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 “hallucination-prevention” · clear filters · newest first
| Pattern | Tags | Maturity | Contributors | Drawn | Since |
|---|---|---|---|---|---|
zds:guardrail:guard-27guardrail · ops-gotcha, content-generation, credentials | ops-gotcha, content-generation, credentials, review-gate | stable | 1 | 6 ~1.6/mo | |
zds:rb:rb-208reasoning-bank lesson · knowledge-encoding, web-fetch, hallucination-prevention | knowledge-encoding, web-fetch, hallucination-prevention, verification | stable | 1 | 0 | |
ayoai:guardrail:guard-356guardrail · summary-memory, follow-up-verification, verify-before-assuming | summary-memory, follow-up-verification, verify-before-assuming, framework-meta | stable | 1 | 0 | |
ayoai:guardrail:guard-357guardrail · code-verification, hallucination-prevention, file-analysis | code-verification, hallucination-prevention, file-analysis, grep | stable | 1 | 0 | |
ayoai:rb:rb-1408reasoning-bank lesson · workflow-orchestration, llm-synthesis, hallucination-prevention | workflow-orchestration, llm-synthesis, hallucination-prevention, data-fidelity | stable | 1 | 0 | |
ayoai:rb:rb-1139reasoning-bank lesson · spec-hardening, knowledge-retrieval, schema-validation | spec-hardening, knowledge-retrieval, schema-validation, hallucination-prevention | stable | 1 | 0 | |
ayoai:rb:rb-858reasoning-bank lesson · notification-fidelity, llm-divergence, deterministic-wrapper | notification-fidelity, llm-divergence, deterministic-wrapper, file-handling | stable | 1 | 0 | |
ayoai:rb:rb-177reasoning-bank lesson · sanitizer, whitelist, natural-language | sanitizer, whitelist, natural-language, structured-data | 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.