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.
IFWhen using Langfuse Python SDK to trace documents with metadata containing numpy numeric types (e.g., numpy.float32, numpy.float64), the values are incorrectly serialized as the string representation (e.g., '<float32>') instead of the actual numeric value.
THENUpgrade to Langfuse Python SDK v2.50.3 or later, which includes a fix for serialization of numpy scalar types. Alternatively, convert numpy scalars to native Python types (e.g., using .item() or float()) before passing them as metadata values.
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.
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