[feat] negodata: 협상 학습 메뉴 신설 — 카드별 학습 성적 · 앵커링 현황/조정 이력

agent(협상카드 강화학습)와 anchoring(구간별 자동 조정)이 쌓아온 결과를 볼 수 있는 화면이 없어 DB 를 직접 열어야 확인이 됐다. 두 축은 성격이 달라 한 화면에 섞지 않고 탭으로 나눈다. 백엔드(읽기 전용 — 값의 주인은 agent·anchoring): - crud/learning_crud.py: learning·anchoring 스키마 경량 조회(negodata ORM 미매핑 테이블) - services/learning_service.py + router/v1/learning: /v1/learning/cards · /anchoring 프론트: - 사이드바 '협상 학습'(/learning) 추가, 탭 = 협상카드 | 앵커링 - 협상카드: 학습 협상·기록·타결 비율 요약 + 카드별 사용/타결/평균 점수(0 기준 좌우 막대) - 앵커링: 구간별 현재 인하폭 + 조정 이력(표본·성공률·값 변화) 검증: 로컬 실협상 3건으로 데이터 생성 후 두 탭 실화면 확인, tsc·eslint 통과.
2026-08-10 13:24:32 +09:00 · 2026-08-10 13:24:32 +09:00 · e816bfbba4
commit e816bfbba4
parent 37fa65707f
28 changed files with 1077 additions and 1 deletions
--- a/negodata/backend/crud/learning_crud.py
+++ b/negodata/backend/crud/learning_crud.py
@ -0,0 +1,153 @@
+from abc import ABC, abstractmethod
+from typing import Tuple
+
+from sqlalchemy import and_, asc, column, desc, func, select, table
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from common.database.db_session_manager import DB_SESSION_MNG
+from common.database.model.models import nego_cards, wild_cards
+from common.enums import ErrorType
+
+# 학습(learning)·앵커링(anchoring) 스키마는 agent·anchoring 서비스 소유라 negodata ORM 에 없다.
+# 조회 전용이므로 필요한 컬럼만 경량 정의한다 — 이 값들의 주인은 negodata 가 아니다(쓰기 금지).
+_EXPERIENCE_LOGS = table(
+    "experience_logs",
+    column("company_id"), column("session_id"), column("card_id"), column("reward"),
+    column("settled_price"), column("is_invalidated"), column("created_at"),
+    schema="learning",
+)
+_ANCHORING_CURRENT = table(
+    "current_values",
+    column("company_id"), column("supplier_type"), column("price_range_index"),
+    column("anchoring_value"), column("last_adjusted_at"),
+    schema="anchoring",
+)
+_ANCHORING_HISTORY = table(
+    "value_history",
+    column("company_id"), column("supplier_type"), column("price_range_index"),
+    column("anchoring_value_before"), column("anchoring_value_after"),
+    column("sample_count"), column("success_count"), column("success_rate"), column("created_at"),
+    schema="anchoring",
+)
+
+
+def _valid(company_id) -> list:
+    """유효 학습 기록 — 무효화 표시된 행은 뺀다(협상 취소·재생성 시 agent 가 표시)."""
+    return [
+        _EXPERIENCE_LOGS.c.company_id == company_id,
+        _EXPERIENCE_LOGS.c.is_invalidated == False,  # noqa: E712
+    ]
+
+
+class ILearningCRUD(ABC):
+    @abstractmethod
+    async def learning_summary(self, cdb: AsyncSession, company_id) -> Tuple[ErrorType, tuple]:
+        pass
+
+    @abstractmethod
+    async def card_performance(self, cdb: AsyncSession, company_id) -> Tuple[ErrorType, list]:
+        pass
+
+    @abstractmethod
+    async def card_names(self, cdb: AsyncSession) -> Tuple[ErrorType, list]:
+        pass
+
+    @abstractmethod
+    async def anchoring_current(self, cdb: AsyncSession, company_id) -> Tuple[ErrorType, list]:
+        pass
+
+    @abstractmethod
+    async def anchoring_history(self, cdb: AsyncSession, company_id, limit: int) -> Tuple[ErrorType, list]:
+        pass
+
+
+class LearningCRUD(ILearningCRUD):
+    async def learning_summary(self, cdb: AsyncSession, company_id) -> Tuple[ErrorType, tuple]:
+        """(학습 협상 수, 기록 수, 타결 협상 수, 마지막 학습 시각)."""
+        query = select(
+            func.count(func.distinct(_EXPERIENCE_LOGS.c.session_id)),
+            func.count(),
+            func.count(func.distinct(_EXPERIENCE_LOGS.c.session_id))
+            .filter(_EXPERIENCE_LOGS.c.settled_price.isnot(None)),
+            func.max(_EXPERIENCE_LOGS.c.created_at),
+        ).where(and_(*_valid(company_id)))
+        err_type, rows = await DB_SESSION_MNG.execute(cdb, query, "learning_summary failed.", raise_error=False)
+        if err_type != ErrorType.SUCCESS or not rows:
+            return err_type, (0, 0, 0, None)
+        return ErrorType.SUCCESS, tuple(rows[0])
+
+    async def card_performance(self, cdb: AsyncSession, company_id) -> Tuple[ErrorType, list]:
+        """카드별 (카드번호, 사용 협상 수, 사용 횟수, 평균 보상, 타결 협상 수).
+
+        보상(reward)은 agent 가 협상 결과로 매긴 성적이라 카드의 실제 효과를 비교하는 축이 된다.
+        """
+        query = (
+            select(
+                _EXPERIENCE_LOGS.c.card_id,
+                func.count(func.distinct(_EXPERIENCE_LOGS.c.session_id)),
+                func.count(),
+                func.avg(_EXPERIENCE_LOGS.c.reward),
+                func.count(func.distinct(_EXPERIENCE_LOGS.c.session_id))
+                .filter(_EXPERIENCE_LOGS.c.settled_price.isnot(None)),
+            )
+            .where(and_(*_valid(company_id), _EXPERIENCE_LOGS.c.card_id.isnot(None)))
+            .group_by(_EXPERIENCE_LOGS.c.card_id)
+            .order_by(desc(func.count()))
+        )
+        err_type, rows = await DB_SESSION_MNG.execute(cdb, query, "card_performance failed.", raise_error=False)
+        if err_type != ErrorType.SUCCESS:
+            return err_type, []
+        return ErrorType.SUCCESS, list(rows or [])
+
+    async def card_names(self, cdb: AsyncSession) -> Tuple[ErrorType, list]:
+        """카드번호 → (번호, 이름, 와일드 여부). 학습 로그의 card_id 가 카드번호 문자열이다.
+
+        UNION 은 실행기가 SELECT 로 인정하지 않아 두 번 나눠 조회한다.
