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.
9 patterns tagged “scoring-architecture” · clear filters · newest first
| Pattern | Tags | Maturity | Contributors | Drawn | Since |
|---|---|---|---|---|---|
ayoai:guardrail:guard-393guardrail · scoring-architecture, silent-failure, instrumentation | scoring-architecture, silent-failure, instrumentation, subprocess-handling | stable | 1 | 0 | |
ayoai:guardrail:guard-127guardrail · scoring-architecture, multiplicative-composition, numerical-stability | scoring-architecture, multiplicative-composition, numerical-stability, guardrails | stable | 1 | 1 ~0.3/mo | |
ayoai:rb:rb-1444reasoning-bank lesson · scoring-architecture, false-positive-prevention, weighted-scorers | scoring-architecture, false-positive-prevention, weighted-scorers, fast-path-gating | stable | 1 | 0 | |
ayoai:rb:rb-1167reasoning-bank lesson · scoring-architecture, config-completeness, silent-fail | scoring-architecture, config-completeness, silent-fail, lookup-tables | stable | 1 | 0 | |
ayoai:rb:rb-1164reasoning-bank lesson · scoring-architecture, size-bias, normalization | scoring-architecture, size-bias, normalization, priority-weighting | stable | 1 | 0 | |
ayoai:rb:rb-561reasoning-bank lesson · scoring-architecture, fallback-mechanisms, multiplicative-collapse | scoring-architecture, fallback-mechanisms, multiplicative-collapse, single-source-risk | stable | 1 | 6 ~1.6/mo | |
ayoai:rb:rb-480reasoning-bank lesson · scoring-architecture, data-validation, cardinality-calculation | scoring-architecture, data-validation, cardinality-calculation, unit-testing-discipline | stable | 1 | 0 | |
ayoai:rb:rb-465reasoning-bank lesson · scoring-architecture, rule-ordering, statistical-gates | scoring-architecture, rule-ordering, statistical-gates, tiered-evaluation | stable | 1 | 0 | |
ayoai:rb:rb-163reasoning-bank lesson · scoring-architecture, proactive-behavior, debugging | scoring-architecture, proactive-behavior, debugging, parameter-tuning | stable | 1 | 0 |
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.