talentpool filter workds

backend/employment_agent/decorators.py

@@ -60,6 +60,7 @@ def clamp_in_resume(key,sentinel):
 
 
 def _clean_linkedin(value,resume_text):
+    """Keep a LinkedIn URL only when the CV evidences it. Sentinel / invented → None."""
     url=(value or "").strip()
     if not url or url.lower() in (NO_LINKEDIN.lower(),"none","null","n/a","-"):
         return None
@@ -70,7 +71,19 @@ def _clean_linkedin(value,resume_text):
         return None
     if not lowered.startswith("http://") and not lowered.startswith("https://"):
         url="https://"+url.lstrip("/")
-    return url
+    text=(resume_text or "").strip()
+    if not text:
+        return url
+    from linkedin_utils import slug_from_url,slugs_from_text
+    agent_slug=slug_from_url(url)
+    if agent_slug:
+        return url if agent_slug in slugs_from_text(text) else None
+    if "lnkd.in" in lowered:
+        from linkedin_utils import profile_url_from_text
+        evidenced=profile_url_from_text(text)
+        if evidenced and "lnkd.in" in evidenced.lower():
+            return evidenced
+    return None
 
 
 def _clean_phone(value,resume_text):

backend/employment_agent/prompt.py

@@ -39,6 +39,7 @@ linkedin_url (its own key — extract this separately from the other fields):
 - Copy the full slug. Never drop a trailing path segment.
 - Do not return a company page (linkedin.com/company/...), a search URL, or a URL that is not LinkedIn.
 - Do not invent a profile. If none is mentioned, return exactly: {NO_LINKEDIN}
+- Never guess a slug or construct linkedin.com/in/<name> from the candidate's name. The stored value will be null when this sentinel is returned.
 
 phone (its own key — extract this separately; copy EVERY digit):
 - Return the candidate's own mobile / phone exactly as written, including country code when present.

backend/job/app.py

@@ -2,7 +2,7 @@ from fastapi import APIRouter,Depends,Query,Response
 from fastapi.responses import FileResponse,JSONResponse
 from fastapi import HTTPException
 from db_setup import get_session
-from job.candidate.views import CandidateScoring,FileRead,CandidateView
+from job.candidate.views import CandidateScoring,FileRead,CandidateView,parse_linkedin_url_from_cv
 from job.interviews.views import Interview
 from job.notes.views import Note
 from job.activity.views import ActivityLog
@@ -33,6 +33,11 @@ logger = logging.getLogger(__name__)
 router = APIRouter()
 
 
+class MatchingAssign(BaseModel):
+    id: UUID
+    job_post_id: UUID | None = None
+
+
 class CandidateUpdate(BaseModel):
     favorite: bool | None = None
     rating: float | None = None
@@ -297,6 +302,7 @@ async def cv_bank_upload(
         parsed=await reader.injest_manual_upload()   # 400 on unreadable/empty PDF
         text=parsed.get("text") or ""
         detected,_=extract_candidate_email(text)
+        parsed_linkedin=await parse_linkedin_url_from_cv(text)
         # Basename against both separator styles — a Windows client sends
         # C:\Users\x\cv.pdf whose PosixPath name is the whole string.
         original=PurePosixPath(PureWindowsPath(file.filename or "resume.pdf").name).name or "resume.pdf"
@@ -308,6 +314,7 @@ async def cv_bank_upload(
             file_name=original,
             created_by=current_user.get("id"),
             pdf_bytes=content,
+            linkedin_url=parsed_linkedin,
         )
         try:
             uploaded=S3().upload_for_record(
@@ -332,6 +339,7 @@ async def cv_bank_upload(
             "file_name":row.file_name,
             "file_path":row.file_path or None,
             "candidate_email":row.candidate_email or None,
+            "linkedin_url":row.linkedin_url or None,
             "created_at":row.created_at.isoformat() if row.created_at else None,
         },"status_code":200})
     except HTTPException:
@@ -359,6 +367,7 @@ async def cv_bank_fetch(
             "file_path":(r.file_path or "").strip() or None,
             "candidate_email":r.candidate_email or None,
             "candidate_name":r.candidate_name or None,
+            "linkedin_url":r.linkedin_url or None,
             "created_at":r.created_at.isoformat() if r.created_at else None,
         } for r in rows]
         return JSONResponse(content={"data":data,"total":total,"status_code":200})
@@ -423,6 +432,61 @@ async def cv_bank_delete(
         raise HTTPException(status_code=500,detail=str(e))
 
 
+@router.get("/candidate/matching/fetch")
+async def matching_fetch(
+    top: int = Query(10, ge=1, le=500),
+    skip: int = Query(0, ge=0),
+    assigned: bool | None = Query(default=None),
+    search: str | None = Query(default=None),
+    current_user: dict = Depends(require_permission(PermissionTag.CANDIDATES_VIEW)),
+    session: AsyncSession = Depends(get_session),
+):
+    """Job Matching queue: CV Import 'No job' rows (apply_via=cv_bank)."""
+    try:
+        service=CandidateView(session=session)
+        data,total=await service.list_matching(
+            assigned=assigned,search=search,limit=top,offset=skip,
+        )
+        return JSONResponse(content={"data":data,"total":total,"status_code":200})
+    except HTTPException:
+        raise
+    except Exception as e:
+        raise HTTPException(status_code=500,detail=str(e))
+
+
+@router.get("/candidate/matching/fetch_by_id")
+async def matching_fetch_by_id(
+    id: str = Query(...),
+    current_user: dict = Depends(require_permission(PermissionTag.CANDIDATES_VIEW)),
+    session: AsyncSession = Depends(get_session),
+):
+    try:
+        service=CandidateView(session=session)
+        data=await service.get_matching(id)
+        return JSONResponse(content={"data":data,"total":1,"status_code":200})
+    except HTTPException:
+        raise
+    except Exception as e:
+        raise HTTPException(status_code=500,detail=str(e))
+
+
+@router.post("/candidate/matching/assign")
+async def matching_assign(
+    payload: MatchingAssign,
+    current_user: dict = Depends(require_permission(PermissionTag.CANDIDATES_EDIT)),
+    session: AsyncSession = Depends(get_session),
+):
+    """Set job_post_id on a CV-bank row — it then joins like any manual upload."""
+    try:
+        service=CandidateView(session=session)
+        data=await service.assign_matching(payload.id,payload.job_post_id,current_user.get("id"))
+        return JSONResponse(content={"data":data,"status_code":200})
+    except HTTPException:
+        raise
+    except Exception as e:
+        raise HTTPException(status_code=500,detail=str(e))
+
+
 @router.post("/candidate/inbox-match")
 async def candidate_inbox_match(
     inbox_message_id: str = Query(...),

backend/job/candidate/models.py

@@ -380,25 +380,27 @@ class Manual_UPLOAD_CANDIDATE(SQLModel, table=True):
         return out
 
     # ---- CV bank -----------------------------------------------------------
-    # apply_via="cv_bank" rows are a private store of CVs with NO job, NO user
+    # apply_via="cv_bank" marks origin: the CV Import "No job" tab. Unassigned
-    # account and NO inbox entry — deliberately invisible to Candidates,
+    # rows (job_post_id IS NULL) are the bank; Job Matching assigns a job_post_id
-    # Pipeline (whose list inner-joins Users/JobPosts) and the Inbox. They wait
+    # (and a user account) so get_all's Users/JobPosts inner joins pick them up
-    # until a recruiter picks them up; email is captured only when the CV
+    # as normal applications. apply_via stays "cv_bank" so Matching can still
-    # contains one.
+    # list them. No inbox entry.
 