+        """
+        out = []
+        for model, is_wild in ((nego_cards, 0), (wild_cards, 1)):
+            query = select(model.number, model.name).where(model.deleted == False)  # noqa: E712
+            err_type, rows = await DB_SESSION_MNG.execute(cdb, query, "card_names failed.", raise_error=False)
+            if err_type != ErrorType.SUCCESS:
+                return err_type, []
+            out.extend((number, name, is_wild) for number, name in (rows or []))
+        return ErrorType.SUCCESS, out
+
+    async def anchoring_current(self, cdb: AsyncSession, company_id) -> Tuple[ErrorType, list]:
+        """현재 앵커링 값 — (협력사유형, 가격대 구간, 값, 마지막 조정 시각). 셀 = 유형 × 가격대."""
+        query = (
+            select(
+                _ANCHORING_CURRENT.c.supplier_type,
+                _ANCHORING_CURRENT.c.price_range_index,
+                _ANCHORING_CURRENT.c.anchoring_value,
+                _ANCHORING_CURRENT.c.last_adjusted_at,
+            )
+            .where(_ANCHORING_CURRENT.c.company_id == company_id)
+            .order_by(asc(_ANCHORING_CURRENT.c.supplier_type), asc(_ANCHORING_CURRENT.c.price_range_index))
+        )
+        err_type, rows = await DB_SESSION_MNG.execute(cdb, query, "anchoring_current failed.", raise_error=False)
+        if err_type != ErrorType.SUCCESS:
+            return err_type, []
+        return ErrorType.SUCCESS, list(rows or [])
+
+    async def anchoring_history(self, cdb: AsyncSession, company_id, limit: int) -> Tuple[ErrorType, list]:
+        """앵커링 조정 이력(최근순) — 조정마다 표본 수·성공률·값 변화가 남는다."""
+        query = (
+            select(
+                _ANCHORING_HISTORY.c.supplier_type,
+                _ANCHORING_HISTORY.c.price_range_index,
+                _ANCHORING_HISTORY.c.anchoring_value_before,
+                _ANCHORING_HISTORY.c.anchoring_value_after,
+                _ANCHORING_HISTORY.c.sample_count,
+                _ANCHORING_HISTORY.c.success_count,
+                _ANCHORING_HISTORY.c.success_rate,
+                _ANCHORING_HISTORY.c.created_at,
+            )
+            .where(_ANCHORING_HISTORY.c.company_id == company_id)
+            .order_by(desc(_ANCHORING_HISTORY.c.created_at))
+            .limit(limit)
+        )
+        err_type, rows = await DB_SESSION_MNG.execute(cdb, query, "anchoring_history failed.", raise_error=False)
+        if err_type != ErrorType.SUCCESS:
+            return err_type, []
+        return ErrorType.SUCCESS, list(rows or [])
--- a/negodata/backend/router/router.py
+++ b/negodata/backend/router/router.py
@ -20,6 +20,7 @@ import router.v1.card.card
 import router.v1.quotation.quotation
 import router.v1.quotation_setting.quotation_setting
 import router.v1.dashboard.dashboard
+import router.v1.learning.learning
 import router.v1.statistics.statistics
 import router.v1.notification.notification
 import router.v1.renegotiation.renegotiation
@ -79,5 +80,6 @@ app.include_router(router.v1.quotation.quotation.router)
 app.include_router(router.v1.quotation_setting.quotation_setting.router)
 app.include_router(router.v1.dashboard.dashboard.router)
 app.include_router(router.v1.statistics.statistics.router)
+app.include_router(router.v1.learning.learning.router)
 app.include_router(router.v1.notification.notification.router)
 app.include_router(router.v1.renegotiation.renegotiation.router)
--- a/negodata/backend/router/v1/learning/init.py
+++ b/negodata/backend/router/v1/learning/init.py
--- a/negodata/backend/router/v1/learning/learning.py
+++ b/negodata/backend/router/v1/learning/learning.py
@ -0,0 +1,19 @@
+from fastapi import APIRouter, Depends
+
+from common.models.gmodel import UserInfo
+from router.v1.validator.dependencies import IsValidAccessToken, RemoveNoneResponse
+from services.learning_service import LearningService
+from .protocol import Res_AnchoringStatus, Res_LearningStatus
+
+# 협상 학습 현황 — agent(협상카드 학습)·anchoring(앵커링 조정)이 쌓은 결과를 회사 스코프로 읽는다.
+router = APIRouter(prefix="/v1/learning", tags=["Learning"], responses={404: {"description": "Not found"}})
+
+
+@router.get(path="/cards", response_model=Res_LearningStatus, summary="협상카드 학습 현황")
+async def get_learning_status(service: LearningService = Depends(), user_info: UserInfo = Depends(IsValidAccessToken)):
+    return RemoveNoneResponse(await service.get_learning_status(user_info.company_id))
+
+
+@router.get(path="/anchoring", response_model=Res_AnchoringStatus, summary="앵커링 현황·조정 이력")
+async def get_anchoring_status(service: LearningService = Depends(), user_info: UserInfo = Depends(IsValidAccessToken)):
+    return RemoveNoneResponse(await service.get_anchoring_status(user_info.company_id))
--- a/negodata/backend/router/v1/learning/protocol.py
+++ b/negodata/backend/router/v1/learning/protocol.py
@ -0,0 +1,59 @@
+from datetime import datetime
+from typing import Optional
+
+from pydantic import Field
+
+from common.models.gmodel import Res_WebPacketProtocol, WebPacketProtocol
+
+
+class LearningProtocol(WebPacketProtocol):
+    pass
+
+
+class LearningKpi(LearningProtocol):
+    learned_sessions: int = 0            # 학습에 반영된 협상 수
+    records: int = 0                     # 학습 기록 수(카드 선택 1회 = 1건)
+    settled_sessions: int = 0            # 그중 타결된 협상 수
+    settle_rate: float = 0.0             # 타결 비율
+    last_learned_at: Optional[datetime] = None
+
+
+class CardPerformanceRow(LearningProtocol):
+    number: str                          # 카드번호(NGC-001 등)
+    name: Optional[str] = None
+    type: str = "nego"                   # nego | wild
+    used_sessions: int = 0               # 이 카드를 쓴 협상 수
+    uses: int = 0                        # 총 사용 횟수
+    avg_reward: float = 0.0              # 평균 보상 — agent 가 협상 결과로 매긴 성적
+    settled_sessions: int = 0
+    settle_rate: float = 0.0             # 이 카드를 쓴 협상의 타결 비율
+
+
+class AnchoringCell(LearningProtocol):
+    supplier_type: int = 0
+    supplier_type_label: str = "미지정"
+    price_range_index: int = 0           # 목표가 기준 가격대 구간
+    anchoring_value: float = 0.0         # 앵커링 인하폭(‰)
+    last_adjusted_at: Optional[datetime] = None
+
+
+class AnchoringHistoryRow(LearningProtocol):
+    supplier_type_label: str = "미지정"
+    price_range_index: int = 0
+    value_before: float = 0.0
+    value_after: float = 0.0
+    sample_count: int = 0                # 조정 판단에 쓴 협상 표본 수
+    success_count: int = 0
+    success_rate: float = 0.0
+    created_at: Optional[datetime] = None
+
+
+class Res_LearningStatus(Res_WebPacketProtocol):
+    kpi: LearningKpi = Field(default_factory=LearningKpi)
+    cards: list[CardPerformanceRow] = []
+
+
+class Res_AnchoringStatus(Res_WebPacketProtocol):
+    cells: list[AnchoringCell] = []
+    history: list[AnchoringHistoryRow] = []
+    adjusted_count: int = 0
--- a/negodata/backend/services/learning_service.py
+++ b/negodata/backend/services/learning_service.py
@ -0,0 +1,100 @@
+from fastapi import Depends
+
+from common.database.db_session_manager import DB_SESSION_MNG
+from common.database.model.models import quotations
+from common.enums import DBWRType, ErrorType, SupplierType
+from crud.learning_crud import ILearningCRUD, LearningCRUD
+from router.v1.learning.protocol import (
+    AnchoringCell,
+    AnchoringHistoryRow,
+    CardPerformanceRow,
+    LearningKpi,
+    Res_AnchoringStatus,
+    Res_LearningStatus,
+)
+
+HISTORY_LIMIT = 50  # 앵커링 조정 이력 표시 개수 — 한 화면에서 훑는 용도
+
+_SUPPLIER_TYPE_LABEL = {
+    SupplierType.NONE.value: "미지정",
+    SupplierType.DISTRIBUTION.value: "유통",
+    SupplierType.MANUFACTURE.value: "제조",
+    SupplierType.SOLE_AGENCY.value: "총판",
+}
+
+
+class LearningService:
+    """협상 학습 현황 — 협상카드 학습(agent Q-learning)과 앵커링 조정 이력을 읽어 보여준다.
+
+    두 값 모두 negodata 가 만드는 값이 아니라 agent·anchoring 서비스가 쌓은 결과다(읽기 전용).
+    """
+
+    def __init__(self, crud: ILearningCRUD = Depends(LearningCRUD)):
+        self.crud = crud
+
+    async def get_learning_status(self, company_id: str) -> Res_LearningStatus:
+        res = Res_LearningStatus()
+        # learning·anchoring 의 company_id 는 agent 가 테넌트 키를 그대로 넣는 문자열 컬럼이다(UUID 타입 아님).
+        cid = str(company_id)
+
+        summary = await self._read(lambda s: self.crud.learning_summary(s, cid), default=(0, 0, 0, None))
+        sessions, records, settled, last_at = summary
+        res.kpi = LearningKpi(
+            learned_sessions=int(sessions or 0),
+            records=int(records or 0),
+            settled_sessions=int(settled or 0),
+            settle_rate=round((settled or 0) / sessions, 3) if sessions else 0.0,
+            last_learned_at=last_at,
+        )
+
+        rows = await self._read(lambda s: self.crud.card_performance(s, cid), default=[])
+        names = await self._read(lambda s: self.crud.card_names(s), default=[])
+        name_map = {str(number): (name, is_wild) for number, name, is_wild in names if number}
+        for card_id, used_sessions, uses, avg_reward, settled_sessions in rows:
+            number = str(card_id)
+            name, is_wild = name_map.get(number, (None, 0))
+            res.cards.append(CardPerformanceRow(
+                number=number,
+                name=name,
+                type="wild" if is_wild else "nego",
+                used_sessions=int(used_sessions or 0),
+                uses=int(uses or 0),
+                avg_reward=round(float(avg_reward), 3) if avg_reward is not None else 0.0,
+                settled_sessions=int(settled_sessions or 0),
+                settle_rate=round((settled_sessions or 0) / used_sessions, 3) if used_sessions else 0.0,
+            ))
+        return res
+
+    async def get_anchoring_status(self, company_id: str) -> Res_AnchoringStatus:
+        res = Res_AnchoringStatus()
+        cid = str(company_id)
+
+        cells = await self._read(lambda s: self.crud.anchoring_current(s, cid), default=[])
+        for supplier_type, price_range_index, value, adjusted_at in cells:
+            res.cells.append(AnchoringCell(
+                supplier_type=int(supplier_type or 0),
+                supplier_type_label=_SUPPLIER_TYPE_LABEL.get(int(supplier_type or 0), "미지정"),
+                price_range_index=int(price_range_index or 0),
+                anchoring_value=float(value) if value is not None else 0.0,
+                last_adjusted_at=adjusted_at,
+            ))
+
+        history = await self._read(lambda s: self.crud.anchoring_history(s, cid, HISTORY_LIMIT), default=[])
+        for st, pri, before, after, sample, success, rate, created_at in history:
+            res.history.append(AnchoringHistoryRow(
+                supplier_type_label=_SUPPLIER_TYPE_LABEL.get(int(st or 0), "미지정"),
+                price_range_index=int(pri or 0),
+                value_before=float(before) if before is not None else 0.0,
+                value_after=float(after) if after is not None else 0.0,
+                sample_count=int(sample or 0),
+                success_count=int(success or 0),
+                success_rate=round(float(rate), 3) if rate is not None else 0.0,
+                created_at=created_at,
+            ))
+        res.adjusted_count = len(res.history)
+        return res
+
+    async def _read(self, fn, default):
+        """crud 한 건 실행 — 실패해도 화면은 떠야 하므로 기본값으로 떨어진다."""
