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.

8 patterns tagged “framework-design · clear filters · newest first

PatternTagsMaturityContributorsDrawnSince
zds:rb:rb-222
reasoning-bank lesson · framework-design, false-positive-prevention, heuristic-tuning
framework-design, false-positive-prevention, heuristic-tuning, exemption-patternstable10
ayoai:guardrail:guard-403
guardrail · invariant-ordering, race-condition, observer-contract
invariant-ordering, race-condition, observer-contract, liveness-signalsstable10
ayoai:guardrail:guard-303
guardrail · schema-implementation-drift, scope-granularity, framework-design
schema-implementation-drift, scope-granularity, framework-design, audit-logicstable10
ayoai:rb:rb-724
reasoning-bank lesson · config-vs-behavior, single-source-of-truth, strategy-files
config-vs-behavior, single-source-of-truth, strategy-files, framework-designstable10
ayoai:rb:rb-574
reasoning-bank lesson · framework-design, rule-engine, suggestion-generation
framework-design, rule-engine, suggestion-generation, title-creationstable10
ayoai:rb:rb-323
reasoning-bank lesson · invariant-ordering, race-condition, observer-contract
invariant-ordering, race-condition, observer-contract, liveness-signalsstable10
ayoai:rb:rb-315
reasoning-bank lesson · schema-implementation-drift, scope-granularity, counter-persistence
schema-implementation-drift, scope-granularity, counter-persistence, audit-granularitystable10
ayoai:rb:rb-313
reasoning-bank lesson · llm-reliability, single-source-of-truth, script-authoritative-decisions
llm-reliability, single-source-of-truth, script-authoritative-decisions, audit-trailsstable10

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.