     @classmethod
     async def insert_bank_cv(cls, session: AsyncSession, *, candidate_email,
                              candidate_name, full_text, file_name,
                              created_by, pdf_bytes,
-                             content_type="application/pdf"):
+                             content_type="application/pdf",
+                             linkedin_url=None):
         """Bank a CV: metadata row + its bytes (cv_bank_files) in one commit.
         file_path is filled after S3 upload under Temp/{id}/ (see cv_bank_upload).
 
-        When the CV carries an email, the candidate ACCOUNT is created/reused
+        linkedin_url is the employment-agent extraction (None when the CV has
-        (same pattern as create_manual_upload_candidate) so the person shows
+        none — never a constructed slug). When the CV carries an email, the
-        up on the Candidates screen; unlike an application there is still no
+        candidate ACCOUNT is created/reused so the person shows up on the
-        inbox entry, no scoring, and no setup email. A CV with no detectable
+        Candidates screen; unlike an application there is still no inbox entry,
-        email banks fine and simply stays account-less."""
+        no scoring, and no setup email. A CV with no detectable email banks
+        fine and simply stays account-less."""
         import os
 
         from role.models import EnumRoles, Roles
@@ -427,12 +429,21 @@ class Manual_UPLOAD_CANDIDATE(SQLModel, table=True):
                 user.is_active = True
                 session.add(user)
 
+        url = (linkedin_url or "").strip() or None
+        if url:
+            linkedin_slug = slug_from_url(url) or NO_SLUG
+        else:
+            linkedin_slug = primary_slug_from_text(full_text or "")
+        if user and url:
+            await Users.set_linkedin_url_if_empty(session, user_id=user.id, url=url)
+
         row = cls(
             candidate_email=email,
             candidate_name=(candidate_name or "").strip() or (email or ""),
             job_post_id=None,
             full_text=full_text or "",
-            linkedin_slug=primary_slug_from_text(full_text or ""),
+            linkedin_slug=linkedin_slug,
+            linkedin_url=url,
             apply_via="cv_bank",
             user_id=user.id if user else None,
             created_by=cls._as_uuid(created_by),
@@ -455,14 +466,16 @@ class Manual_UPLOAD_CANDIDATE(SQLModel, table=True):
 
     @classmethod
     async def list_bank(cls, session: AsyncSession, limit=100, offset=0):
+        """Unassigned No-job CVs only — assigned rows leave the bank for Matching."""
+        bank = (cls.apply_via == "cv_bank", cls.job_post_id.is_(None))
         total = (
             await session.execute(
-                select(func.count()).select_from(cls).where(cls.apply_via == "cv_bank")
+                select(func.count()).select_from(cls).where(*bank)
             )
         ).scalar() or 0
         result = await session.execute(
             select(cls)
-            .where(cls.apply_via == "cv_bank")
+            .where(*bank)
             .order_by(cls.created_at.desc(), cls.id.desc())
             .limit(limit)
             .offset(offset)
@@ -470,12 +483,104 @@ class Manual_UPLOAD_CANDIDATE(SQLModel, table=True):
         return list(result.scalars().all()), total
 
     @classmethod
-    async def delete_bank_cv(cls, session: AsyncSession, record_id):
+    async def list_matching(cls, session: AsyncSession, *, assigned=None,
-        """Hard delete, bank rows only — never reachable for application rows.
+                            search=None, limit=100, offset=0):
-        The cv_bank_files row goes with it via ON DELETE CASCADE."""
+        """No-job-tab origin (`apply_via=cv_bank`). `assigned` is tri-valued:
+        None = all, False = still in the bank, True = job_post_id set."""
+        filters = [cls.apply_via == "cv_bank"]
+        if assigned is True:
+            filters.append(cls.job_post_id.is_not(None))
+        elif assigned is False:
+            filters.append(cls.job_post_id.is_(None))
+        if search and str(search).strip():
+            like = f"%{str(search).strip()}%"
+            filters.append(or_(
+                cls.candidate_name.ilike(like),
+                cls.candidate_email.ilike(like),
+                cls.file_name.ilike(like),
+            ))
+        total = (
+            await session.execute(
+                select(func.count()).select_from(cls).where(*filters)
+            )
+        ).scalar() or 0
+        result = await session.execute(
+            select(cls)
+            .where(*filters)
+            .order_by(cls.created_at.desc(), cls.id.desc())
+            .limit(limit)
+            .offset(offset)
+        )
+        return list(result.scalars().all()), total
+
+    @classmethod
+    async def _ensure_bank_user(cls, session: AsyncSession, row):
+        """Candidate USER so get_all / Candidates can see the row after assign.
+        insert_user commits; caller must reload `row` afterwards."""
+        if row.user_id:
+            return None
+        import os
+
+        from role.models import EnumRoles, Roles
+        from users.models import Users
+        from users.plugins import hash_password
+
+        email = (row.candidate_email or "").strip().lower()
+        if not email:
+            email = f"cvbank-{row.id.hex}@no-email.local"
+        user = await Users.get_user_by_email(session, email)
+        if not user:
+            role = await Roles.get_role_by_name(session, EnumRoles.CANDIDATE.value)
+            name = (row.candidate_name or "").strip() or (row.file_name or "").strip() or email
+            user = await Users.insert_user(session, {
+                "name": name,
+                "email": email,
+                "role_id": role.id if role else 8,
+                "password": hash_password(os.getenv("DEFAULT_CANDIDATE_PASSWORD", "Utopia!@#")),
+                "is_active": True,
+                "is_approved": True,
+                "is_deleted": False,
+            })
+        elif user.is_deleted or not user.is_active:
+            user.is_deleted = False
+            user.is_active = True
+            session.add(user)
+        return user
+
+    @classmethod
+    async def assign_job_post(cls, session: AsyncSession, record_id, job_post_id):
+        """Set job_post_id on a CV-bank row. None unassigns (back to the bank).
+        Origin apply_via stays cv_bank. Creates/reuses a candidate user so the
+        row joins like any other manual_upload_candidate application."""
         row = await cls.get_by_id(session, record_id)
         if not row or row.apply_via != "cv_bank":
             return None
+        jid = cls._as_uuid(job_post_id) if job_post_id not in (None, "") else None
+        user = await cls._ensure_bank_user(session, row)
+        row = await cls.get_by_id(session, record_id)
+        if not row:
+            return None
+        if user is not None:
+            row.user_id = user.id
+            if not (row.candidate_email or "").strip() and user.email:
+                row.candidate_email = user.email
+            if not (row.candidate_name or "").strip() and user.name:
+                row.candidate_name = user.name
+        row.job_post_id = jid
+        row.status = "PENDING" if jid else "BANKED"
+        row.updated_at = _now()
+        session.add(row)
+        await session.commit()
+        await session.refresh(row)
+        return row
+
+    @classmethod
+    async def delete_bank_cv(cls, session: AsyncSession, record_id):
+        """Hard delete unassigned bank rows only — assigned rows are applications.
+        The cv_bank_files row goes with it via ON DELETE CASCADE."""
+        row = await cls.get_by_id(session, record_id)
+        if not row or row.apply_via != "cv_bank" or row.job_post_id is not None:
+            return None
         file_row = await CvBankFiles.get(session, row.id)
         if file_row:
             await session.delete(file_row)

backend/job/candidate/serializers.py

@@ -41,6 +41,28 @@ def serialize_candidate(row) -> dict:
     }
 
 
+def serialize_matching_candidate(row, job_post=None) -> Dict[str,Any]:
+    """CV-bank origin row for Job Matching. assigned_job_post_id is job_posts.id."""
+    name=(row.candidate_name or "").strip() or (row.candidate_email or "").strip() or (row.file_name or "").strip() or "Unknown"
+    job_payload=serialize_job_post(job_post) if job_post else None
+    return {
+        "id":str(row.id),
+        "name":name,
+        "email":(row.candidate_email or "").strip() or None,
+        "file_name":(row.file_name or "").strip() or None,
+        "file_path":(row.file_path or "").strip() or None,
+        "resume_text":row.full_text or None,
+        "linkedin_url":row.linkedin_url or None,
+        "apply_via":row.apply_via,
+        "status":row.status or None,
+        "user_id":str(row.user_id) if row.user_id else None,
+        "assigned_job_post_id":str(row.job_post_id) if row.job_post_id else None,
+        "assigned_job_post":job_payload,
+        "created_at":row.created_at.isoformat() if row.created_at else None,
+        "updated_at":row.updated_at.isoformat() if row.updated_at else None,
+    }
+
+
 def serialize_manual_upload_candidate(row) -> Dict[str,Any]:
     return {
         "id":str(row.id) if row.id else None,

