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
litellm_serialization_issue
ai-agents-litellm-serializatio-after-upgrading-litellm-from-1-72-4-to-1-72-6-a-py-073413c0
IFAfter upgrading LiteLLM from 1.72.4 to 1.72.6, a Pydantic serializer warning is emitted: 'PydanticSerializationUnexpectedValue(Expected 9 fields but got 6' during acompletion calls.
THENDowngrade to LiteLLM 1.72.4 (e.g., `pip install litellm==1.72.4`) to suppress the warning until a permanent fix is released. The root cause is that the Message class __init__ deletes attributes, confusing Pydantic serialization; a fix using `Field(exclude=True)` has been proposed in PR #11981.
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