+        err, rows = await DB_SESSION_MNG.execute_lambda(quotations.DBType(), DBWRType.DB_READ.value, fn)
+        return rows if err == ErrorType.SUCCESS else default
--- a/negodata/front/src/api/generated/learning/learning.ts
+++ b/negodata/front/src/api/generated/learning/learning.ts
@ -0,0 +1,217 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+import {
+  useQuery
+} from '@tanstack/react-query';
+import type {
+  DataTag,
+  DefinedInitialDataOptions,
+  DefinedUseQueryResult,
+  QueryClient,
+  QueryFunction,
+  QueryKey,
+  UndefinedInitialDataOptions,
+  UseQueryOptions,
+  UseQueryResult
+} from '@tanstack/react-query';
+
+import type {
+  ResAnchoringStatus,
+  ResLearningStatus
+} from '.././model';
+
+import { customFetch } from '../../mutator/custom-fetch';
+
+
+type SecondParameter<T extends (...args: never) => unknown> = Parameters<T>[1];
+
+
+
+/**
+ * @summary 협상카드 학습 현황
+ */
+export const getLearningStatus = (
+    
+ options?: SecondParameter<typeof customFetch>,signal?: AbortSignal
+) => {
+      
+      
+      return customFetch<ResLearningStatus>(
+      {url: `/v1/learning/cards`, method: 'GET', signal
+    },
+      options);
+    }
+  
+
+
+
+export const getGetLearningStatusQueryKey = () => {
+    return [
+    `/v1/learning/cards`
+    ] as const;
+    }
+
+    
+export const getGetLearningStatusQueryOptions = <TData = Awaited<ReturnType<typeof getLearningStatus>>, TError = void>( options?: { query?:Partial<UseQueryOptions<Awaited<ReturnType<typeof getLearningStatus>>, TError, TData>>, request?: SecondParameter<typeof customFetch>}
+) => {
+
+const {query: queryOptions, request: requestOptions} = options ?? {};
+
+  const queryKey =  queryOptions?.queryKey ?? getGetLearningStatusQueryKey();
+
+  
+
+    const queryFn: QueryFunction<Awaited<ReturnType<typeof getLearningStatus>>> = ({ signal }) => getLearningStatus(requestOptions, signal);
+
+      
+
+      
+
+   return  { queryKey, queryFn, ...queryOptions} as UseQueryOptions<Awaited<ReturnType<typeof getLearningStatus>>, TError, TData> & { queryKey: DataTag<QueryKey, TData, TError> }
+}
+
+export type GetLearningStatusQueryResult = NonNullable<Awaited<ReturnType<typeof getLearningStatus>>>
+export type GetLearningStatusQueryError = void
+
+
+export function useGetLearningStatus<TData = Awaited<ReturnType<typeof getLearningStatus>>, TError = void>(
+  options: { query:Partial<UseQueryOptions<Awaited<ReturnType<typeof getLearningStatus>>, TError, TData>> & Pick<
+        DefinedInitialDataOptions<
+          Awaited<ReturnType<typeof getLearningStatus>>,
+          TError,
+          Awaited<ReturnType<typeof getLearningStatus>>
+        > , 'initialData'
+      >, request?: SecondParameter<typeof customFetch>}
+ , queryClient?: QueryClient
+  ):  DefinedUseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> }
+export function useGetLearningStatus<TData = Awaited<ReturnType<typeof getLearningStatus>>, TError = void>(
+  options?: { query?:Partial<UseQueryOptions<Awaited<ReturnType<typeof getLearningStatus>>, TError, TData>> & Pick<
+        UndefinedInitialDataOptions<
+          Awaited<ReturnType<typeof getLearningStatus>>,
+          TError,
+          Awaited<ReturnType<typeof getLearningStatus>>
+        > , 'initialData'
+      >, request?: SecondParameter<typeof customFetch>}
+ , queryClient?: QueryClient
+  ):  UseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> }
+export function useGetLearningStatus<TData = Awaited<ReturnType<typeof getLearningStatus>>, TError = void>(
+  options?: { query?:Partial<UseQueryOptions<Awaited<ReturnType<typeof getLearningStatus>>, TError, TData>>, request?: SecondParameter<typeof customFetch>}
+ , queryClient?: QueryClient
+  ):  UseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> }
+/**
+ * @summary 협상카드 학습 현황
+ */
+
+export function useGetLearningStatus<TData = Awaited<ReturnType<typeof getLearningStatus>>, TError = void>(
+  options?: { query?:Partial<UseQueryOptions<Awaited<ReturnType<typeof getLearningStatus>>, TError, TData>>, request?: SecondParameter<typeof customFetch>}
+ , queryClient?: QueryClient 
+ ):  UseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> } {
+
+  const queryOptions = getGetLearningStatusQueryOptions(options)
+
+  const query = useQuery(queryOptions, queryClient) as  UseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> };
+
+  query.queryKey = queryOptions.queryKey ;
+
+  return query;
+}
+
+
+
+
+/**
+ * @summary 앵커링 현황·조정 이력
+ */
+export const getAnchoringStatus = (
+    
+ options?: SecondParameter<typeof customFetch>,signal?: AbortSignal
+) => {
+      
+      
+      return customFetch<ResAnchoringStatus>(
+      {url: `/v1/learning/anchoring`, method: 'GET', signal
+    },
+      options);
+    }
+  
+
+
+
+export const getGetAnchoringStatusQueryKey = () => {
+    return [
+    `/v1/learning/anchoring`
+    ] as const;
+    }
+
+    
+export const getGetAnchoringStatusQueryOptions = <TData = Awaited<ReturnType<typeof getAnchoringStatus>>, TError = void>( options?: { query?:Partial<UseQueryOptions<Awaited<ReturnType<typeof getAnchoringStatus>>, TError, TData>>, request?: SecondParameter<typeof customFetch>}
+) => {
+
+const {query: queryOptions, request: requestOptions} = options ?? {};
+
+  const queryKey =  queryOptions?.queryKey ?? getGetAnchoringStatusQueryKey();
+
+  
+
+    const queryFn: QueryFunction<Awaited<ReturnType<typeof getAnchoringStatus>>> = ({ signal }) => getAnchoringStatus(requestOptions, signal);
+
+      
+
+      
+
+   return  { queryKey, queryFn, ...queryOptions} as UseQueryOptions<Awaited<ReturnType<typeof getAnchoringStatus>>, TError, TData> & { queryKey: DataTag<QueryKey, TData, TError> }
+}
+
+export type GetAnchoringStatusQueryResult = NonNullable<Awaited<ReturnType<typeof getAnchoringStatus>>>
+export type GetAnchoringStatusQueryError = void
+
+
+export function useGetAnchoringStatus<TData = Awaited<ReturnType<typeof getAnchoringStatus>>, TError = void>(
+  options: { query:Partial<UseQueryOptions<Awaited<ReturnType<typeof getAnchoringStatus>>, TError, TData>> & Pick<
+        DefinedInitialDataOptions<
+          Awaited<ReturnType<typeof getAnchoringStatus>>,
+          TError,
+          Awaited<ReturnType<typeof getAnchoringStatus>>
+        > , 'initialData'
+      >, request?: SecondParameter<typeof customFetch>}
+ , queryClient?: QueryClient
+  ):  DefinedUseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> }
+export function useGetAnchoringStatus<TData = Awaited<ReturnType<typeof getAnchoringStatus>>, TError = void>(
+  options?: { query?:Partial<UseQueryOptions<Awaited<ReturnType<typeof getAnchoringStatus>>, TError, TData>> & Pick<
+        UndefinedInitialDataOptions<
+          Awaited<ReturnType<typeof getAnchoringStatus>>,
+          TError,
+          Awaited<ReturnType<typeof getAnchoringStatus>>
+        > , 'initialData'
+      >, request?: SecondParameter<typeof customFetch>}
+ , queryClient?: QueryClient
+  ):  UseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> }
+export function useGetAnchoringStatus<TData = Awaited<ReturnType<typeof getAnchoringStatus>>, TError = void>(
+  options?: { query?:Partial<UseQueryOptions<Awaited<ReturnType<typeof getAnchoringStatus>>, TError, TData>>, request?: SecondParameter<typeof customFetch>}
+ , queryClient?: QueryClient
+  ):  UseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> }
+/**
+ * @summary 앵커링 현황·조정 이력
+ */
+
+export function useGetAnchoringStatus<TData = Awaited<ReturnType<typeof getAnchoringStatus>>, TError = void>(
+  options?: { query?:Partial<UseQueryOptions<Awaited<ReturnType<typeof getAnchoringStatus>>, TError, TData>>, request?: SecondParameter<typeof customFetch>}
+ , queryClient?: QueryClient 
+ ):  UseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> } {
+
+  const queryOptions = getGetAnchoringStatusQueryOptions(options)
+
+  const query = useQuery(queryOptions, queryClient) as  UseQueryResult<TData, TError> & { queryKey: DataTag<QueryKey, TData, TError> };
+
+  query.queryKey = queryOptions.queryKey ;
+
+  return query;
+}
+
+
+
+
--- a/negodata/front/src/api/generated/model/anchoringCell.ts
+++ b/negodata/front/src/api/generated/model/anchoringCell.ts
@ -0,0 +1,15 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+import type { AnchoringCellLastAdjustedAt } from './anchoringCellLastAdjustedAt';
+
+export interface AnchoringCell {
+  supplier_type?: number;
+  supplier_type_label?: string;
+  price_range_index?: number;
+  anchoring_value?: number;
+  last_adjusted_at?: AnchoringCellLastAdjustedAt;
+}
--- a/negodata/front/src/api/generated/model/anchoringCellLastAdjustedAt.ts
+++ b/negodata/front/src/api/generated/model/anchoringCellLastAdjustedAt.ts
@ -0,0 +1,8 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+
+export type AnchoringCellLastAdjustedAt = string | null;
--- a/negodata/front/src/api/generated/model/anchoringHistoryRow.ts
+++ b/negodata/front/src/api/generated/model/anchoringHistoryRow.ts
@ -0,0 +1,18 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+import type { AnchoringHistoryRowCreatedAt } from './anchoringHistoryRowCreatedAt';
+
+export interface AnchoringHistoryRow {
+  supplier_type_label?: string;
+  price_range_index?: number;
+  value_before?: number;
+  value_after?: number;
+  sample_count?: number;
+  success_count?: number;
+  success_rate?: number;
+  created_at?: AnchoringHistoryRowCreatedAt;
+}
--- a/negodata/front/src/api/generated/model/anchoringHistoryRowCreatedAt.ts
+++ b/negodata/front/src/api/generated/model/anchoringHistoryRowCreatedAt.ts
@ -0,0 +1,8 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+
+export type AnchoringHistoryRowCreatedAt = string | null;
--- a/negodata/front/src/api/generated/model/cardPerformanceRow.ts
+++ b/negodata/front/src/api/generated/model/cardPerformanceRow.ts
@ -0,0 +1,18 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+import type { CardPerformanceRowName } from './cardPerformanceRowName';
+
+export interface CardPerformanceRow {
+  number: string;
+  name?: CardPerformanceRowName;
+  type?: string;
+  used_sessions?: number;
+  uses?: number;
+  avg_reward?: number;
+  settled_sessions?: number;
+  settle_rate?: number;
+}
--- a/negodata/front/src/api/generated/model/cardPerformanceRowName.ts
+++ b/negodata/front/src/api/generated/model/cardPerformanceRowName.ts
@ -0,0 +1,8 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+
+export type CardPerformanceRowName = string | null;
--- a/negodata/front/src/api/generated/model/index.ts
+++ b/negodata/front/src/api/generated/model/index.ts
@ -5,6 +5,10 @@
 * OpenAPI spec version: 0.1.0
 */

+export * from './anchoringCell';
+export * from './anchoringCellLastAdjustedAt';
+export * from './anchoringHistoryRow';
+export * from './anchoringHistoryRowCreatedAt';
 export * from './bodyUploadItemImageV1ItemImagePost';
 export * from './cardData';
 export * from './cardDataCondition';
@ -18,6 +22,8 @@ export * from './cardDataScript';
 export * from './cardDataTactic';
 export * from './cardDataUpdatedAt';
 export * from './cardDataUserId';
+export * from './cardPerformanceRow';
+export * from './cardPerformanceRowName';
 export * from './cardStatus';
 export * from './cardType';
 export * from './cardUsageType';
@ -77,6 +83,8 @@ export * from './itemDataVatYn';
 export * from './itemSupplyType';
 export * from './itemSupplyTypeSupplierItemId';
 export * from './itemSupplyTypeSupplierName';
+export * from './learningKpi';
+export * from './learningKpiLastLearnedAt';
 export * from './listCardsParams';
 export * from './listItemsParams';
 export * from './listNotificationsParams';
@ -274,6 +282,8 @@ export * from './reqUpdateSupplierManagerName';
 export * from './reqUpdateSupplierName';
 export * from './reqUpdateSupplierTotalRevenue';
 export * from './reqUpdateSupplyType';
+export * from './resAnchoringStatus';
+export * from './resAnchoringStatusMsg';
 export * from './resBulkMapByNames';
 export * from './resBulkMapByNamesMsg';
 export * from './resCard';
@ -327,6 +337,8 @@ export * from './resItemListMsg';
 export * from './resItemMsg';
 export * from './resItemSupplyTypeList';
 export * from './resItemSupplyTypeListMsg';
+export * from './resLearningStatus';
+export * from './resLearningStatusMsg';
 export * from './resLogin';
 export * from './resLoginMsg';
 export * from './resLowestPriceResult';
--- a/negodata/front/src/api/generated/model/learningKpi.ts
+++ b/negodata/front/src/api/generated/model/learningKpi.ts
@ -0,0 +1,15 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+import type { LearningKpiLastLearnedAt } from './learningKpiLastLearnedAt';
+
+export interface LearningKpi {
+  learned_sessions?: number;
+  records?: number;
+  settled_sessions?: number;
+  settle_rate?: number;
+  last_learned_at?: LearningKpiLastLearnedAt;
+}
--- a/negodata/front/src/api/generated/model/learningKpiLastLearnedAt.ts
+++ b/negodata/front/src/api/generated/model/learningKpiLastLearnedAt.ts
@ -0,0 +1,8 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+
+export type LearningKpiLastLearnedAt = string | null;
--- a/negodata/front/src/api/generated/model/resAnchoringStatus.ts
+++ b/negodata/front/src/api/generated/model/resAnchoringStatus.ts
@ -0,0 +1,18 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+import type { ErrorInfo } from './errorInfo';
+import type { ResAnchoringStatusMsg } from './resAnchoringStatusMsg';
+import type { AnchoringCell } from './anchoringCell';
+import type { AnchoringHistoryRow } from './anchoringHistoryRow';
+
+export interface ResAnchoringStatus {
+  result?: ErrorInfo;
+  msg?: ResAnchoringStatusMsg;
+  cells?: AnchoringCell[];
+  history?: AnchoringHistoryRow[];
+  adjusted_count?: number;
+}
--- a/negodata/front/src/api/generated/model/resAnchoringStatusMsg.ts
+++ b/negodata/front/src/api/generated/model/resAnchoringStatusMsg.ts
@ -0,0 +1,8 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+
+export type ResAnchoringStatusMsg = string | null;
--- a/negodata/front/src/api/generated/model/resLearningStatus.ts
+++ b/negodata/front/src/api/generated/model/resLearningStatus.ts
@ -0,0 +1,17 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+import type { ErrorInfo } from './errorInfo';
+import type { ResLearningStatusMsg } from './resLearningStatusMsg';
+import type { LearningKpi } from './learningKpi';
+import type { CardPerformanceRow } from './cardPerformanceRow';
+
+export interface ResLearningStatus {
+  result?: ErrorInfo;
+  msg?: ResLearningStatusMsg;
+  kpi?: LearningKpi;
+  cards?: CardPerformanceRow[];
+}
--- a/negodata/front/src/api/generated/model/resLearningStatusMsg.ts
+++ b/negodata/front/src/api/generated/model/resLearningStatusMsg.ts
@ -0,0 +1,8 @@
+/**
+ * Generated by orval v7.21.0 🍺
+ * Do not edit manually.
