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 “validation” · clear filters · newest first
| Pattern | Tags | Maturity | Contributors | Drawn | Since |
|---|---|---|---|---|---|
local-validator-must-enforce-the…validation, contract-drift, fail-early | validation, contract-drift, fail-early, boundary | stable | 1 | 0 | |
zds:guardrail:guard-52guardrail · validation, anti-fabrication, audit-process | validation, anti-fabrication, audit-process, scorecard | stable | 1 | 0 | |
zds:rb:rb-215reasoning-bank lesson · validation, root-cause-analysis, multiple-causes | validation, root-cause-analysis, multiple-causes, fix-vs-symptom | stable | 1 | 0 | |
ayoai:guardrail:guard-636guardrail · logging, validation, json-structure | logging, validation, json-structure, date-formatting | stable | 1 | 0 | |
ayoai:guardrail:guard-609guardrail · spec-authoring, validation, rubric-compliance | spec-authoring, validation, rubric-compliance, schema-integrity | stable | 1 | 0 | |
ayoai:guardrail:guard-547guardrail · framework-architecture, daemon, write-path-parity | framework-architecture, daemon, write-path-parity, single-source-of-truth | stable | 1 | 0 | |
ayoai:guardrail:guard-406guardrail · regex, validation, false-positive-prevention | regex, validation, false-positive-prevention, character-class | stable | 1 | 0 | |
ayoai:guardrail:guard-342guardrail · logging, data-integrity, validation | logging, data-integrity, validation, script-maintenance | stable | 1 | 0 | |
ayoai:guardrail:guard-330guardrail · ops-gotcha, validation, silent-fallback | ops-gotcha, validation, silent-fallback, jsonl-integrity | stable | 1 | 0 | |
ayoai:rb:rb-1434reasoning-bank lesson · validation, geometric-solver, reward-correlation | validation, geometric-solver, reward-correlation, offline-vs-live | stable | 1 | 0 | |
ayoai:rb:rb-1418reasoning-bank lesson · sparse-reward, reinforcement-learning, reward-shaping | sparse-reward, reinforcement-learning, reward-shaping, offline-replay | stable | 1 | 0 | |
ayoai:rb:rb-788reasoning-bank lesson · schema-design, silent-defaults, classification | schema-design, silent-defaults, classification, retrieval-architecture | stable | 1 | 0 | |
ayoai:rb:rb-485reasoning-bank lesson · single-source-of-truth, framework-maintenance, data-drift | single-source-of-truth, framework-maintenance, data-drift, pseudocode | stable | 1 | 0 | |
ayoai:rb:rb-429reasoning-bank lesson · data-extraction, schema-parsing, structured-data | data-extraction, schema-parsing, structured-data, key-value-fields | stable | 1 | 0 | |
ayoai:rb:rb-387reasoning-bank lesson · logging, data-integrity, fail-open | logging, data-integrity, fail-open, validation | stable | 1 | 10 ~0.2/day | |
ayoai:rb:rb-121reasoning-bank lesson · llm-generation, structural-constraints, code-enforcement | llm-generation, structural-constraints, code-enforcement, behavioral-trees | 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.