backend/job/candidate/views.py

@@ -26,7 +26,7 @@ from job.candidate.plugins import (
     get_scoring_settings,
     normalize_spaced_text,
 )
-from job.candidate.serializers import serialize_candidate,serialize_candidate_profile,serialize_manual_candidate_profile,serialize_manual_upload_candidate
+from job.candidate.serializers import serialize_candidate,serialize_candidate_profile,serialize_manual_candidate_profile,serialize_manual_upload_candidate,serialize_matching_candidate
 from job.job_post.models import JobPosts
 from job.job_post.serializers import serialize_job_post
 from job.candidate.models import Notes,Manual_UPLOAD_CANDIDATE
@@ -46,7 +46,7 @@ MANUAL_UPLOAD_TO_ADDRESS=os.getenv(
 
 
 async def parse_linkedin_url_from_cv(resume_text) -> str | None:
-    """Employment-agent `linkedin_url` key from parsed CV text. None if absent or the call fails."""
+    """Employment-agent `linkedin_url` from CV text. None if absent, sentinel, invented, or the call fails."""
     text=(resume_text or "").strip()
     if not text:
         return None
@@ -1088,3 +1088,52 @@ class CandidateView:
             raise HTTPException(status_code=404,detail="Not found")
         name=(entry.get("name") or path.name).strip() or path.name
         return path,name
+
+    async def list_matching(self,assigned=None,search=None,limit=10,offset=0):
+        rows,total=await Manual_UPLOAD_CANDIDATE.list_matching(
+            self.session,assigned=assigned,search=search,limit=limit,offset=offset,
+        )
+        job_ids=[str(r.job_post_id) for r in rows if r.job_post_id]
+        posts=await JobPosts.get_by_ids(self.session,job_ids,active_only=False) if job_ids else []
+        by_id={str(p.id):p for p in posts}
+        data=[
+            serialize_matching_candidate(r,by_id.get(str(r.job_post_id)) if r.job_post_id else None)
+            for r in rows
+        ]
+        return data,total
+
+    async def get_matching(self,record_id):
+        row=await Manual_UPLOAD_CANDIDATE.get_by_id(self.session,record_id)
+        if not row or row.apply_via!="cv_bank":
+            raise HTTPException(status_code=404,detail="CV not found")
+        job_post=None
+        if row.job_post_id:
+            job_post=await JobPosts.get_job_post_by_id(self.session,str(row.job_post_id))
+        return serialize_matching_candidate(row,job_post)
+
+    async def assign_matching(self,record_id,job_post_id,current_user=None):
+        row=await Manual_UPLOAD_CANDIDATE.get_by_id(self.session,record_id)
+        if not row or row.apply_via!="cv_bank":
+            raise HTTPException(status_code=404,detail="CV not found")
+        job_post=None
+        if job_post_id not in (None,""):
+            job_post=await JobPosts.get_job_post_by_id(self.session,str(job_post_id))
+            if not job_post or job_post.is_deleted:
+                raise HTTPException(status_code=404,detail="Job post not found")
+        was_unassigned=row.job_post_id is None
+        row=await Manual_UPLOAD_CANDIDATE.assign_job_post(self.session,record_id,job_post_id)
+        if not row:
+            raise HTTPException(status_code=404,detail="CV not found")
+        if job_post is None and row.job_post_id:
+            job_post=await JobPosts.get_job_post_by_id(self.session,str(row.job_post_id))
+        if was_unassigned and row.job_post_id and row.user_id:
+            title=(job_post.title if job_post else "") or str(row.job_post_id)
+            await HistoryRecorder(self.session).record(
+                HistoryEvent.CANDIDATE_CREATED.value,
+                actor_id=current_user,user_id=row.user_id,
+                manual_upload_candidate_id=row.id,
+                entity_type="manual_upload_candidate",entity_id=row.id,
+                to_value=title,
+                description="cv_bank",commit=True,
+            )
+        return serialize_matching_candidate(row,job_post)

backend/job/job_post/serializers.py

@@ -2,6 +2,8 @@ def serialize_job_post(row) -> dict:
     return {
         "id": str(row.id),
         "title": row.title,
+        # Talent Pool / candidate filters key off attached job_posts.department.
+        "department": row.department or None,
         "employment_type": row.employment_type,
         "location": row.location,
         "experience_min": row.experience_min,
@@ -31,8 +33,8 @@ def serialize_job_row(row, *, recruiter_name=None, applicant_count=0) -> dict:
     """Requisition view of a job post, for the Jobs screen.
 
     Deliberately separate from serialize_job_post: that payload is shared by the
-    inbox, candidate and matching paths, and widening it would change five
+    inbox, candidate and matching paths. department is the one shared field —
-    response shapes at once.
+    talent-pool filters key off it on attached job_posts.
     """
     return {
         "id": str(row.id),

frontend/src/api/candidates.js

@@ -92,6 +92,34 @@ export function viewCvBankCv(id) {
   })
 }
 
+/**
+ * Job Matching queue — CV Import "No job" rows (`apply_via=cv_bank`).
+ * Needs candidates.view. `assigned` is tri-valued: omit for all, false for
+ * still in the bank, true for rows that already have a job_post_id.
+ */
+export function listMatching({ search, top = 10, skip = 0, assigned } = {}) {
+  return request('/candidate/matching/fetch', {
+    params: { search, top, skip, assigned },
+  })
+}
+
+/** One matching row by manual_upload_candidate id. Needs candidates.view. */
+export function getMatching(id) {
+  return request('/candidate/matching/fetch_by_id', { params: { id } })
+}
+
+/**
+ * Link (or unlink) a job post on a CV-bank row. Needs candidates.edit.
+ * After assign the row has job_post_id + user_id and Pipeline/Candidates
+ * fetch it like any other manual_upload_candidate.
+ */
+export function assignMatchingJob(id, jobPostId) {
+  return request('/candidate/matching/assign', {
+    method: 'POST',
+    body: { id, job_post_id: jobPostId },
+  })
+}
+
 /**
  * Score the decoded attachments of inbox messages against a job post.
  * Needs candidates.create. messageIds are inbox_messages PK uuids (the `id`

frontend/src/app/routes.js

@@ -18,7 +18,7 @@ export const ROUTES = [
   // --- Workspace ---
   { path: 'dashboard', title: 'Dashboard', icon: 'dashboard', group: 'Workspace', permission: 'dashboard.view' },
   { path: 'inbox', title: 'Recruitment Inbox', icon: 'inbox', group: 'Workspace', permission: 'inbox.view', badge: 'inbox' },
-  { path: 'matching', title: 'Job Matching', icon: 'target', group: 'Workspace', permission: 'inbox.view', badge: 'matching' },
+  { path: 'matching', title: 'Job Matching', icon: 'target', group: 'Workspace', permission: 'candidates.view', badge: 'matching' },
   { path: 'jobs', title: 'Jobs', icon: 'briefcase', group: 'Workspace', permission: 'jobs.view', badge: 'jobs' },
   { path: 'candidates', title: 'Candidates', icon: 'users', group: 'Workspace', permission: 'candidates.view' },
   { path: 'talentpool', title: 'Talent Pool', icon: 'talent', group: 'Workspace', permission: 'candidates.view' },

frontend/src/app/useShell.js

@@ -4,6 +4,7 @@ import { useCallback, useEffect, useRef, useState } from 'react'
 import { useQuery } from '@tanstack/react-query'
 import { qk } from '../lib/queryKeys'
 import * as inboxApi from '../api/inbox'
+import * as candidatesApi from '../api/candidates'
 import * as tasksApi from '../api/tasks'
 import * as jobsApi from '../api/jobs'
 import * as notificationsApi from '../api/notifications'
@@ -94,15 +95,19 @@ export function useHotkeys({ onEscape }) {
  * that every mutating call site had to remember to call; these are derived, so
  * completing a task updates the badge with no call site involved at all.
  *
- * `matching` is the unassigned applications queue — the one number Job Matching
+ * `matching` is the unassigned CV-bank queue — CVs imported with No job that
- * exists to drive to zero.
+ * still have no job_post_id. Job Matching exists to drive that number to zero.
  */
 export function useBadges() {
   const { data: matchingTotal = 0 } = useQuery({
-    queryKey: qk.mailbox.assignments({ assigned: false }),
+    queryKey: qk.candidates.matching({ assigned: false, count: true }),
     queryFn: async () => {
-      const res = await inboxApi.listApplications({ assigned: false, top: 1 })
+      try {
-      return res?.total ?? 0
+        const res = await candidatesApi.listMatching({ assigned: false, top: 1 })
+        return res?.total ?? 0
+      } catch {
+        return 0
+      }
     },
   })
   const { data: tasksTotal = 0 } = useQuery({

frontend/src/lib/queryKeys.js

@@ -92,6 +92,8 @@ export const qk = {
     count: (p = {}) => ['candidates', 'count', p],
     detail: (id) => ['candidates', 'detail', id],
     history: (id, p = {}) => ['candidates', 'history', id, p],
+    matching: (p = {}) => ['candidates', 'matching', p],
+    matchingDetail: (id) => ['candidates', 'matching', 'detail', id],
   },
   // Board rows come from the same endpoint as qk.candidates.list but are cached
   // MAPPED (kanban cards, not the raw envelope), so they need their own key —

frontend/src/screens/CvImport.jsx

@@ -349,9 +349,8 @@ export default function CvImport() {
   )
 }
 
-/* The stored-CV bank — a private store with no job, account or inbox entry.
+   /* The stored-CV bank — CVs imported with No job. Unassigned rows live here;
-   This list is the bank's home: browse, download, or remove; picking a CV up
+   assigning a job in Job Matching sets job_post_id and they leave this list. */
-   for a job later is a future action. */
 function CvBank() {
   const { toast } = useToast()
   const qc = useQueryClient()
@@ -432,6 +431,11 @@ function CvBank() {
                 {r.candidate_email || 'No email detected'}
                 {r.created_at ? ` · added ${new Date(r.created_at).toLocaleDateString()}` : ''}
               </div>
+              {r.linkedin_url ? (
+                <div className="cell-sub" style={{ marginTop: 2 }}>
+                  <a href={r.linkedin_url} target="_blank" rel="noopener noreferrer">{r.linkedin_url}</a>
+                </div>
+              ) : null}
               {r.file_path ? (
                 <div className="cell-sub truncate" title={r.file_path} style={{ marginTop: 2 }}>
                   {r.file_path}

frontend/src/screens/Matching.jsx

@@ -1,18 +1,16 @@
 /* ============================================================
-   Job Matching — assign each inbound application to exactly one job post.
+   Job Matching — assign a job post to CVs stored with "No job"
+   (CV Import → CV bank, apply_via=cv_bank on manual_upload_candidate).
 
-   Queue layout mirrors Inbox (Tabs over a .split). Page size defaults to 10;
+   Needs assignment: job_post_id is null. Assign writes job_post_id (and a
-   skip = (page-1)*limit, same as Inbox. The AI's suggested_job_post_ids land
+   candidate user) so Pipeline / Candidates fetch the row like any other
-   here as a radiogroup; Assign writes assigned_job_post_id. Nothing is
+   manual upload. Assigned tab is the same origin with a job already linked.
-   marked read — that stays Inbox's job so this page cannot silently move the
-   inbox nav badge.
    ============================================================ */
 
 import { useEffect, useMemo, useState } from 'react'
 import { useSearchParams } from 'react-router-dom'
 import { useMutation, useQuery, useQueryClient } from '@tanstack/react-query'
 
-import EmailBody, { looksLikeHtml } from '../ui/EmailBody'
 import OpenResumeButton from '../ui/OpenResumeButton'
 import PageHeader from '../ui/PageHeader'
 import { Tabs } from '../ui/Tabs'
@@ -23,34 +21,26 @@ import { useToast } from '../ui/Toast'
 import { useAuth } from '../auth/AuthContext'
 import { qk } from '../lib/queryKeys'
 import { friendlyAuthError } from '../lib/errors'
-import * as inboxApi from '../api/inbox'
+import * as candidatesApi from '../api/candidates'
 import * as jobPostsApi from '../api/jobPosts'
 import * as s3Api from '../api/s3'
-import {
+import { avatarColor, fmtDate, initials as initialsOf } from '../data/seed'
-  avatarColor, fmtDate, initials as initialsOf, inboxSources, sourceMeta,
-} from '../data/seed'
 
 const TABS = [
   { key: 'needs', label: 'Needs assignment' },
   { key: 'assigned', label: 'Assigned' },
-  { key: 'none', label: 'No suggestions' },
   { key: 'all', label: 'All' },
 ]
 
 const TAB_FILTERS = {
   needs: { assigned: false },
   assigned: { assigned: true },
-  none: { assigned: false, noSuggestions: true },
   all: {},
 }
 
-/** Same cap as GET /inbox/all-applications `top`. */
 const PAGE_SIZE_MAX = 500
 
-const RESUME_STATUS = {
+const CV_BANK_META = { icon: 'file', color: 'var(--c2)', channel: 'Upload' }
-  processing: 'Parsing', matched: 'Parsed', no_text: 'Failed',
-  failed: 'Failed', dlq: 'Failed', skipped: 'Pending',
-}
 
 function parseDate(value) {
   if (!value) return null
@@ -58,13 +48,39 @@ function parseDate(value) {
   return Number.isNaN(d.getTime()) ? null : d
 }
 
-function sourceFrom(messageTo) {
+function mapRow(row) {
-  const raw = typeof messageTo === 'string' ? messageTo.trim() : String(messageTo ?? '').trim()
+  const name = row.name || row.email || row.file_name || 'Unknown'
-  if (!raw || raw === '[object Object]') return { source: 'Unknown', sourceMeta: null }
+  return {
-  const flat = raw.toLowerCase().replace(/[^a-z]/g, '')
+    id: String(row.id),
-  const hit = inboxSources.find((s) => flat.includes(s.toLowerCase().replace(/[^a-z]/g, '')))
+    name,
-  if (hit) return { source: hit, sourceMeta: sourceMeta[hit] }
+    initials: initialsOf(name),
-  return { source: raw.split(',')[0].trim(), sourceMeta: null }
+    color: avatarColor(name),
+    email: row.email || '',
+    position: row.file_name || 'CV bank',
+    source: 'CV bank',
+    sourceMeta: CV_BANK_META,
+    received: parseDate(row.created_at),
+    resumeText: row.resume_text || '',
+    filePath: row.file_path || '',
+    assignedId: row.assigned_job_post_id ? String(row.assigned_job_post_id) : null,
+    assignedPost: row.assigned_job_post || null,
+    status: row.status || null,
+    userId: row.user_id || null,
+    linkedinUrl: row.linkedin_url || null,
+  }
+}
+
+async function fetchQueue(params) {
+  const res = await candidatesApi.listMatching(params)
+  const rows = Array.isArray(res?.data) ? res.data : []
+  return { rows: rows.map(mapRow), total: res?.total ?? rows.length }
+}
+
+async function fetchDetail(recordId) {
+  const res = await candidatesApi.getMatching(recordId)
+  const row = res?.data
+  if (!row) return null
+  return mapRow(row)
 }
 
 function SourceChip({ item }) {
@@ -76,106 +92,18 @@ function SourceChip({ item }) {
   )
 }
 
-function htmlToText(value) {
-  const raw = (value || '').trim()
-  if (!raw) return ''
-  if (!/<[a-z!/]/i.test(raw)) return raw
-  const withBreaks = raw
-    .replace(/<br\s*\/?>/gi, '\n')
-    .replace(/<\/(p|div|li|tr|h[1-6]|blockquote|table)\s*>/gi, '\n')
-  const doc = new DOMParser().parseFromString(withBreaks, 'text/html')
-  doc.querySelectorAll('script, style, head').forEach((n) => n.remove())
-  return (doc.body?.textContent || '').replace(/[ \t]+\n/g, '\n').replace(/\n{3,}/g, '\n\n').trim()
-}
-
-function mapApplication(row) {
-  const name = row.name || row.email || 'Unknown'
-  return {
-    id: String(row.id),
-    name,
-    initials: initialsOf(name),
-    color: avatarColor(name),
-    email: row.email || '',
-    position: row.position || '(no subject)',
-    ...sourceFrom(row.source),
-    received: parseDate(row.received),
-    unread: Boolean(row.unread),
-    processing: row.processing || 'Unread',
-    resumeStatus: row.resume_status || RESUME_STATUS[row.match_status] || 'Pending',
-    resumeText: row.resume_text || '',
-    filePath: row.file_path || '',
-    suggestedIds: Array.isArray(row.suggested_job_post_ids)
-      ? row.suggested_job_post_ids.map(String)
-      : [],
-    assignedId: row.assigned_job_post_id ? String(row.assigned_job_post_id) : null,
-    matchStatus: row.match_status || null,
-    matchSummary: row.match_summary || '',
-    matchReasoning: row.match_reasoning || '',
-    matchError: row.match_error || '',
-    matchedAt: parseDate(row.matched_at),
-  }
-}
-
-async function fetchApplications(params) {
-  const res = await inboxApi.listApplications(params)
-  const rows = Array.isArray(res?.data) ? res.data : []
-  return { rows: rows.map(mapApplication), total: res?.total ?? rows.length }
-}
-
-async function fetchDetail(recordId) {
-  const res = await inboxApi.getMessage(recordId)
-  const row = res?.data
-  if (!row) return null
-  const name = row.sender_name || row.fromEmail || 'Unknown'
-  return {
-    id: String(row.id),
-    name,
-    initials: initialsOf(name),
-    color: avatarColor(name),
-    email: row.fromEmail || '',
-    position: row.subject || '(no subject)',
-    // Same value as `position`, kept under its own name: the email panel renders
-    // it as a mail header, not as the candidate's role.
-    subject: row.subject || '',
-    ...sourceFrom(row.message_to),
-    body: htmlToText(row.body),
-    // Kept raw for the HTML viewer; `body` stays as the plain-text fallback for
-    // mail that never had markup. EmailBody sanitises before rendering.
-    bodyHtml: row.body || '',
-    resumeText: row.resume_text || '',
-    files: Array.isArray(row.files) ? row.files : [],
-    filePath: row.file_path || '',
-    resumeStatus: RESUME_STATUS[row.match_status] ?? 'Pending',
-    processing: row.unread ? 'Unread' : 'Read',
-    suggestedIds: (row.suggested_job_post_ids || []).map(String),
-    suggestedPosts: Array.isArray(row.suggested_job_posts) ? row.suggested_job_posts : [],
-    assignedId: row.assigned_job_post_id ? String(row.assigned_job_post_id) : null,
-    assignedPost: row.assigned_job_post || null,
-    matchStatus: row.match_status || null,
-    matchSummary: row.match_summary || '',
-    matchReasoning: row.match_reasoning || '',
-    matchError: row.match_error || '',
-    matchedAt: parseDate(row.matched_at),
-  }
-}
-
 function AssignmentBadge({ item, titleById }) {
-  if (item.matchStatus === 'processing') {
-    return <Badge className="b-gray">Matching…</Badge>
-  }
   if (item.assignedId) {
-    const title = titleById.get(item.assignedId) || 'Assigned'
+    const title = titleById.get(item.assignedId) || item.assignedPost?.title || 'Assigned'
     return <Badge className="b-green">{title}</Badge>
   }
-  const n = item.suggestedIds.length
+  return <Badge className="b-amber">No job</Badge>
-  if (n > 0) return <Badge className="b-blue">{n} suggested</Badge>
-  return <Badge className="b-amber">No match</Badge>
 }
 
 export default function Matching() {
   const { toast } = useToast()
   const { can } = useAuth()
-  const canEdit = can('inbox.edit')
+  const canEdit = can('candidates.edit')
   const qc = useQueryClient()
   const [searchParams, setSearchParams] = useSearchParams()
   const deepLink = searchParams.get('record')
@@ -188,7 +116,6 @@ export default function Matching() {
   const [selection, setSelection] = useState(null)
   const [manualPost, setManualPost] = useState(null)
   const [showPicker, setShowPicker] = useState(false)
-  const [whyOpen, setWhyOpen] = useState(false)
 
   const tabFilter = TAB_FILTERS[tab] ?? {}
   const listParams = useMemo(() => ({
@@ -199,25 +126,21 @@ export default function Matching() {
   }), [tabFilter, page, pageSize, q])
 
   const listQuery = useQuery({
-    queryKey: qk.mailbox.assignments({ ...listParams, tab }),
+    queryKey: qk.candidates.matching({ ...listParams, tab }),
-    queryFn: () => fetchApplications(listParams),
+    queryFn: () => fetchQueue(listParams),
   })
 
   const needsCount = useQuery({
-    queryKey: qk.mailbox.assignments({ assigned: false, count: true }),
+    queryKey: qk.candidates.matching({ assigned: false, count: true }),
-    queryFn: async () => (await inboxApi.listApplications({ assigned: false, top: 1 }))?.total ?? 0,
+    queryFn: async () => (await candidatesApi.listMatching({ assigned: false, top: 1 }))?.total ?? 0,
   })
   const assignedCount = useQuery({
-    queryKey: qk.mailbox.assignments({ assigned: true, count: true }),
+    queryKey: qk.candidates.matching({ assigned: true, count: true }),
-    queryFn: async () => (await inboxApi.listApplications({ assigned: true, top: 1 }))?.total ?? 0,
+    queryFn: async () => (await candidatesApi.listMatching({ assigned: true, top: 1 }))?.total ?? 0,
   })
   const allCount = useQuery({
-    queryKey: qk.mailbox.assignments({ count: true }),
+    queryKey: qk.candidates.matching({ count: true }),
-    queryFn: async () => (await inboxApi.listApplications({ top: 1 }))?.total ?? 0,
+    queryFn: async () => (await candidatesApi.listMatching({ top: 1 }))?.total ?? 0,
-  })
-  const noneCountQuery = useQuery({
-    queryKey: qk.mailbox.assignments({ kind: 'none', count: true }),
-    queryFn: async () => (await inboxApi.listApplications({ assigned: false, noSuggestions: true, top: 1 }))?.total ?? 0,
   })
 
   const rows = listQuery.data?.rows ?? []
@@ -226,13 +149,10 @@ export default function Matching() {
   const pages = Math.max(1, Math.ceil(total / pageSize))
   const currentPage = Math.min(page, pages)
 
-  const noneCount = noneCountQuery.data ?? 0
-
   useEffect(() => {
     if (listQuery.isSuccess && page > pages) setPage(pages)
   }, [listQuery.isSuccess, page, pages])
 
-  // Preselect deep link once, then clear the query so refresh doesn't re-pin.
   useEffect(() => {
     if (!deepLink) return undefined
     setSelectedId(deepLink)
@@ -241,7 +161,7 @@ export default function Matching() {
   }, [deepLink, setSearchParams])
 
   const detailQuery = useQuery({
-    queryKey: qk.mailbox.message(selectedId),
+    queryKey: qk.candidates.matchingDetail(selectedId),
     queryFn: () => fetchDetail(selectedId),
     enabled: Boolean(selectedId),
   })
@@ -249,12 +169,10 @@ export default function Matching() {
   const detail = detailQuery.data
   const listRow = filtered.find((r) => r.id === selectedId) || rows.find((r) => r.id === selectedId)
 
-  // Hydrate titles for list badges (assigned + suggestions) in one call.
   const hydrateIds = useMemo(() => {
     const ids = new Set()
     for (const r of rows) {
       if (r.assignedId) ids.add(r.assignedId)
-      for (const id of r.suggestedIds) ids.add(id)
     }
     return [...ids]
   }, [rows])
@@ -275,24 +193,11 @@ export default function Matching() {
     return map
   }, [titlesQuery.data])
 
-  // Reset local selection when the selected application changes.
   useEffect(() => {
     setManualPost(null)
-    setWhyOpen(false)
     if (detail?.assignedId) setSelection(detail.assignedId)
-    else if (detail?.suggestedIds?.[0]) setSelection(detail.suggestedIds[0])
     else setSelection(null)
-  }, [detail?.id, detail?.assignedId, detail?.suggestedIds])
+  }, [detail?.id, detail?.assignedId])
-
-  const suggestionCards = useMemo(() => {
-    const fromDetail = detail?.suggestedPosts || []
-    const byId = new Map(fromDetail.map((p) => [String(p.id), p]))
-    const ids = detail?.suggestedIds || listRow?.suggestedIds || []
-    return ids.map((id, i) => ({
-      rank: i + 1,
-      post: byId.get(id) || { id, unavailable: true },
-    }))
-  }, [detail, listRow])
 
   const selectedPost = useMemo(() => {
     if (!selection) return null
@@ -300,17 +205,11 @@ export default function Matching() {
     if (detail?.assignedPost && String(detail.assignedPost.id) === String(selection)) {
       return detail.assignedPost
     }
-    const hit = suggestionCards.find((c) => String(c.post.id) === String(selection))
+    return null
-    return hit?.post || null
+  }, [selection, manualPost, detail])
-  }, [selection, manualPost, detail, suggestionCards])
 
   const assignMutation = useMutation({
-    mutationFn: ({ recordId, jobPostId }) => inboxApi.assignJobPost(recordId, jobPostId),
+    mutationFn: ({ recordId, jobPostId }) => candidatesApi.assignMatchingJob(recordId, jobPostId),
-    onMutate: async ({ recordId, jobPostId }) => {
-      await qc.cancelQueries({ queryKey: qk.mailbox.all() })
-      await qc.cancelQueries({ queryKey: ['mailbox', 'assignments'] })
-      return { recordId, jobPostId }
-    },
     onError: (err) => {
       toast(friendlyAuthError(err, 'Could not assign job post.'), 'error')
     },
@@ -321,12 +220,11 @@ export default function Matching() {
       else toast(`${name} unassigned`, 'success')
     },
     onSettled: async (_res, _err, vars) => {
-      await qc.invalidateQueries({ queryKey: qk.mailbox.all() })
-      await qc.invalidateQueries({ queryKey: ['mailbox', 'assignments'] })
-      await qc.invalidateQueries({ queryKey: qk.mailbox.message(vars.recordId) })
       await qc.invalidateQueries({ queryKey: qk.candidates.all() })
+      await qc.invalidateQueries({ queryKey: qk.cvBank.all() })
+      await qc.invalidateQueries({ queryKey: qk.pipeline.all() })
+      await qc.invalidateQueries({ queryKey: qk.candidates.matchingDetail(vars.recordId) })
 
-      // Auto-advance only on the Needs assignment tab after a real assign.
       if (tab === 'needs' && vars.jobPostId) {
         const idx = filtered.findIndex((r) => r.id === vars.recordId)
         const next = filtered[idx + 1] || filtered[idx - 1] || null
@@ -335,17 +233,6 @@ export default function Matching() {
     },
   })
 
-  const rematchMutation = useMutation({
-    mutationFn: (recordId) => inboxApi.rematch(recordId),
-    onError: (err) => toast(friendlyAuthError(err, 'Could not retry match.'), 'error'),
-    onSuccess: () => toast('Match re-queued', 'success'),
-    onSettled: (_r, _e, recordId) => {
-      qc.invalidateQueries({ queryKey: qk.mailbox.message(recordId) })
-      qc.invalidateQueries({ queryKey: ['mailbox', 'assignments'] })
-    },
-  })
-
-  // Keyboard: j/k move queue, 1–5 pick suggestion, Enter assigns, Esc clears.
   useEffect(() => {
     const onKey = (e) => {
       const tag = e.target?.tagName
@@ -360,9 +247,6 @@ export default function Matching() {
         const idx = filtered.findIndex((r) => r.id === selectedId)
         const next = filtered[Math.max(0, (idx < 0 ? 0 : idx - 1))]
         if (next) setSelectedId(next.id)
-      } else if (e.key >= '1' && e.key <= '5') {
-        const card = suggestionCards[Number(e.key) - 1]
-        if (card && !card.post.unavailable) setSelection(String(card.post.id))
       } else if (e.key === 'Enter' && canEdit && selection && selection !== detail?.assignedId) {
         e.preventDefault()
         assignMutation.mutate({ recordId: selectedId, jobPostId: selection })
@@ -373,27 +257,25 @@ export default function Matching() {
     }
     document.addEventListener('keydown', onKey)
     return () => document.removeEventListener('keydown', onKey)
-  }, [filtered, selectedId, suggestionCards, canEdit, selection, detail, assignMutation])
+  }, [filtered, selectedId, canEdit, selection, detail, assignMutation])
 
   const counts = {
     needs: needsCount.data ?? 0,
     assigned: assignedCount.data ?? 0,
-    none: noneCount,
     all: allCount.data ?? 0,
   }
 
-  const resumeText = detail?.resumeText || listRow?.resumeText || ''
   const resumeKey = s3Api.resumeKeyFrom(detail) || s3Api.resumeKeyFrom(listRow)
-  const matchFailed = ['failed', 'no_text', 'dlq'].includes(detail?.matchStatus)
+  const resumeText = detail?.resumeText || listRow?.resumeText || ''
 
   return (
     <div className="page">
-      <PageHeader title="Job Matching" sub="Route applications to the right open role" />
+      <PageHeader title="Job Matching" sub="Assign a job to CVs stored with no job" />
 
       {!canEdit && (
         <div className="alert alert-danger mb-12">
-          Your account does not hold <code>inbox.edit</code>, which the server requires to
+          Your account does not hold <code>candidates.edit</code>, which the server requires to
-          assign, unassign, or retry a match. Controls below stay disabled.
+          assign or unassign a role. Controls below stay disabled.
         </div>
       )}
 
