Life & fun · alternatives · 2026
24 alternatives to MarkovJunior, PPL based on pattern matching and constraint propagation
Probabilistic language based on pattern matching and constraint propagation, 153 examples - mxgmn/MarkovJunior
MarkovJunior is a procedural pattern language based on pattern matching and constraint propagation. It generates complex structures by applying rules that match and transform patterns iteratively. The tool is designed… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. MarkovJunior, PPL based on pattern matching and constraint propagation launched in 2022; newer entries below may have overtaken it.
- 1
Bitmap & tilemap generation from a single example with the help of ideas from quantum mechanics - mxgmn/WaveFunctionCollapse
2016 · github.com · its alternatives →
- 2
Generating fun Stack Overflow and Stack Exchange Questions using Markov Chains
2018 · se-simulator.lw1.at · its alternatives →
- 3CD
2012 · scattered-thoughts.net · its alternatives →
- 4PG
2013 · grantslatton.com · its alternatives →
- 5
Outlines is a Python library that focuses on text generation with large language models. Brandon and I are not LLM experts and started the project a few months ago because we wanted to understand better how the generation process works. Our original background is probabilistic, relational and symbolic programming. Recently we came up with a fast way to generate text that matches a regex (https://blog.normalcomputing.ai/posts/2023-07-27-regex-guide...). The basic idea is simple: regular expressions have an equivalent Deterministic-Finite Automaton (DFA) representation. We…
2023 · github.com · its alternatives →
- 6
Creating high-quality scientific figures can be time-consuming and challenging, even though sketching ideas on paper is relatively easy. Furthermore, recreating existing figures that are not stored in formats preserving semantic information is equally complex. To tackle this problem, we introduce DeTikZify, a novel multimodal language model that automatically synthesizes scientific figures as semantics-preserving TikZ graphics programs based on sketches and existing figures. We also introduce a Monte Carlo Tree Search-based inference algorithm that enables DeTikZify to iteratively refine its…
2024 · github.com · its alternatives →
- 7MB
Growth at Anthropic. Previously Growth Engineering leader at MasterClass and Opendoor.
2012 · alexeymk.com · its alternatives →
- 8
Haskell re-implementation of STOKE, the stochastic superoptimizer - blaze/notebooks/tutorial.ipynb at master · bollu/blaze
2019 · github.com · its alternatives →
- 9
Hi There, Erlang-RED has been my project for the last couple of months and I would love to get some feedback from the HN community. The idea is to take advantage of Erlangs message passing and low overhead processes to have true concurrency in Node-RED flows. Plus also to bring low-code visual flow-based programming to Erlang.
2025 · github.com · its alternatives →
- 10
Markov Chain Twitter Bot generator. Contribute to EivindArvesen/dankenstein development by creating an account on GitHub.
2018 · github.com · its alternatives →
- 11
A robust Python tool for text-based AI training and generation using GPT-2. - minimaxir/aitextgen
2020 · github.com · its alternatives →
- 12
We've open-sourced Klarity - a tool for analyzing uncertainty and decision-making in LLM token generation. It provides structured insights into how models choose tokens and where they show uncertainty. What Klarity does: - Real-time analysis of model uncertainty during generation - Dual analysis combining log probabilities and semantic understanding - Structured JSON output with actionable insights - Fully self-hostable with customizable analysis models The tool works by analyzing each step of text generation and returns a structured JSON: - uncertainty_points: array of {step, entropy,…
2025 · github.com · its alternatives →
- 13
Design.MD▲111Feels a bit like Figma, but for coding agents. Instead of going back and forth with prompts, you give the agent a DESIGN.md that defines the design system up front, and it generally sticks to it when generating UI. Google Stitch seems to be moving in this direction as a standard, so we put together a small collection of DESIGN.md files based on popular web sites.
Apr 2026 · getdesign.md · its alternatives →
- 14
Experimental Global Optimization Algorithm. Contribute to chrisstroemel/Simple development by creating an account on GitHub.
2018 · github.com · its alternatives →
- 15
Python With Kurly braces. Contribute to umlet/pwk development by creating an account on GitHub.
2020 · github.com · its alternatives →
- 16
A discrete-time Python-based solver for the Stochastic On-Time Arrival routing problem - mehrdadn/SOTA-Py
2017 · github.com · its alternatives →
- 17
We developed a new framework that enables flexible control of generated text in language models. By combining several models and/or system prompts in one mathematical formula, it lets you tweak your style and combine model outputs with ease. A handy tool for those working with LLMs, looking for more fine-grained control of stylistic output. More details in our paper: https://arxiv.org/abs/2311.14479. Feedback and potential applications are welcome.
2023 · github.com · its alternatives →
- 18
Probabilistic data structures for processing continuous, unbounded streams. - tylertreat/BoomFilters
2015 · github.com · its alternatives →
- 19
Language Lego. Contribute to ayoungprogrammer/Lango development by creating an account on GitHub.
2016 · github.com · its alternatives →
- 20
Applying Patterns to Solve Design Problems
2015 · amazon.com · its alternatives →
- 21
A probabilistic data structure service and storage - skizzehq/skizze
2016 · github.com · its alternatives →
- 22
Fine-tuning, RL, and inference in one CLI
Dec 2025 · github.com · its alternatives →
- 23
Markov Chain-style Bak Tang Wiesenfeld text generation - howonlee/btw-text
2014 · github.com · its alternatives →
- 24
Neural Search. Contribute to raphaelsty/neural-cherche development by creating an account on GitHub.
2023 · github.com · its alternatives →
Also compare
- Wave function collapse algorithm alternatives
- Generating fun Stack Exchange questions using Markov chains alternatives
- Clojure DSL for pattern-matching, parsing and generic programming alternatives
- Probabilistically Generating HN Post Titles alternatives
- LLMs can generate valid JSON 100% of the time alternatives
- Synthesize TikZ Graphics Programs for Scientific Figures and Sketches alternatives
Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →