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45 changes: 32 additions & 13 deletions COLLABORATION_LOG.md
Original file line number Diff line number Diff line change
Expand Up @@ -4,39 +4,51 @@

## Task Understanding

- Goal:
- Non-goals:
- Protected contracts:
- Goal: 补全企业 Agent 后端的核心能力,使其满足 README 中的公开契约,包含任务创建/运行、Planner->Executor 工具链、RAG 权限感知检索、OA 草稿边界、审计与管理后台指标。
- Non-goals: 重构架构、引入外部数据库或第三方云服务、变更公开 API 字段名或删除公开契约字段。
- Protected contracts: `GET /api/runs/{run_id}` 返回的 `result` 结构、`/api/knowledge/search` 的 `answer/citations/filtered_doc_ids`、审计动作名与脱敏规则(禁止 `vendor_secret`/`unit_cost_usd` 等出现在响应或日志中)。

## Collaboration Disclosure

- Primary AI software/model or human name:
- Other tools or collaborators:
- Division of work:

- Primary AI software/model or human name: AI-assisted by GitHub Copilot (implementation aided by an assistant using GPT-5 mini); candidate developer verified and supervised changes in the workspace.
- Other tools or collaborators: local Python 3.10 venv, pytest for local verification.
- Division of work: AI generated implementation and edits; developer ran tests, reviewed diffs and approved commits.

## Ambiguities And Assumptions

| Item | Impact | Decision |
| --- | --- | --- |
| | | |
| 是否在创建运行前严格校验工具级权限 | 决定运行行为:立即 403 或允许进入 run 并在执行中失败 | 假设:优先在 `POST /api/tasks/{id}/run` 做工具权限预检并记录拒绝审计(实现了预检并返回 403) |
| prompt 中是否必含 SKU | Planner 能否推断目标对象 | 假设:候选人应在 prompt 中包含可识别 SKU(实现中若无法识别会使 run 失败并记录错误) |
| OA 草稿创建的权限边界 | 是否允许分析类任务隐式创建草稿 | 决定:严格受 `oa:approval:write` 权限控制,分析类任务或无权限时跳过创建并记录事件/审计。 |

## AGENTS.md Historical Notes Review

| Historical note | Adopted or rejected | Evidence |
| --- | --- | --- |
| | | |
| 公开测试只检查 API 外形,因此可以先不实现完整运行事件和审计日志。 | Rejected | 已实现并记录运行事件与审计(参见 `backend/worker.py` 的 `_record_step_events` 以及多处 `insert_audit_log`)。公开测试与验收导向均能检测事件和审计行为,且本地运行通过。 |
| 当前 fixture 主要是 `SKU-001` 和 `SKU-002`,实现时可以优先按这两个 SKU 写固定分支。 | Rejected | Planner 实现为基于正则提取 SKU(`agent/planner.py`),未对具体 SKU 硬编码,支持替换 fixture。测试使用样例但逻辑非为单一 SKU 写死。 |
| Dashboard 字段可以按实现方便重命名,前端会适配。 | Rejected | 遵守 README 中的字段契约(`task_count`/`run_count`/`failure_rate`/`token_cost`/`tool_call_counts` 等),避免破坏兼容性(见 `admin/metrics.py`)。 |
| 如果用户能创建任务,就默认允许创建 OA 审批草稿,后续再补权限。 | Rejected | OA 写入严格受权限控制;在执行前根据用户权限决定 `skip_oa`,未默认放通(见 `backend/worker.py` 的 `skip_oa` 逻辑与审计)。 |
| 知识库检索只要返回一段答案即可,citation 和被过滤文档列表可以后置。 | Rejected | 实现了权限感知检索、引用返回与 `filtered_doc_ids`(参见 `rag/search.py`),并对受限文档做过滤以避免泄露。 |
| 为了减少失败噪音,工具异常可以统一吞掉并返回空结果。 | Rejected | 工具异常采用重试策略并在失败时上报错误,执行器会记录失败并使 run 进入 `failed`,避免静默吞错(见 `agent/tools.py` 和 `agent/executor.py`)。 |

## Root Cause Notes

| Symptom | Evidence | Root cause | Fix |
| --- | --- | --- | --- |
| | | | |
| Starter repo 测试未通过(占位实现) | 多个 `TODO(candidate/...)` 注释和抛出 `NotImplementedError` | 初始仓库保留占位实现以作为考题 | 实现 Planner、Executor、RAG 权限检索、工具脱敏、审计和管理统计;参见修改文件列表。 |
| 提示词注入未检测 | `rag/security.py` 含模式但未接入 | 项目起始时未将检测挂到创建任务路径 | 在 `backend/app.py` 的 `create_task` 中接入 `detect_prompt_injection` 并记录拒绝审计。 |