@@ -425,7 +307,7 @@ export default function Matching() {
             </div>
             <div>
               {listQuery.isPending && (
-                <EmptyState icon="target" title="Loading…">Fetching applications.</EmptyState>
+                <EmptyState icon="target" title="Loading…">Fetching CVs from the bank.</EmptyState>
               )}
               {listQuery.isError && (
                 <EmptyState icon="alert" title="Couldn’t load queue">
@@ -435,14 +317,14 @@ export default function Matching() {
               {listQuery.isSuccess && filtered.length === 0 && (
                 <EmptyState icon="check-circle" title="Queue clear">
                   {tab === 'needs'
-                    ? 'Every application in this view has a role.'
+                    ? 'Every CV from the No job tab has a role, or the bank is empty.'
                     : 'Nothing matches this filter.'}
                 </EmptyState>
               )}
               {filtered.map((i) => (
                 <div
                   key={i.id}
-                  className={`inbox-item${i.unread ? ' unread' : ''}${selectedId === i.id ? ' active' : ''}`}
+                  className={`inbox-item${selectedId === i.id ? ' active' : ''}`}
                   onClick={() => setSelectedId(i.id)}
                 >
                   <Avatar name={i.name} initials={i.initials} color={i.color} />
@@ -480,13 +362,13 @@ export default function Matching() {
           <div className="split-detail">
             {!selectedId ? (
               <div style={{ padding: '100px 20px' }}>
-                <EmptyState icon="target" title="Select an application">
+                <EmptyState icon="target" title="Select a CV">
-                  Choose an item from the list to review suggestions and assign a role.
+                  Choose an item from the list to assign a job post.
                 </EmptyState>
               </div>
             ) : detailQuery.isError ? (
               <div style={{ padding: '100px 20px' }}>
-                <EmptyState icon="alert" title="Couldn’t load this application">
+                <EmptyState icon="alert" title="Couldn’t load this CV">
                   {friendlyAuthError(detailQuery.error, 'Request failed')}
                 </EmptyState>
               </div>
@@ -497,15 +379,9 @@ export default function Matching() {
                 loading={detailQuery.isPending}
                 canEdit={canEdit}
                 selection={selection}
-                setSelection={setSelection}
-                manualPost={manualPost}
-                suggestionCards={suggestionCards}
                 selectedPost={selectedPost}
                 resumeText={resumeText}
                 resumeKey={resumeKey}
-                whyOpen={whyOpen}
-                setWhyOpen={setWhyOpen}
-                matchFailed={matchFailed}
                 onPickManual={() => setShowPicker(true)}
                 onSkip={() => {
                   const idx = filtered.findIndex((r) => r.id === selectedId)
@@ -521,9 +397,7 @@ export default function Matching() {
                   assignMutation.mutate({ recordId: selectedId, jobPostId: null })
                 }}
                 onChange={() => setShowPicker(true)}
-                onRematch={() => rematchMutation.mutate(selectedId)}
                 assigning={assignMutation.isPending}
-                rematching={rematchMutation.isPending}
               />
             )}
           </div>
@@ -549,23 +423,15 @@ function MatchingWorkspace({
   loading,
   canEdit,
   selection,
-  setSelection,
-  manualPost,
-  suggestionCards,
   selectedPost,
   resumeText,
   resumeKey,
-  whyOpen,
-  setWhyOpen,
-  matchFailed,
   onPickManual,
   onSkip,
   onAssign,
   onUnassign,
   onChange,
-  onRematch,
   assigning,
-  rematching,
 }) {
   const i = {
     name: detail?.name || listRow?.name || '…',
@@ -574,8 +440,9 @@ function MatchingWorkspace({
     position: detail?.position || listRow?.position,
     source: detail?.source || listRow?.source,
     sourceMeta: detail?.sourceMeta || listRow?.sourceMeta,
-    processing: detail?.processing || listRow?.processing,
+    email: detail?.email || listRow?.email || '',
-    resumeStatus: detail?.resumeStatus || listRow?.resumeStatus,
+    received: detail?.received || listRow?.received,
+    linkedinUrl: detail?.linkedinUrl || listRow?.linkedinUrl || null,
   }
 
   const assigned = detail?.assignedPost
@@ -588,20 +455,28 @@ function MatchingWorkspace({
         <Avatar name={i.name} initials={i.initials} color={i.color} className="avatar-lg" />
         <div className="flex-1">
           <div className="ph-name" style={{ fontSize: 19 }}>{i.name}</div>
-          <div className="ph-role">{i.position}</div>
+          <div className="ph-role">{i.email || i.position}</div>
           <div className="ph-tags" style={{ marginTop: 8 }}>
             <SourceChip item={i} />{' '}
-            <Badge className={i.resumeStatus === 'Parsed' ? 'b-green' : i.resumeStatus === 'Failed' ? 'b-red' : 'b-amber'}>
+            {i.received && <span className="cell-sub">Added {fmtDate(i.received)}</span>}
-              {i.resumeStatus}
-            </Badge>
             {loading && <span className="cell-sub">Loading details…</span>}
           </div>
         </div>
       </div>
 
-      {s3Api.canOpen(resumeKey) && (
+      {(s3Api.canOpen(resumeKey) || i.linkedinUrl) && (
         <div className="flex gap-8" style={{ flexWrap: 'wrap', marginBottom: 18 }}>
-          <OpenResumeButton filePath={resumeKey} />
+          {s3Api.canOpen(resumeKey) && <OpenResumeButton filePath={resumeKey} />}
+          {i.linkedinUrl && (
+            <a
+              className="btn btn-secondary btn-sm"
+              href={i.linkedinUrl}
+              target="_blank"
+              rel="noopener noreferrer"
+            >
+              <Icon name="linkedin" /> LinkedIn
+            </a>
+          )}
         </div>
       )}
 
@@ -626,10 +501,10 @@ function MatchingWorkspace({
               </div>
             </div>
             <div className="flex gap-8">
-              <button className="btn btn-secondary btn-sm" disabled={!canEdit} title={!canEdit ? 'Requires inbox.edit' : undefined} onClick={onChange}>
+              <button className="btn btn-secondary btn-sm" disabled={!canEdit} title={!canEdit ? 'Requires candidates.edit' : undefined} onClick={onChange}>
                 Change
               </button>
-              <button className="btn btn-ghost btn-sm" disabled={!canEdit || assigning} title={!canEdit ? 'Requires inbox.edit' : undefined} onClick={onUnassign}>
+              <button className="btn btn-ghost btn-sm" disabled={!canEdit || assigning} title={!canEdit ? 'Requires candidates.edit' : undefined} onClick={onUnassign}>
                 Unassign
               </button>
             </div>
@@ -646,86 +521,29 @@ function MatchingWorkspace({
         }}
       >
         <div style={{ flex: '1 1 320px', minWidth: 0 }}>
-          {matchFailed ? (
-            <div className="alert alert-danger mb-16">
-              <div className="mb-8">{detail?.matchError || 'Matching failed for this application.'}</div>
-              <button
-                className="btn btn-secondary btn-sm"
-                disabled={!canEdit || rematching}
-                title={!canEdit ? 'Requires inbox.edit' : undefined}
-                onClick={onRematch}
-              >
-                <Icon name="sparkles" /> Retry match
-              </button>
-            </div>
-          ) : (
-            <div className="mb-16">
-              <div className="fw-600" style={{ marginBottom: 6 }}>AI verdict</div>
-              <p style={{ marginBottom: 4 }}>
-                {detail?.matchSummary || listRow?.matchSummary || 'No match summary yet.'}
-              </p>
-              {detail?.matchedAt && (
-                <div className="cell-sub">Matched {fmtDate(detail.matchedAt)}</div>
-              )}
-              {(detail?.matchReasoning || listRow?.matchReasoning) && (
-                <button
-                  className="btn btn-ghost btn-sm"
-                  style={{ marginTop: 8, paddingLeft: 0 }}
-                  onClick={() => setWhyOpen((v) => !v)}
-                >
-                  {whyOpen ? '▾' : '▸'} Why these roles?
-                </button>
-              )}
-              {whyOpen && (
-                <p className="text-muted text-sm mt-8">
-                  {detail?.matchReasoning || listRow?.matchReasoning}
-                </p>
-              )}
-            </div>
-          )}
-
-          {/* Email first: it is the application itself, and the resume is its
-              attachment. Reading order follows that. */}
-          {(detail?.subject || detail?.body) && (
-            <div className="mb-16">
-              <div className="fw-600" style={{ marginBottom: 6 }}>Email</div>
-              <div className="email-head">Subject: {detail.subject || '(no subject)'}</div>
-              {looksLikeHtml(detail.bodyHtml) ? (
-                <EmailBody html={detail.bodyHtml} />
-              ) : (
-                <pre className="resume-thumb is-full email-plain">
-                  {detail.body || 'No email body.'}
-                </pre>
-              )}
-            </div>
-          )}
-
           <div className="fw-600" style={{ marginBottom: 6 }}>CV</div>
           {s3Api.canOpen(resumeKey) ? (
             <OpenResumeButton filePath={resumeKey} />
           ) : (
-            <p className="text-muted text-sm">No CV file stored in S3 for this application.</p>
+            <p className="text-muted text-sm">No CV file stored in S3 for this record.</p>
           )}
+          {resumeText ? (
+            <pre className="resume-thumb is-full" style={{ marginTop: 12, maxHeight: 280, overflow: 'auto' }}>
+              {resumeText}
+            </pre>
+          ) : null}
         </div>
 