+ * Negodata Api Server
+ * OpenAPI spec version: 0.1.0
+ */
+
+export type ResLearningStatusMsg = string | null;
--- a/negodata/front/src/app/router.tsx
+++ b/negodata/front/src/app/router.tsx
@ -5,6 +5,7 @@ import {hasSeenOnboarding} from '../features/onboarding/storage';
 import AuthenticatedLayout from '@/components/layout/AuthenticatedLayout';
 import LoginPage from '../pages/login';
 import DashboardPage from '../pages/dashboard';
+import LearningPage from '../pages/learning';
 import StatisticsPage from '../pages/statistics';
 import ForbiddenPage from '../pages/forbidden';
 import DevDesignPage from '../pages/dev-design';
@ -69,6 +70,7 @@ export const router = createBrowserRouter([
    children: [
      {path: 'dashboard', Component: DashboardPage},
      {path: 'statistics', Component: StatisticsPage},
+      {path: 'learning', Component: LearningPage},
      {path: 'products', Component: ProductsPage},
      {path: 'partners', Component: PartnersPage},
      {path: 'quotation', Component: QuotationPage},
--- a/negodata/front/src/components/layout/AuthenticatedLayout.tsx
+++ b/negodata/front/src/components/layout/AuthenticatedLayout.tsx
@ -7,6 +7,7 @@ import {showToast} from '@/lib/notify';
 const PAGE_TO_PATH: Record<PageType, string> = {
  DASHBOARD: '/dashboard',
  STATISTICS: '/statistics',
+  LEARNING: '/learning',
  PRODUCTS: '/products',
  PARTNERS: '/partners',
  QUOTATION: '/quotation',
--- a/negodata/front/src/components/layout/Layout.tsx
+++ b/negodata/front/src/components/layout/Layout.tsx
@ -18,6 +18,7 @@ import {
 import {
  LayoutDashboard,
  BarChart3,
+  Brain,
  Briefcase,
  Users,
  UserCog,
@ -56,6 +57,7 @@ const menuGroups: { label?: string; items: MenuItem[] }[] = [
    items: [
      { type: 'DASHBOARD', label: '대시보드', icon: LayoutDashboard, id: 'sidebar-dashboard' },
      { type: 'STATISTICS', label: '통계', icon: BarChart3, id: 'sidebar-statistics' },
+      { type: 'LEARNING', label: '협상 학습', icon: Brain, id: 'sidebar-learning' },
    ],
  },
  {
@ -96,6 +98,7 @@ const canSee = (item: MenuItem, role?: string): boolean => {
 const pageLabelMap: Record<PageType, string> = {
  DASHBOARD: '대시보드',
  STATISTICS: '통계',
+  LEARNING: '협상 학습',
  PRODUCTS: '상품관리',
  PARTNERS: '협력사관리',
  QUOTATION: '견적관리',
--- a/negodata/front/src/features/learning/LearningView.tsx
+++ b/negodata/front/src/features/learning/LearningView.tsx
@ -0,0 +1,203 @@
+import { Bot, CheckCircle2, Layers, Ruler } from 'lucide-react';
+import { Panel } from '@/features/statistics/components/Panel';
+import { StatTile } from '@/features/statistics/components/StatTile';
+import { Table, TableBody, TableCell, TableHead, TableHeader, TableRow } from '@/components/ui/table';
+import { Typography } from '@/components/ui/typography';
+import { fmtDateTime } from '@/features/quotations/types';
+import type { AnchoringData, LearningData } from './types';
+
+// 협상 학습 현황. 협상카드(강화학습)와 앵커링(자동 조정)은 서로 다른 축이라 탭으로 나눠 각각 한 화면에 담는다.
+// 두 값 모두 agent·anchoring 서비스가 쌓은 결과를 읽기만 한다.
+
+export function CardLearningView({ data }: { data: LearningData }) {
+  const best = data.cards.filter((c) => c.uses > 0);
+  return (
+    <div className="space-y-4">
+      <div className="grid grid-cols-2 gap-3 lg:grid-cols-4">
+        <StatTile label="학습한 협상" value={`${data.learnedSessions}건`} icon={Bot} tone="purple" />
+        <StatTile label="학습 기록" value={`${data.records}건`} icon={Layers} tone="blue" />
+        <StatTile label="타결 협상" value={`${data.settledSessions}건`} icon={CheckCircle2} tone="emerald" />
+        <StatTile label="타결 비율" value={pct(data.settleRate)} icon={Ruler} tone="amber" />
+      </div>
+
+      <Panel
+        title="카드별 학습 성적"
+        subtitle="AI가 협상 결과로 매긴 점수입니다. 점수가 높을수록 그 카드를 쓴 협상이 잘 풀렸다는 뜻입니다."