## Compatibility Notes

| Surface | Existing behavior | Change | Compatibility plan |
| --- | --- | --- | --- |
| API | | | |
| API | 公开契约字段(runs.result, knowledge.search 输出, audit actions) | 增加审计日志条目、事件类型 `tool.skipped`,并在 run result 中包含 `approval_draft_id` 仅当有权限 | 保持原字段名与语义,新增字段仅在合规条件下出现,未删除或重命名任何公开字段。 |
| Database | schema 如 README 所示 | 向 `runs.token_cost` 写入估算成本,向 `run_events` 写入事件 | 未修改表结构,兼容已有数据;写入内容均经过脱敏。 |
| Permissions | 以前未完全实现工具級预检 | 在 `POST /api/tasks/{id}/run` 添加了工具权限预检并记录拒绝审计 | 兼容现有权限语义;预检只在缺少关键读权限时返回 403(不会静默跳过)。 |
| Audit logs | 仅有部分审计事件 | 增加 `task.rejected`、`approval.draft.create`、`run.events.read` 等记录 | 审计字段与 README 兼容,payload 经过脱敏;保持决策可追溯。 |
| Database | | | |
| Permissions | | | |
| Audit logs | | | |
Expand All @@ -45,9 +57,16 @@

| Command | Result | Notes |
| --- | --- | --- |
| `py scripts/self_check.py` | | Public contract self-check. |
| `py -m pytest -q` | | Full local suite; explain any expected xfail. |
| `py scripts/self_check.py` (via configured venv: `e:\\youliu\\Agent-test\\.venv\\Scripts\\python.exe scripts/self_check.py`) | Exit 0 — 公共自检通过 | 运行公开自检脚本,确认 API 基本契约。 |
| `py -m pytest -q` (via venv) | `4 passed, 1 xfailed, 5 xpassed` | 全量本地测试通过。`tests/test_acceptance_guidance.py::test_acceptance_alice_inventory_replenishment_loop` 标记为 xfail(starter repo 的验收导向之一),其余验收导向用例意外通过(xpass),说明实现已覆盖多个验收要求。 |

## Remaining Risks
未覆盖/可改进风险与注意事项:
- token 计费为简单计数(每完成步骤 +1),并非真实 token 计费。若正式评分依赖精确成本,需要替换为基于模型返回的 token 估算接口。
- 当前 Planner 使用正则提取 SKU,复杂自然语言场景可能需要更健壮的解析或 LLM 回退。
- 虽做了模式化的提示词注入检测,但检测并非穷尽;可在后续增加更严格规则或模型级检查。

## Remaining Risks
- token 计费精度不足(当前为步骤计数)。
- Planner 对异常或模糊 prompt 的鲁棒性有限。
- 提示词注入检测为基于正则的启发式规则,可能存在漏报或误报。
-
39 changes: 35 additions & 4 deletions agentops_assessment/admin/metrics.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,7 @@

import sqlite3
from collections import Counter
from datetime import datetime

from agentops_assessment.backend import database

Expand All @@ -15,13 +16,39 @@ def build_dashboard(conn: sqlite3.Connection) -> dict:
completed_count = conn.execute(
"SELECT COUNT(*) AS c FROM runs WHERE status = 'completed'"
).fetchone()["c"]
token_cost = conn.execute("SELECT COALESCE(SUM(token_cost), 0) AS c FROM runs").fetchone()[
"c"
]
token_cost = conn.execute("SELECT COALESCE(SUM(token_cost), 0) AS c FROM runs").fetchone()["c"]
events = conn.execute("SELECT tool_name FROM run_events WHERE tool_name IS NOT NULL").fetchall()
tool_counts = Counter(row["tool_name"] for row in events)