-        <div role="radiogroup" aria-label="Suggested roles" style={{ flex: '0 1 360px', minWidth: 260 }}>
+        <div role="radiogroup" aria-label="Job post" style={{ flex: '0 1 360px', minWidth: 260 }}>
-          <div className="fw-600 mb-8">Suggested roles</div>
+          <div className="fw-600 mb-8">Job post</div>
-          {suggestionCards.length === 0 && !manualPost ? (
+          {!selectedPost ? (
-            <EmptyState icon="alert" title="No suggested roles">
+            <EmptyState icon="briefcase" title="No job selected">
-              <p>No job post was suggested. Choose a role manually.</p>
+              <p>Pick a role for this CV. After assign it is a normal candidate on that job.</p>
               <div style={{ display: 'flex', gap: 8, justifyContent: 'center', flexWrap: 'wrap', marginTop: 10 }}>
-                <button
-                  className="btn btn-secondary btn-sm"
-                  disabled={!canEdit || rematching}
-                  title={!canEdit ? 'Requires inbox.edit' : undefined}
-                  onClick={onRematch}
-                >
-                  Retry match
-                </button>
                 <button
                   className="btn btn-primary btn-sm"
                   disabled={!canEdit}
-                  title={!canEdit ? 'Requires inbox.edit' : undefined}
+                  title={!canEdit ? 'Requires candidates.edit' : undefined}
                   onClick={onPickManual}
                 >
                   Choose a role
@@ -733,24 +551,12 @@ function MatchingWorkspace({
               </div>
             </EmptyState>
           ) : (
-            suggestionCards.map(({ rank, post }) => (
-              <JobCard
-                key={post.id}
-                post={post}
-                rank={rank}
-                selected={String(selection) === String(post.id)}
-                onSelect={(id) => setSelection(id)}
-                resumeText={resumeText}
-              />
-            ))
-          )}
-          {manualPost && (
             <JobCard
-              post={manualPost}
+              post={selectedPost}
               rank={0}
               manual
-              selected={String(selection) === String(manualPost.id)}
+              selected={String(selection) === String(selectedPost.id)}
-              onSelect={(id) => setSelection(id)}
+              onSelect={() => {}}
               resumeText={resumeText}
             />
           )}
@@ -758,10 +564,10 @@ function MatchingWorkspace({
             className="btn btn-secondary"
             style={{ width: '100%', marginTop: 8 }}
             disabled={!canEdit}
-            title={!canEdit ? 'Requires inbox.edit' : undefined}
+            title={!canEdit ? 'Requires candidates.edit' : undefined}
             onClick={onPickManual}
           >
-            Choose a different role…
+            {selectedPost ? 'Choose a different role…' : 'Choose a role…'}
           </button>
         </div>
       </div>
@@ -780,11 +586,10 @@ function MatchingWorkspace({
         <button
           className="btn btn-primary"
           disabled={!canAssign}
-          title={!canEdit ? 'Requires inbox.edit' : undefined}
+          title={!canEdit ? 'Requires candidates.edit' : undefined}
           onClick={onAssign}
         >
-          {selectedPost?.title
+          Assign
-            ? 'Assign' :'Assign'}
         </button>
       </div>
     </div>

frontend/src/screens/TalentPool.jsx

@@ -4,12 +4,11 @@
    The layout, the toolbar, the card and the 8-tab profile modal are the
    originals, unchanged. Only the data source moved.
 
-   The endpoint returns name, email, experience, application_status and the
+   The endpoint returns name, email, experience, application_status, suggested
-   suggested job title. It has no aiScore, skills, currentCompany, source or
+   job titles and the attached job_posts (with department). It has no skills or
-   department — the agent writes a verdict and prose, not a score, and no
+   currentCompany on list rows — those still come from the seed overlay. Each
-   résumé-derived skills are persisted. Each record is therefore OVERLAID on a
+   record is therefore OVERLAID on a seed candidate: real values win, seed fills
-   seed candidate: real values win, seed fills the rest, so the card renders
+   the rest, so the card renders exactly as it always did.
-   exactly as it always did.
 
    Clicking a card opens CandidateProfile in place. It used to deep-link into
    /candidates, which stopped resolving once the ids became real user_ids.
@@ -69,6 +68,25 @@ function years(value) {
   return Number.isFinite(n) ? n : null
 }
 
+/**
+ * Distinct departments from the candidate's assigned + suggested job posts.
+ * Seed templates also carry a department, but that is a prototype leftover and
+ * must not drive the toolbar filter — it would never match /job/departments/fetch.
+ */
+function departmentsOf(row) {
+  const seen = new Set()
+  const out = []
+  const add = (value) => {
+    const d = typeof value === 'string' ? value : ''
+    if (!d || seen.has(d)) return
+    seen.add(d)
+    out.push(d)
+  }
+  add(row.assigned_job_post?.department)
+  for (const jp of row.job_posts || []) add(jp.department)
+  return out
+}
+
 /**
  * One API record overlaid on one seed candidate.
  *
@@ -84,6 +102,7 @@ function merge(row, template) {
     || row.current_title
   const stage = STAGE_FROM_STATUS[row.application_status] || template.stage
   const experience = years(row.experience)
+  const departments = departmentsOf(row)
 
   return {
     ...template,
@@ -97,6 +116,10 @@ function merge(row, template) {
     status: stage,
     currentTitle: title || template.currentTitle,
     jobTitle: title || template.jobTitle,
+    // Live job-post departments only. Seed department is left on `department`
+    // for the seed-only profile modal, but the filter reads `departments`.
+    departments,
+    department: departments[0] || template.department,
     // Prefer real Form / platform tags from manual_upload; seed only as fallback.
     source: row.source || template.source,
     // NO seed fallback. `ai_score` is the candidate's current ats_results row,
@@ -185,7 +208,7 @@ export default function TalentPool() {
   const list = useMemo(
     () =>
       pool.filter((c) => {
-        if (dept && c.department !== dept) return false
+        if (dept && !(c.departments || []).includes(dept)) return false
         if (q && !(c.name + c.currentCompany + c.skills.join(' ')).toLowerCase().includes(q.toLowerCase())) return false
         return true
       }),
@@ -235,7 +258,7 @@ export default function TalentPool() {
             </div>
             <select className="select" value={dept} onChange={(e) => setDept(e.target.value)}>
               <option value="">All Departments</option>
-              {departments.map((d) => <option key={d}>{d}</option>)}
+              {departments.map((d) => <option key={d} value={d}>{d}</option>)}
             </select>
             <PageSizeField
               value={pageSize}