+        right={
+          data.lastLearnedAt ? (
+            <Typography as="span" variant="small" className="text-[11px] text-muted-foreground">
+              최근 학습 {fmtDateTime(data.lastLearnedAt)}
+            </Typography>
+          ) : undefined
+        }
+      >
+        {best.length === 0 ? (
+          <EmptyRow text="아직 학습된 협상이 없습니다. 협상이 진행되면 카드별 성적이 쌓입니다." />
+        ) : (
+          <Table className="text-xs">
+            <TableHeader>
+              <TableRow>
+                <TableHead className="w-24">카드번호</TableHead>
+                <TableHead>카드이름</TableHead>
+                <TableHead className="w-20 text-center">종류</TableHead>
+                <TableHead className="w-24 text-right">사용 협상</TableHead>
+                <TableHead className="w-24 text-right">사용 횟수</TableHead>
+                <TableHead className="w-24 text-right">타결 비율</TableHead>
+                <TableHead className="w-28 text-right">평균 점수</TableHead>
+              </TableRow>
+            </TableHeader>
+            <TableBody>
+              {best.map((c) => (
+                <TableRow key={c.number}>
+                  <TableCell className="font-mono">{c.number}</TableCell>
+                  <TableCell className="font-medium">{c.name}</TableCell>
+                  <TableCell className="text-center">
+                    <TypeBadge isWild={c.isWild} />
+                  </TableCell>
+                  <TableCell className="text-right">{c.usedSessions}</TableCell>
+                  <TableCell className="text-right">{c.uses}</TableCell>
+                  <TableCell className="text-right">{pct(c.settleRate)}</TableCell>
+                  <TableCell className="text-right">
+                    <RewardBar value={c.avgReward} />
+                  </TableCell>
+                </TableRow>
+              ))}
+            </TableBody>
+          </Table>
+        )}
+      </Panel>
+    </div>
+  );
+}
+
+export function AnchoringStatusView({ data }: { data: AnchoringData }) {
+  const adjusted = data.cells.filter((c) => c.adjustedAt).length;
+  const avg = data.cells.length
+    ? data.cells.reduce((sum, c) => sum + c.value, 0) / data.cells.length
+    : 0;
+  return (
+    <div className="space-y-4">
+      <div className="grid grid-cols-2 gap-3 lg:grid-cols-4">
+        <StatTile label="관리 중인 구간" value={`${data.cells.length}개`} icon={Layers} tone="purple" />
+        <StatTile label="조정된 구간" value={`${adjusted}개`} icon={CheckCircle2} tone="emerald" />
+        <StatTile label="평균 인하폭" value={permille(avg)} icon={Ruler} tone="blue" />
+        <StatTile label="조정 이력" value={`${data.history.length}건`} icon={Bot} tone="amber" />
+      </div>
+
+      <div className="grid gap-4 xl:grid-cols-2">
+        <Panel title="현재 앵커링 값" subtitle="협력사 유형과 가격대 구간마다 따로 관리합니다.">
+          {data.cells.length === 0 ? (
+            <EmptyRow text="아직 설정된 구간이 없습니다. 협상이 쌓이면 구간별로 값이 만들어집니다." />
+          ) : (
+            <Table className="text-xs">
+              <TableHeader>
+                <TableRow>
+                  <TableHead className="w-24">협력사 유형</TableHead>
+                  <TableHead className="w-24 text-right">가격대</TableHead>
+                  <TableHead className="w-24 text-right">인하폭</TableHead>
+                  <TableHead className="text-right">마지막 조정</TableHead>
+                </TableRow>
+              </TableHeader>
+              <TableBody>
+                {data.cells.map((c) => (
+                  <TableRow key={`${c.supplierType}-${c.priceRange}`}>
+                    <TableCell>{c.supplierType}</TableCell>
+                    <TableCell className="text-right font-mono">{c.priceRange}</TableCell>
+                    <TableCell className="text-right font-mono">{permille(c.value)}</TableCell>
+                    <TableCell className="text-right text-muted-foreground">
+                      {c.adjustedAt ? fmtDateTime(c.adjustedAt) : '조정 전'}
+                    </TableCell>
+                  </TableRow>
+                ))}
+              </TableBody>
+            </Table>
+          )}
+        </Panel>
+
+        <Panel title="조정 이력" subtitle="표본이 충분히 쌓인 구간만 성공률을 보고 값을 조정합니다.">
+          {data.history.length === 0 ? (
+            <EmptyRow text="아직 조정된 이력이 없습니다." />
+          ) : (
+            <Table className="text-xs">
+              <TableHeader>
+                <TableRow>
+                  <TableHead className="w-24">협력사 유형</TableHead>
+                  <TableHead className="w-16 text-right">가격대</TableHead>
+                  <TableHead className="w-28 text-right">변화</TableHead>
+                  <TableHead className="w-20 text-right">표본</TableHead>
+                  <TableHead className="w-20 text-right">성공률</TableHead>
+                  <TableHead className="text-right">시각</TableHead>
+                </TableRow>
+              </TableHeader>
+              <TableBody>
+                {data.history.map((h, i) => (
+                  <TableRow key={`${h.supplierType}-${h.priceRange}-${h.at ?? i}`}>
+                    <TableCell>{h.supplierType}</TableCell>
+                    <TableCell className="text-right font-mono">{h.priceRange}</TableCell>
+                    <TableCell className="text-right font-mono">
+                      {permille(h.before)} → <span className="font-semibold">{permille(h.after)}</span>
+                    </TableCell>
+                    <TableCell className="text-right">{h.samples}</TableCell>
+                    <TableCell className="text-right">{pct(h.successRate)}</TableCell>
+                    <TableCell className="text-right text-muted-foreground">
+                      {h.at ? fmtDateTime(h.at) : '-'}
+                    </TableCell>
+                  </TableRow>
+                ))}
+              </TableBody>
+            </Table>
+          )}
+        </Panel>
+      </div>
+    </div>
+  );
+}
+
+// 평균 점수는 −1~1 범위라 숫자만으론 감이 안 온다 — 0 기준 좌우 막대로 방향과 크기를 같이 보여준다.
+function RewardBar({ value }: { value: number }) {
+  const width = Math.min(Math.abs(value), 1) * 50;
+  const positive = value >= 0;
+  return (
+    <div className="flex items-center justify-end gap-2">
+      <div className="relative h-2 w-24 rounded bg-muted">
+        <div
+          className={`absolute top-0 h-2 ${positive ? 'bg-emerald-500' : 'bg-rose-500'}`}
+          style={{ left: positive ? '50%' : `${50 - width}%`, width: `${width}%` }}
+        />
+        <div className="absolute left-1/2 top-0 h-2 w-px bg-border" />
+      </div>
+      <span className="w-12 text-right font-mono">{value.toFixed(2)}</span>
+    </div>
+  );
+}
+
+function TypeBadge({ isWild }: { isWild: boolean }) {
+  return (
+    <span
+      className={`inline-flex items-center rounded-full border px-2 py-0.5 text-[10px] font-semibold ${
+        isWild
+          ? 'border-amber-300/45 bg-amber-50 text-amber-700 dark:bg-amber-950/20 dark:text-amber-400'
+          : 'border-primary/25 bg-primary/5 text-primary'
+      }`}
+    >
+      {isWild ? '와일드' : '협상'}
+    </span>
+  );
+}
+
+function EmptyRow({ text }: { text: string }) {
+  return (
+    <Typography as="div" variant="small" className="py-10 text-center text-xs text-muted-foreground">
+      {text}
+    </Typography>
+  );
+}
+
+function pct(v: number): string {
+  return `${(v * 100).toFixed(0)}%`;
+}
+
+// 앵커링 값은 천분율(‰) — 목표가에서 이만큼 낮춘 가격이 앵커가가 된다.
+function permille(v: number): string {
+  return `${v.toFixed(1)}‰`;
+}
--- a/negodata/front/src/features/learning/api.ts
+++ b/negodata/front/src/features/learning/api.ts
@ -0,0 +1,51 @@
+import { useGetAnchoringStatus, useGetLearningStatus } from '@/api/generated/learning/learning';
+import type { AnchoringData, LearningData } from './types';
+
+// 생성 API(snake_case·전부 optional) → 화면 타입 매퍼. api/generated 는 수정 금지라 여기서 흡수한다.