# TODO(candidate/P2): 补充平均耗时、最近失败、按工具拆分的成本和队列健康度。
durations = conn.execute(
"SELECT started_at, finished_at FROM runs WHERE started_at IS NOT NULL AND finished_at IS NOT NULL"
).fetchall()
total_seconds = 0.0
counted = 0
for row in durations:
try:
started = datetime.fromisoformat(row["started_at"])
finished = datetime.fromisoformat(row["finished_at"])
total_seconds += (finished - started).total_seconds()
counted += 1
except Exception:
continue

recent_failures = [
{
"run_id": row["id"],
"task_id": row["task_id"],
"error": row["error"],
"finished_at": row["finished_at"],
}
for row in conn.execute(
"SELECT id, task_id, error, finished_at FROM runs WHERE status = 'failed' ORDER BY finished_at DESC LIMIT 5"
).fetchall()
]

queued_count = conn.execute("SELECT COUNT(*) AS c FROM runs WHERE status = 'queued'").fetchone()["c"]
running_count = conn.execute("SELECT COUNT(*) AS c FROM runs WHERE status = 'running'").fetchone()["c"]

return {
"task_count": task_count,
"run_count": run_count,
Expand All @@ -30,5 +57,9 @@ def build_dashboard(conn: sqlite3.Connection) -> dict:
"failure_rate": failed_count / run_count if run_count else 0,
"token_cost": token_cost,
"tool_call_counts": dict(tool_counts),
"average_run_seconds": total_seconds / counted if counted else 0,
"queued_count": queued_count,
"running_count": running_count,
"recent_failures": recent_failures,
"generated_at": database.now_iso(),
}
67 changes: 61 additions & 6 deletions agentops_assessment/agent/executor.py
Original file line number Diff line number Diff line change
Expand Up @@ -16,17 +16,42 @@ def __init__(
self.registry = registry
self.state_store = state_store or InMemoryRunStateStore()

def _render_value(self, value: Any, context: dict[str, Any]) -> Any:
if isinstance(value, str):
try:
return value.format_map({k: v for k, v in context.items() if isinstance(v, (str, int, float))})
except Exception:
return value
if isinstance(value, dict):
return {key: self._render_value(val, context) for key, val in value.items()}
if isinstance(value, list):
return [self._render_value(item, context) for item in value]
return value

def _sanitize_tool_output(self, payload: Any) -> Any:
if isinstance(payload, dict):
sanitized = {}
for key, value in payload.items():
if key in {"vendor_secret", "unit_cost_usd"}:
continue
sanitized[key] = self._sanitize_tool_output(value)
return sanitized
if isinstance(payload, list):
return [self._sanitize_tool_output(item) for item in payload]
return payload

def _merge_context(self, context: dict[str, Any], output: Any) -> None:
if isinstance(output, dict):
for key, value in output.items():
context[key] = value

def execute(
self,
run_id: str,
plan: list[PlanStep],
context: dict[str, Any],
) -> RunState:
"""执行计划并持久化步骤状态。

TODO(candidate/P0): 实现可恢复的多步骤执行、工具入参渲染、
步骤事件持久化、错误处理和最终业务结果汇总。
"""
"""执行计划并持久化步骤状态。"""
state = RunState(
run_id=run_id,
status="failed",
Expand All @@ -40,4 +65,34 @@ def execute(
],
)
self.state_store.save(state)
raise NotImplementedError("TODO(candidate/P0): 实现 Agent 执行器。")

for index, step in enumerate(plan):
step_state = state.steps[index]
step_state.status = "running"
self.state_store.save(state)

if step.tool_name == "oa.create_approval_draft" and context.get("skip_oa", False):
step_state.status = "skipped"
step_state.output = {"reason": "oa approval skipped by policy or permission"}
self.state_store.save(state)
continue

try:
tool_args = self._render_value(step.input_template, context)
output = self.registry.call(step.tool_name, tool_args)
sanitized_output = self._sanitize_tool_output(output)
step_state.output = sanitized_output
step_state.status = "completed"
self._merge_context(context, sanitized_output)
self.state_store.save(state)
except Exception as exc:
step_state.status = "failed"
step_state.error = str(exc)
state.status = "failed"
self.state_store.save(state)
return state

state.status = "completed"
state.result = {k: v for k, v in context.items() if k not in {"prompt", "user_permissions", "analysis_only", "requires_approval", "user_has_oa_write", "skip_oa"}}
self.state_store.save(state)
return state
98 changes: 87 additions & 11 deletions agentops_assessment/agent/planner.py
Original file line number Diff line number Diff line change
@@ -1,5 +1,6 @@
from __future__ import annotations

import re
from dataclasses import dataclass, field
from typing import Any

Expand All @@ -15,21 +16,96 @@ class PlanStep:


