Hostile Neural Networks

Source-provided project description. FreeMinecraftMods keeps creator credit and adds separate compatibility and decision guidance below.

Project overview

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

FreeMinecraftMods decision guide

This mod is most relevant to players looking for Automation, Processing, Farming, Technology on NeoForge, Forge. Treat those labels as discovery hints, then verify the exact file and dependency list on the official project page.

The source record was updated on Jul 19, 2026, which is a recent freshness signal. A recent date does not guarantee support for every loader or Minecraft version, so still inspect the current file list.

What to verify before choosing a file

• Confirm that the file is published by the credited creator on the linked official source.
• Match the Minecraft version exactly instead of relying only on a broad category label.
• Read dependencies, incompatibilities, and changelog notes before updating an existing instance.
• Match the loader or server platform and its required version. Forge and NeoForge are not interchangeable.
• Back up worlds and configuration files before testing the project in a long-term save or public server.

Compatibility at a glance

Minecraft versions in this snapshot: 1.21.1, 1.20.1, 1.19.2, 1.18.2, 1.16.5, 1.18.1, 1.17.1

Loaders and platforms: NeoForge, Forge

Before you install

Match the exact Minecraft version and loader, install every required dependency, and test in a separate profile before opening an important world. Keep a backup before changing a working mod list.

Source, licensing, and corrections

FreeMinecraftMods does not mirror the project files. Use the official source for downloads, release notes, dependencies, support, and licensing details. Project names, images, and creator-written descriptions remain the property of their respective owners.

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