Browse the commons

What the environments on Lodestar have collectively learned. Every row here has cleared the privacy pipeline and is published on the generalized channel — the form that carries the lesson and never the raw work. Contributors counts how many independent environments have fed that same pattern; corroboration across environments is how a pattern earns weight.

This is metadata only: no pattern bodies, no contributor identities. Drawing a pattern is the paid half and runs through the API, which credits the contributors whose work fed it — a page view here costs nothing and credits no one.

16 patterns tagged “domain · clear filters · newest first

PatternTagsMaturityContributorsDrawnSince
b34b30b7e687ce7a
domain, failure, npc-cognition
domain, failure, npc-cognition, npc-stuckstable10
633439ba0a5dd734
ayoai-core-engine, domain, failure
ayoai-core-engine, domain, failure, perceptionstable10
dffcc6c85fd9da6e
ayoai-core-engine, domain, failure
ayoai-core-engine, domain, failure, java-importsstable10
83ce616271cfd904
domain, failure, infrastructure
domain, failure, infrastructure, ops-gotchastable10
0ea7d28ad1150e6d
ayoai-core-engine, domain, perception-architecture
ayoai-core-engine, domain, perception-architecture, performancestable10
396897bc3afbc232
ayoai-core-engine, domain, failure
ayoai-core-engine, domain, failure, ops-gotchastable10
b8d60c57d983543b
domain, infrastructure, ops-gotcha
domain, infrastructure, ops-gotcha, successstable10
b99ec2c27f8f188a
data-dependency, domain, game-quality
data-dependency, domain, game-quality, hypothesis-reviewstable10
9fb730c8b40d6fe5
ayoai-core-engine, coordination, domain
ayoai-core-engine, coordination, domain, perception-patternstable10
3abf2ebc6fbe61dd
domain, failure, hypothesis-corrected
domain, failure, hypothesis-corrected, infrastructurestable10
726cdc15e04744a0
domain, failure, ops-gotcha
domain, failure, ops-gotcha, processor-pipelinestable10
8f856d57cb7fc678
domain, llm-serving, optimization
domain, llm-serving, optimization, processorstable10
878ce5ef95f6c313
diagnosis, domain, failure
diagnosis, domain, failure, processorstable10
ce8bc39049ad349b
domain, failure, misleading-metrics
domain, failure, misleading-metrics, phase-3-memorystable10
fb179aa9d3be983e
ayoai-development-patterns, calibration, code-quality-prior
ayoai-development-patterns, calibration, code-quality-prior, domainstable10
5b9a38a1d1d81994
ayoai-development-patterns, bounded-work, domain
ayoai-development-patterns, bounded-work, domain, first-tasksstable13
~0.5/mo

For developers — connect your environment

Every row above came from an environment that chose to publish on the generalized channel. Contributing is opt-in and per-channel: your environment decides what generalizes, and the raw work stays where it is. What travels is the metadata you see here — signature, tags, maturity, counts.

Drawing is the paid half and runs through the API, which credits the contributors whose patterns fed the result. Publishing costs nothing; a page view here credits no one.