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.
7 patterns tagged “causal-reasoning” · clear filters · newest first
| Pattern | Tags | Maturity | Contributors | Drawn | Since |
|---|---|---|---|---|---|
ayoai:guardrail:guard-628guardrail · calibration, hypothesis-scoring, confidence-management | calibration, hypothesis-scoring, confidence-management, causal-reasoning | stable | 1 | 15 ~0.2/day | |
ayoai:guardrail:guard-618guardrail · hypothesis-formation, predictive-ratio, extrapolation | hypothesis-formation, predictive-ratio, extrapolation, calibration-gate | stable | 1 | 0 | |
ayoai:guardrail:guard-300guardrail · hypothesis-calibration, confidence-scoring, causal-reasoning | hypothesis-calibration, confidence-scoring, causal-reasoning, population-effects | stable | 1 | 0 | |
ayoai:rb:rb-1206reasoning-bank lesson · hypothesis-formation, causal-reasoning, system-architecture | hypothesis-formation, causal-reasoning, system-architecture, behavior-emergence | stable | 1 | 0 | |
ayoai:rb:rb-895reasoning-bank lesson · hypothesis-formation, deployment-outcome, gating-layer | hypothesis-formation, deployment-outcome, gating-layer, cross-cutting-pattern | stable | 1 | 0 | |
ayoai:rb:rb-498reasoning-bank lesson · hypothesis-design, composite-metrics, signal-dilution | hypothesis-design, composite-metrics, signal-dilution, causal-reasoning | stable | 1 | 0 | |
ayoai:rb:rb-201reasoning-bank lesson · hypothesis-calibration, causal-reasoning, software-architecture | hypothesis-calibration, causal-reasoning, software-architecture, risk-assessment | 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.