem, and found out scientifically building prompts and evals is far from a solved problem... writing these things feels more like directing a play than coding. Inspired by Anthropic's constitutional ai concepts, and amazing…

    2025 · github.com · its alternatives →

  21. 21QA

    Hi! This is my little project introducing quasicrystals animations with some parameters. It uses a custom shader to allow higher resolution. Not all combinations look equally good. For example the "Spectrum" color palette IMO makes sense only for low values of "Tempo" and "Pattern Density". If you have VR googles, I recommend trying the WebXR version - it's really nice.

    Aug 2026 · hypnagogic-quasicrystals.github.io · its alternatives →

  22. 22

    The SQLite of Vector Search & Episodic Memory for AI Agents in ~120KB. Pure C99, AVX2+FMA, ARM NEON, FASM x64, zero dependencies. - eminsk/nanovector

    Sep 2026 · github.com · its alternatives →

  23. 23VA

    I built Vue-Hook-Optimizer (VHO) to solve a pain point: refactoring "mega-components" where logic is so tangled that it's hard to see where one Hook ends and another begins.

    Jan 2026 · vue-hook-optimizer.vercel.app · its alternatives →

  24. 24BI

    Hello HN, Recently an amazingly beautiful explainer was shared on HN: https:&#x2F;&#x2F;explainers.blog&#x2F;posts&#x2F;why-is-the-sky-blue&#x2F; I loved it so much that I wished more topics were explained that way. So, I decided to stress-test today's frontier models (Opus 4.6 in Claude Code) to generate similar explainer on any given topic WITH (almost) one shot and minimal nudging. I'm launching with four topics: Fourier transformation, scaling laws in bio, cellular automata and LLMs. I would let you be the judge, but I'm quite liking them. Some things I learned: - Prompting CC to test…

    Feb 2026 · paraschopra.github.io · its alternatives →

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