DESIGN.md@examples/optimization/eval_optimize_loop designA
DESIGN.md@examples/optimization/eval_optimize_loop is agent-read markdown (design) from trpc-group/trpc-agent-python.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# 设计边界 本示例把运行环境与替代组件分开描述。`offline`、`real`、`trace` 是三种 Pipeline 运行模式。`offline` 仍使用 SDK 的 `LlmAgent`、Runner 和独立 Session，只把 Agent 内部模型替换成 `DeterministicFakeModel`，并用确定性 Candidate Provider 代替真实优化器。它用于验证 Prompt 改变是否经过真实 Agent 编排影响输出。 `real` 使用真实业务模型生成回复，并由 `AgentOptimizer` 调用真实反思模型产生 Prompt 候选；只有 Gate 接受、源 Prompt 哈希未漂移且显式启用写回时，才允许更新源文件。 `trace` 直接评测预录制的 `actual_conversation`，不再次运行 Agent、Model 或 Candidate Provider。它适合复现工具轨迹和生产故障，但只能证明候选版本与轨迹的关联，不能证明 Prompt 导致了该轨迹。因此 Trace 即使获得 ACCEPT，也固定跳过源 Prompt 写回。 确定性 metric 负责精确匹配等硬规则。LLM Judge 若需要，应作为带 rubric 的评测指标显式配置；本示例不提供容易混淆职责的 `use_fake_judge` 开关。
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How to install
mdr add trpc-group/trpc-agent-python/examples/optimization/eval_optimize_loop/DESIGN.md@git:20260805.9e82694mdr add trpc-group/trpc-agent-python/examples/optimization/eval_optimize_loop/DESIGN.md@sha256:f61af41890a928f7Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_es4s56xs3j2bcexj)
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Audit of the latest version
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Source
trpc-group/trpc-agent-python · 143 stars · license NOASSERTION · pushed 2026-09-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_es4s56xs3j2bcexj GET https://markdownregistry.com/api/v1/resolve?ref=trpc-group/trpc-agent-python/examples/optimization/eval_optimize_loop/DESIGN.md GET https://markdownregistry.com/api/v1/blob/f61af41890a928f7a11905d4a84d58008570c57ce538674bf95e2ed46880c220
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