+export function useLearningData(): { data: LearningData; isLoading: boolean } {
+  const { data, isLoading } = useGetLearningStatus();
+  const k = data?.kpi ?? {};
+  return {
+    isLoading,
+    data: {
+      learnedSessions: k.learned_sessions ?? 0,
+      records: k.records ?? 0,
+      settledSessions: k.settled_sessions ?? 0,
+      settleRate: k.settle_rate ?? 0,
+      lastLearnedAt: k.last_learned_at ?? null,
+      cards: (data?.cards ?? []).map((c) => ({
+        number: c.number,
+        name: c.name ?? c.number,
+        isWild: c.type === 'wild',
+        usedSessions: c.used_sessions ?? 0,
+        uses: c.uses ?? 0,
+        avgReward: c.avg_reward ?? 0,
+        settleRate: c.settle_rate ?? 0,
+      })),
+    },
+  };
+}
+
+export function useAnchoringData(): { data: AnchoringData; isLoading: boolean } {
+  const { data, isLoading } = useGetAnchoringStatus();
+  return {
+    isLoading,
+    data: {
+      cells: (data?.cells ?? []).map((c) => ({
+        supplierType: c.supplier_type_label ?? '미지정',
+        priceRange: c.price_range_index ?? 0,
+        value: c.anchoring_value ?? 0,
+        adjustedAt: c.last_adjusted_at ?? null,
+      })),
+      history: (data?.history ?? []).map((h) => ({
+        supplierType: h.supplier_type_label ?? '미지정',
+        priceRange: h.price_range_index ?? 0,
+        before: h.value_before ?? 0,
+        after: h.value_after ?? 0,
+        samples: h.sample_count ?? 0,
+        successRate: h.success_rate ?? 0,
+        at: h.created_at ?? null,
+      })),
+    },
+  };
+}
--- a/negodata/front/src/features/learning/types.ts
+++ b/negodata/front/src/features/learning/types.ts
@ -0,0 +1,42 @@
+// 협상 학습 화면 도메인 타입. api/generated(snake_case·전부 optional)를 api.ts 에서 이 형태로 흡수한다.
+
+export type CardRow = {
+  number: string;
+  name: string;
+  isWild: boolean;
+  usedSessions: number; // 이 카드를 쓴 협상 수
+  uses: number; // 총 사용 횟수
+  avgReward: number; // 평균 보상 — 협상 결과로 매겨진 성적
+  settleRate: number; // 이 카드를 쓴 협상의 타결 비율
+};
+
+export type LearningData = {
+  learnedSessions: number;
+  records: number;
+  settledSessions: number;
+  settleRate: number;
+  lastLearnedAt: string | null;
+  cards: CardRow[];
+};
+
+export type AnchorCell = {
+  supplierType: string; // 유통/제조/총판/미지정
+  priceRange: number; // 가격대 구간
+  value: number; // 앵커링 인하폭(‰)
+  adjustedAt: string | null;
+};
+
+export type AnchorHistoryRow = {
+  supplierType: string;
+  priceRange: number;
+  before: number;
+  after: number;
+  samples: number; // 조정 판단에 쓴 협상 표본 수
+  successRate: number;
+  at: string | null;
+};
+
+export type AnchoringData = {
+  cells: AnchorCell[];
+  history: AnchorHistoryRow[];
+};
--- a/negodata/front/src/pages/learning.tsx
+++ b/negodata/front/src/pages/learning.tsx
@ -0,0 +1,63 @@
+import { useState } from 'react';
+import { PageContainer } from '@/components/layout/PageContainer';
+import { Typography } from '@/components/ui/typography';
+import { AnchoringStatusView, CardLearningView } from '@/features/learning/LearningView';
+import { useAnchoringData, useLearningData } from '@/features/learning/api';
+
+// 협상 학습. AI가 협상을 거치며 쌓은 결과를 보는 화면이다.
+//   협상카드 = 어떤 카드가 잘 먹혔는지(강화학습), 앵커링 = 구간별 인하폭이 어떻게 조정됐는지.
+// 두 축은 성격이 달라 탭으로 나눈다 — 각각 한 화면에서 끝나야 훑기 좋다.
+type Tab = 'cards' | 'anchoring';
+
+export default function LearningPage() {
+  const [tab, setTab] = useState<Tab>('cards');
+  const learning = useLearningData();
+  const anchoring = useAnchoringData();
+  const isLoading = tab === 'cards' ? learning.isLoading : anchoring.isLoading;
+
+  return (
+    <PageContainer>
+      <div className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+        <Typography variant="h2">협상 학습</Typography>
+        <div className="flex gap-1 rounded-lg border border-border bg-card p-1">
+          <TabButton active={tab === 'cards'} onClick={() => setTab('cards')}>
+            협상카드
+          </TabButton>
+          <TabButton active={tab === 'anchoring'} onClick={() => setTab('anchoring')}>
+            앵커링
+          </TabButton>
+        </div>
+      </div>
+
+      {isLoading ? (
+        <Typography variant="muted">학습 현황을 불러오는 중…</Typography>
+      ) : tab === 'cards' ? (
+        <CardLearningView data={learning.data} />
+      ) : (
+        <AnchoringStatusView data={anchoring.data} />
+      )}
+    </PageContainer>
+  );
+}
+
+function TabButton({
+  active,
+  onClick,
+  children,
+}: {
+  active: boolean;
+  onClick: () => void;
+  children: React.ReactNode;
+}) {
+  return (
+    <button
+      type="button"
+      onClick={onClick}
+      className={`rounded-md px-3 py-1.5 text-xs font-semibold transition-colors ${
+        active ? 'bg-primary text-primary-foreground' : 'text-muted-foreground hover:bg-muted'
+      }`}
+    >
+      {children}
+    </button>
+  );
+}
--- a/negodata/front/src/types.ts
+++ b/negodata/front/src/types.ts
@ -45,4 +45,4 @@ export interface CardTactic {
  offer_variable?: string; // 제시 가격 변수 명시 지정. 없으면 멘트 파싱(마지막 가격 변수) — 멘트에 있는 변수만 허용
 }

-export type PageType = 'DASHBOARD' | 'STATISTICS' | 'PRODUCTS' | 'PARTNERS' | 'QUOTATION' | 'CARDS' | 'RENEGOTIATION' | 'MEMBERS' | 'SETTINGS' | 'DEV_SETTINGS' | 'DESIGN' | 'NOTIFICATIONS';
+export type PageType = 'DASHBOARD' | 'STATISTICS' | 'LEARNING' | 'PRODUCTS' | 'PARTNERS' | 'QUOTATION' | 'CARDS' | 'RENEGOTIATION' | 'MEMBERS' | 'SETTINGS' | 'DEV_SETTINGS' | 'DESIGN' | 'NOTIFICATIONS';