Hostile Neural Networks

Hostile Neural Networks

Simulate Mobs to create not-so-simulated drops!

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About this Mod

About

Hostile Neural Networks is a mob based on Deep Mob Learning for 1.16.5 and higher. It allows you to train data models and run simulations,
producing mob predictions, which can be used to generate mob loot.

The fundamental unit of this mod is the Data Model - an item which holds information about an entity that you can utilize to generate their
drops. To get a Data Model, you must first craft a Data Model Framework, and use it on the target entity to build the model. Once you have your
model, you will have to train it.

Training a Data Model can be done in one of two ways, with a Deep Learner or with a Simulation Chamber. The deep learner allows you to
store a few data models within, and kills you receive will begin to train the model. All models start out in the Faulty state, and must be
trained up to Basic in the deep learner.

Once your model is Basic or higher, you can use the simulation chamber to run simulations of your model. Simulations will always produce a
generalized prediction, and may also produce a Mob Prediction, based on the accuracy of the model. The higher tier of the model, the higher the
accuracy, up to 99.5% at Self Aware. Running simulations requires energy (based on the model type) and a catalyst item, which is usually a
Prediction Matrix.

Mob Predictions will need to be processed in a Loot Fabricator, a device which uses power to convert predictions to mob drops. The drops
which are available are based on a list of pre-defined items, and a target can be selected for each type of model. The loot fabricator will
remember your choices for each type, so you can feed multiple types of predictions into a single fabricator.

Custom Data Models and Mod Support

Custom Data Models can be added via a Datapack. Each Data Model is represented as a single file under the data_models subfolder. An example
is the Witch Data
Model
file
located in the base mod.

Published datapacks for certain mods may be listed here in the future as they are created.

Support Me


Contact

Discord: https://discord.shadowsoffire.dev/landing

Available Versions

Hostile-Neural-Networks 1.21.1-6.4.1release
MC 1.21.1neoforge
June 20, 2026
Hostile Neural Networks 5.3.3release
MC 1.20.1forge
June 19, 2026
Hostile-Neural-Networks 1.21.1-6.4.0release
MC 1.21.1neoforge
June 18, 2026

How to Install Hostile Neural Networks on Your Server

1

Order Server

Order a Minecraft Java server with at least 3 GB RAM (4 GB recommended).

2

Set forge Loader

In the panel under "Egg", select the forge loader and matching Minecraft version (1.21.1).

3

Install Mod

Open the mod browser in the dashboard and search for "Hostile Neural Networks". Click "Install" – done! Alternatively, upload the .jar via SFTP to the /mods folder.

Compatibility

Mod Loaders

forgeneoforge

Minecraft Versions

1.21.1, 1.20.1

Server-side

Required

Recommended RAM

4 GB(min. 3 GB)

Frequently Asked Questions

Hostile Neural Networks server crashes on startup – what to do?

Most common cause: wrong forge version or insufficient RAM. Check the server log (latest.log) for "OutOfMemoryError" or "Mixin" errors. With Mado Hosting: ensure at least 3 GB RAM is allocated and the loader matches the mod version (1.21.1). You can switch loaders with one click in the panel.

Is Hostile Neural Networks compatible with forge and neoforge?

Hostile Neural Networks officially supports forge, neoforge for Minecraft 1.21.1, 1.20.1. The Mado dashboard automatically detects incompatible loader combinations.

Server lagging with Hostile Neural Networks – how to optimize performance?

Recommended RAM: 4 GB (per 8 players). Use /spark profiler to check if Hostile Neural Networks consumes the most tick time. Common fixes: reduce server view-distance to 8-10, install "performant" or "starlight" as supplementary mods on Forge. With Mado Hosting, your server runs on NVMe SSDs with dedicated CPU cores for minimal latency.

Rent Modded Server

Install Hostile Neural Networks with just one click on your server.

Recommended RAM
4 GBab €8/mo
Min. 3 GB | +1 GB pro 8 Spieler
Create Server Now
1-Click Mod Install
NVMe SSD Storage
DDoS Protection included

Details

License
MIT License
Server-side
Required

Supported Versions

1.21.11.20.1