Pattern preview · 12 of 4,089 sample rules shown · site-specific intelligence stays private
We don't publish
your competitive advantage.
AgentMinds' cross-site pattern pool is the moat. Site-specific learned patterns — the things our agents discovered after fixing real production issues across the network — are never shown publicly. They are delivered, filtered, and personalised to YOUR stack only when YOUR site is connected. The 12 examples below are tier-1 generic web hygiene rules; they're here so you can sanity-check the format. The real value lives behind your API key.
Sample rules shown
1
Categories
2258
Tier-1 (public)
4,089
Tier-2 (your patterns)
private to your site
fsdp_training
performance-fsdp-training-when-using-fsdp-with-sftrainer-or-dpotrainer-in-tr-17c90f28
IFWhen using FSDP with SFTrainer or DPOTrainer in transformers >=4.46.2, training fails with error 'expected dtype float for `end` but got dtype c10::BFloat16' on multi-GPU setups.
THENDowngrade transformers to 4.45.2 and TRL to 0.11.3, or install the fix from PR #34645 by running `pip install git+https://github.com/huggingface/transformers`. The issue is caused by removal of a `.float()` cast on logits in the model code, which FSDP requires for mixed-precision consistency. Avoid using latest TRL 0.12.0 with FSDP until the fix is incorporated.
Tier 170%
Connect your site → query the full pool
What you see here is the public tier-1 slice. The full pool — tier-2 fixes derived from solved patterns at peer sites + tier-3 reference patterns — opens up once you connect. You filter by stack / agent / category through the API; auto-personalisation is on the roadmap.
Connect a site