Hostile Neural Networks: Extra Data Models – Expand Your Automation
Minecraft modding constantly pushes the boundaries of automation, and Hostile Neural Networks is a prime example. This mod lets you simulate mob encounters and generate their drops without ever building a mob farm. The heart of the system lies in data models, which define what each simulation produces. But the base mod only covers vanilla mobs and a handful of others, leaving many popular modded creatures out. That is where the Extra Data Models datapack steps in, filling the gaps and refining existing predictions to make your deep learner far more versatile.
What Are Data Models and Why Extend Them?
In Hostile Neural Networks, you craft a deep learner, feed it data models, and run simulations to produce mob drops over time. Each data model corresponds to a specific entity, from zombies to ender dragons. The problem is that once you venture into modded biomes, you encounter dozens of new creatures that the base mod simply ignores. Without a matching data model, you cannot automate their drops, forcing you back to manual farming. The Extra Data Models datapack solves this by adding fresh data models for a wide range of mods, ensuring your neural network can handle almost anything the modded world throws at you.
What the Extra Data Models Datapack Adds
This datapack introduces dozens of new data models for mobs from popular mods, tweaks existing vanilla models, and even includes a trivia resource pack that adds flavour text inside the deep learner interface. It was originally designed for the Hi-Tech Revolution modpack, but works standalone with any mod collection that includes Hostile Neural Networks. The pack is version-aware, meaning mod support only activates when the corresponding mod is loaded, so you never have to worry about missing dependencies or clutter.
Supported Mods and New Mob Models
The list of supported mods is extensive. Here is a taste of what you can expect:
- Alex's Mobs – Automate drops from creatures like grizzly bears, roadrunners, and cosmic cod.
- Ice & Fire – Generate dragon scales, witherbone, and other mythical materials without hunting down every lair.
- Ars Nouveau – Simulate wilden creatures to keep your spellcraft supplies flowing.
- Ad Astra – Martian raptors and other extraterrestrial mobs become farmable, with optional integration for Thermal Expansion and Alex's Caves.
- L_Ender's Cataclysm – Tackle boss-tier mobs like the Ignis and generate their rare drops passively.
- Quark, Atmospheric, Autumnity, and many more – Even smaller biome mods get representation.
Additionally, the datapack fills gaps in vanilla by adding data models for salmon, tropical fish, pufferfish, skeleton horses, and zombie horses – creatures the base mod overlooked entirely.
Tweaks to Default Models
It is not just about adding new entries. The datapack also adjusts several existing data models to work better with modded environments. For example, the chicken model now produces eggs in the fabricator, the ender dragon model yields dragon scales and other modded loot, and glow squids drop glow squid tentacles. Slime blocks are removed from the slime model’s output to avoid trivializing rubber production in tech packs, while hoglins can provide meat and hides for those running farming mods. These small changes keep the automation balanced and sensible.
Installation Made Simple
Getting the datapack up and running depends on your Minecraft version. For 1.21, the recommended method uses Paxi, a lightweight datapack loader. Simply place the downloaded zip into config/paxi/datapacks and the pack activates on world load. If you prefer Open Loader, the process is similar, but you may need to adjust its config to point to the correct folder. For those who enjoy assembling custom modpacks, a launcher like foxygame.net can be a game-changer – it is a convenient, flexible, and modern Minecraft launcher where you can download mods and datapacks right from the menu, saving you from manual file juggling. The optional trivia resource pack can be enabled in-game through the resource pack menu, or placed into config/paxi/resourcepacks to auto-activate. Updating is just a matter of replacing the zip file; the datapack handles the rest seamlessly.
Trivia Resource Pack: Flavor for Your Deep Learner
Every data model in Hostile Neural Networks can display a short paragraph of trivia inside the deep learner. The Extra Data Models datapack includes a companion resource pack that adds these entries for all its new models. The text is purely cosmetic but adds a delightful layer of immersion, giving each simulated mob a bit of personality. Because the resource pack only functions when the datapack is active, you can safely leave it enabled without worrying about errors.
Why This Datapack Belongs in Your Modpack
Automation is the soul of modded Minecraft. By expanding Hostile Neural Networks to cover dozens of mods, this datapack eliminates the need for sprawling mob farms and lets you focus on building, exploring, and engineering. The careful tweaks to default models show a deep understanding of balance, while the trivia entries prove the author cares about polish. Whether you are running a kitchen-sink pack or a focused tech progression, having a unified simulation system for all mob drops simplifies resource generation immensely.
Conclusion
Hostile Neural Networks: Extra Data Models breathes new life into an already powerful automation mod. It bridges the gap between vanilla simulation and the rich ecosystem of modded creatures, all while maintaining a lightweight, plug-and-play design. With straightforward installation, broad mod compatibility, and thoughtful balance adjustments, this datapack is an essential addition for anyone who wants their deep learner to truly master every mob in the game. Give it a try, and watch your neural network become the ultimate resource factory.