Reduce multi-animal merging: 768px + side-by-side layout cue

Allow up to 5 animals in reward prompts (was 3)

Replace chicken 🐔 with sheep 🐑 (baby lamb) in the animal picker

Dedupe reward generation: reuse pre-gen in the on-demand fallback

Prompt: repeat "a cute" per animal for clearer multi-animal scenes

Add boat + space shuttle places (18 total → 3 rows of 6)

Expand picker: 24 animals (lookalike-grouped) + 16 places

README: app flow screenshots + hackathon note; fix gen concurrency

Integrate trained NumZoo LoRA into the app

Fix ZeroGPU initialisation: spaces before torch, two-phase pipeline load, guidance_scale

Dataset: FLUX.2-dev + app-aligned prompts with multi-animal/place combos

Make HF cache setup bulletproof — never crash import, fall back to ephemeral

Fix poisoned HF cache: fresh path + self-healing wipe

Fix cache cleanup: wrap removals in try/except, also clear .locks placeholder

Fix HF Spaces startup: restore spaces import + clear stale cache placeholders

Restore startup pre-download for FLUX.2-klein-4B on HF Spaces

Fix: restore @spaces.GPU decorator required by ZeroGPU

Upgrade image model to FLUX.2-klein-4B + align training pipeline

Remove streak from prompt; support up to 3 animals and places

Fix collection display: replace JS polling with server-side render

Add training dataset generator + fix MPS dtype for local inference

Remove startup model pre-caching — let from_pretrained cache in container

Fix .locks dir placeholder — also repair cache_root/.locks/models--*/

Fix: repair entire HF cache tree of placeholder files at startup

Fix FileExistsError on cache path: unlink placeholder file before makedirs

Change cache path to /data/hf_cache to avoid storage git conflict

Fix ENOTDIR by validating every cache path level; add diagnostics

Fix corrupt cache detection (lexists) and suppress asyncio GC noise

Fix corrupt cache entry and asyncio fd warning on startup

Fix FileExistsError on /data/huggingface/hub mkdir

Run snapshot_download in thread to suppress asyncio fd warning

Use persistent storage (/data) for model cache on HF Spaces Pro

Remove snapshot_download at startup — crashes container (16Gi limit)

Fix loader duplication, multi-animal prompts, add Collection gallery

Fix ZeroGPU: pre-cache model at startup, use cuda directly on HF Spaces

Pass HF_TOKEN to FluxPipeline for gated model access on HF Spaces

Widen layout, more title padding, verbose image gen logging

Rename to LoveMath + major UX improvements

Initial release of MathAnimaux 🐾