菜单
Use when changing shared cache, failure ledger, BudgetGate, or StateLedger foundations.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | tulingresearch-cache-and-ledger |
| description | Use when changing shared cache, failure ledger, BudgetGate, or StateLedger foundations. |
Protect deterministic cache keys, cache metadata, failure retries, budget gates, and state ledger append behavior.
Use this skill when work touches the owner lane, related contracts, modules, tests, or release gates listed below.
tulingresearch-cache-and-ledger or the matching TulingResearch Plus lane.lanes/00_master_ledger.md and the owner lane.src/tuling_research/cache/src/tuling_research_plus/budget/src/tuling_research_plus/ledger/contracts/core_tools.yamlcontracts/error_schema.yamlcontracts/artifact_schema.yamllanes/06_workflow_orchestration.mdtests/unit/test_cache_keys.pytests/unit/test_cache_manager.pytests/unit/test_failure_ledger.pytests/unit/test_budget_models.pytests/unit/test_state_ledger.pytuling_research and Plus package is tuling_research_plus.tulingresearch-plus.tulingresearch- prefix.TulingResearch/TulingResearch_plus.lanes/00_master_ledger.md after meaningful changes.locked.release-critical.Use when updating TulingResearch Plus architecture docs, MCP namespaces, or YAML contracts.
Use when maintaining the minimal TulingResearch Core MCP tool loop.
Use when maintaining Campaign -> Strategy -> Tactic -> SOP runtime behavior.
Use when maintaining context init, checkpoint, recover, index, or summarize behavior.
Use when maintaining candidate scoring, ranking, feasibility assessment, and promotion decisions.
Use when maintaining deterministic idea generation and quality-diversity filtering.