AI · alternatives · 2026
24 alternatives to Perpetual ML
100x faster machine learning
Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Perpetual ML launched in 2024; newer entries below may have overtaken it.
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- 2SU
Here's a project I've been working on for the last few months. It's a new (I think) algorithm, that allows to adjust smoothly - and in real time - how many calculations you'd like to do during inference of an LLM model. It seems that it's possible to do just 20-25% of weight multiplications instead of all of them, and still get good inference results. I implemented it to run on M1/M2/M3 GPU. The mmul approximation itself can be pushed to run 2x fast before the quality of output collapses. The inference speed is just a bit faster than Llama.cpp's, because the rest of implementation…
2024 · asciinema.org · its alternatives →
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- 4TO
Mar 2026 · github.com · its alternatives →
- 5
MiniMax M2.7▲379Self-evolving AI model powering autonomous agents
Mar 2026 · agent.minimax.io · its alternatives →
- 6
Perpetual ML Suite: Set Your Machine Learning on Autopilot.
Dec 2025 · perpetual-ml.com · its alternatives →
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- 12IB
We wanted to do something very challenging to prove to ourselves that we can do anything we put our mind to. The reasoning for why we chose to build a toy TPU specifically is fairly simple: - Building a chip for ML workloads seemed cool - There was no well-documented open source repo for an ML accelerator that performed both inference and training None of us have real professional experience in hardware design, which, in a way, made the TPU even more appealing since we weren't able to estimate exactly how difficult it would be. As we worked on the initial stages of this project, we…
2025 · tinytpu.com · its alternatives →
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Fine-tuning, RL, and inference in one CLI
Dec 2025 · github.com · its alternatives →
- 14MW
2021 · mlconsole.com · its alternatives →
- 15
Train custom ML models with minimum effort and expertise
2018 · its alternatives →
- 16GF
2020 · github.com · its alternatives →
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- 19UO
A couple of months ago, we left our jobs to build UpTrain AI, an open-source machine learning observability and refinement tool which helps users understand the performance of their models in production and improves them over time by identifying problematic data-points for retraining. Data drift, Distribution shifts, Model degradation, Edge cases - we have personally faced these problems in our previous organizations and have built a lot of tooling to solve them. We are building UpTrain so that others don’t need to build them and can solely focus on improving their ML models while we…
2023 · github.com · its alternatives →
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MiniMax M2.5▲194The first open model to beat Sonnet made for productivity
Feb 2026 · minimax.io · its alternatives →
- 21CM
2020 · cml.dev · its alternatives →
- 22
RL-training an AI agent to RL-train AI agents. Contribute to Danau5tin/ai-trains-ai development by creating an account on GitHub.
Jul 2026 · github.com · its alternatives →
- 23
Powerful cloud-based predictive analytics, ML as a Service
2014 · its alternatives →
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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 →