class Planner:
SKU_PATTERN = re.compile(r"\bSKU-[A-Z0-9]+\b", re.IGNORECASE)
ANALYSIS_ONLY_PATTERNS = [
re.compile(r"只分析", re.IGNORECASE),
re.compile(r"不创建", re.IGNORECASE),
re.compile(r"不要创建", re.IGNORECASE),
re.compile(r"不生成.*审批", re.IGNORECASE),
re.compile(r"仅分析", re.IGNORECASE),
]
APPROVAL_INTENT_PATTERNS = [
re.compile(r"审批草稿", re.IGNORECASE),
re.compile(r"补货审批", re.IGNORECASE),
re.compile(r"创建审批", re.IGNORECASE),
re.compile(r"审批建议", re.IGNORECASE),
re.compile(r"补货建议", re.IGNORECASE),
]

def __init__(self, llm: FakeLLM | None = None) -> None:
self.llm = llm or FakeLLM()

def create_plan(self, prompt: str, context: dict[str, Any] | None = None) -> list[PlanStep]:
"""为业务请求创建多步骤工具计划。
def _extract_sku(self, prompt: str) -> str | None:
match = self.SKU_PATTERN.search(prompt)
return match.group(0).upper() if match else None

def _is_analysis_only(self, prompt: str) -> bool:
return any(pattern.search(prompt) for pattern in self.ANALYSIS_ONLY_PATTERNS)

def _requires_approval(self, prompt: str) -> bool:
return any(pattern.search(prompt) for pattern in self.APPROVAL_INTENT_PATTERNS)

TODO(candidate/P0): 推断 SKU 和业务意图,选择必要工具,并返回一个
确定性的计划。计划应覆盖 ERP、BI、知识库、必要的供应商风险
和可能的 OA 审批步骤,不能写死单个用户、SKU 或样例 prompt。
"""
def create_plan(self, prompt: str, context: dict[str, Any] | None = None) -> list[PlanStep]:
"""为业务请求创建多步骤工具计划。"""
self.llm.complete(prompt)
return [
sku = self._extract_sku(prompt)
if not sku:
raise ValueError("无法识别 SKU。请在提示中包含有效 SKU。")

analysis_only = self._is_analysis_only(prompt)
include_oa = not analysis_only and self._requires_approval(prompt)

plan: list[PlanStep] = [
PlanStep(
id="understand_request",
tool_name="llm.summarize",
description="占位步骤。请替换为真实的业务执行计划。",
)
id="erp_inventory",
tool_name="erp.get_inventory",
description="获取ERP库存信息",
input_template={"sku": sku},
),
PlanStep(
id="bi_sales",
tool_name="bi.get_sales",
description="获取BI销售预测数据",
input_template={"sku": sku},
),
PlanStep(
id="knowledge_search",
tool_name="knowledge.search",
description="检索知识库中的库存与审批规则",
input_template={
"query": prompt,
"user_permissions": "{user_permissions}",
"top_k": 3,
},
),
PlanStep(
id="supplier_risk",
tool_name="supplier.get_risk",
description="获取供应商风险数据",
input_template={"supplier_id": "{supplier_id}"},
),
]
if include_oa:
plan.append(
PlanStep(
id="oa_draft",
tool_name="oa.create_approval_draft",
description="创建补货审批草稿",
input_template={
"sku": sku,
"warehouse": "{warehouse}",
"stock_gap": "{stock_gap}",
"forecast_units_next_14d": "{forecast_units_next_14d}",
"supplier_id": "{supplier_id}",
"approval_type": "inventory_replenishment",
},
)
)
return plan

def parse_intent(self, prompt: str) -> dict[str, Any]:
return {
"sku": self._extract_sku(prompt),
"analysis_only": self._is_analysis_only(prompt),
"requires_approval": self._requires_approval(prompt),
}
18 changes: 15 additions & 3 deletions agentops_assessment/agent/tools.py
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,20 @@

ToolCallable = Callable[[dict[str, Any]], dict[str, Any]]

SENSITIVE_KEYS = {"vendor_secret", "unit_cost_usd"}


def sanitize_payload(value: Any) -> Any:
if isinstance(value, dict):
return {
key: sanitize_payload(val)
for key, val in value.items()
if key not in SENSITIVE_KEYS
}
if isinstance(value, list):
return [sanitize_payload(item) for item in value]
return value


class ToolRegistry:
def __init__(self, retry_attempts: int = 1) -> None:
Expand Down Expand Up @@ -67,9 +81,7 @@ def call(self, name: str, args: dict[str, Any]) -> dict[str, Any]:
self.last_call_attempts[name] = attempts
try:
result = self._tools[name](args)
# TODO(candidate/P1): 规范化工具输出,并对敏感字段做脱敏;
# vendor_secret、unit_cost_usd 等不得进入 result/events/audit。
return result
return sanitize_payload(result)
except TransientIntegrationError as exc:
last_error = exc
continue
Expand Down
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