From 43f54a708c9386ab1afafb2cdbb4f7f1a7ec7154 Mon Sep 17 00:00:00 2001
From: DaKheera47 <shaheergoodboy@gmail.com>
Date: Mon, 15 Dec 2025 18:25:40 +0000
Subject: [PATCH 1/4] ai chooses projects

---
 orchestrator/src/client/api/client.ts         |   2 +
 .../src/client/pages/SettingsPage.tsx         | 168 +++++++++++++++++-
 orchestrator/src/server/api/routes.ts         |  37 ++++
 .../src/server/pipeline/orchestrator.ts       |   1 +
 .../src/server/repositories/settings.ts       |   1 +
 orchestrator/src/server/services/pdf.ts       |  39 ++++
 .../src/server/services/projectSelection.ts   | 168 ++++++++++++++++++
 .../src/server/services/resumeProjects.ts     | 164 +++++++++++++++++
 orchestrator/src/shared/types.ts              |  18 ++
 9 files changed, 593 insertions(+), 5 deletions(-)
 create mode 100644 orchestrator/src/server/services/projectSelection.ts
 create mode 100644 orchestrator/src/server/services/resumeProjects.ts

diff --git a/orchestrator/src/client/api/client.ts b/orchestrator/src/client/api/client.ts
index b01f939..66d0a1c 100644
--- a/orchestrator/src/client/api/client.ts
+++ b/orchestrator/src/client/api/client.ts
@@ -10,6 +10,7 @@ import type {
   JobSource,
   PipelineRun,
   AppSettings,
+  ResumeProjectsSettings,
 } from '../../shared/types';
 
 const API_BASE = '/api';
@@ -102,6 +103,7 @@ export async function updateSettings(update: {
   model?: string | null
   pipelineWebhookUrl?: string | null
   jobCompleteWebhookUrl?: string | null
+  resumeProjects?: ResumeProjectsSettings | null
 }): Promise<AppSettings> {
   return fetchApi<AppSettings>('/settings', {
     method: 'PATCH',
diff --git a/orchestrator/src/client/pages/SettingsPage.tsx b/orchestrator/src/client/pages/SettingsPage.tsx
index 92b34bc..41bc64e 100644
--- a/orchestrator/src/client/pages/SettingsPage.tsx
+++ b/orchestrator/src/client/pages/SettingsPage.tsx
@@ -7,16 +7,41 @@ import { toast } from "sonner"
 
 import { Button } from "@/components/ui/button"
 import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"
+import { Checkbox } from "@/components/ui/checkbox"
 import { Input } from "@/components/ui/input"
 import { Separator } from "@/components/ui/separator"
-import type { AppSettings } from "../../shared/types"
+import { Table, TableBody, TableCell, TableHead, TableHeader, TableRow } from "@/components/ui/table"
+import type { AppSettings, ResumeProjectsSettings } from "../../shared/types"
 import * as api from "../api"
 
+function arraysEqual(a: string[], b: string[]) {
+  if (a.length !== b.length) return false
+  for (let i = 0; i < a.length; i++) {
+    if (a[i] !== b[i]) return false
+  }
+  return true
+}
+
+function resumeProjectsEqual(a: ResumeProjectsSettings, b: ResumeProjectsSettings) {
+  return (
+    a.maxProjects === b.maxProjects &&
+    arraysEqual(a.lockedProjectIds, b.lockedProjectIds) &&
+    arraysEqual(a.aiSelectableProjectIds, b.aiSelectableProjectIds)
+  )
+}
+
+function clampInt(value: number, min: number, max: number) {
+  const int = Math.floor(value)
+  if (Number.isNaN(int)) return min
+  return Math.min(max, Math.max(min, int))
+}
+
 export const SettingsPage: React.FC = () => {
   const [settings, setSettings] = useState<AppSettings | null>(null)
   const [modelDraft, setModelDraft] = useState("")
   const [pipelineWebhookUrlDraft, setPipelineWebhookUrlDraft] = useState("")
   const [jobCompleteWebhookUrlDraft, setJobCompleteWebhookUrlDraft] = useState("")
+  const [resumeProjectsDraft, setResumeProjectsDraft] = useState<ResumeProjectsSettings | null>(null)
   const [isSaving, setIsSaving] = useState(false)
   const [isLoading, setIsLoading] = useState(true)
 
@@ -31,6 +56,7 @@ export const SettingsPage: React.FC = () => {
         setModelDraft(data.overrideModel ?? "")
         setPipelineWebhookUrlDraft(data.overridePipelineWebhookUrl ?? "")
         setJobCompleteWebhookUrlDraft(data.overrideJobCompleteWebhookUrl ?? "")
+        setResumeProjectsDraft(data.resumeProjects)
       })
       .catch((error) => {
         const message = error instanceof Error ? error.message : "Failed to load settings"
@@ -55,9 +81,12 @@ export const SettingsPage: React.FC = () => {
   const effectiveJobCompleteWebhookUrl = settings?.jobCompleteWebhookUrl ?? ""
   const defaultJobCompleteWebhookUrl = settings?.defaultJobCompleteWebhookUrl ?? ""
   const overrideJobCompleteWebhookUrl = settings?.overrideJobCompleteWebhookUrl
+  const profileProjects = settings?.profileProjects ?? []
+  const maxProjectsTotal = profileProjects.length
+  const lockedCount = resumeProjectsDraft?.lockedProjectIds.length ?? 0
 
   const canSave = useMemo(() => {
-    if (!settings) return false
+    if (!settings || !resumeProjectsDraft) return false
     const next = modelDraft.trim()
     const current = (overrideModel ?? "").trim()
     const nextWebhook = pipelineWebhookUrlDraft.trim()
@@ -67,7 +96,8 @@ export const SettingsPage: React.FC = () => {
     return (
       next !== current ||
       nextWebhook !== currentWebhook ||
-      nextJobCompleteWebhook !== currentJobCompleteWebhook
+      nextJobCompleteWebhook !== currentJobCompleteWebhook ||
+      !resumeProjectsEqual(resumeProjectsDraft, settings.resumeProjects)
     )
   }, [
     settings,
@@ -77,24 +107,30 @@ export const SettingsPage: React.FC = () => {
     overrideModel,
     overridePipelineWebhookUrl,
     overrideJobCompleteWebhookUrl,
+    resumeProjectsDraft,
   ])
 
   const handleSave = async () => {
-    if (!settings) return
+    if (!settings || !resumeProjectsDraft) return
     try {
       setIsSaving(true)
       const trimmed = modelDraft.trim()
       const webhookTrimmed = pipelineWebhookUrlDraft.trim()
       const jobCompleteTrimmed = jobCompleteWebhookUrlDraft.trim()
+      const resumeProjectsOverride = resumeProjectsEqual(resumeProjectsDraft, settings.defaultResumeProjects)
+        ? null
+        : resumeProjectsDraft
       const updated = await api.updateSettings({
         model: trimmed.length > 0 ? trimmed : null,
         pipelineWebhookUrl: webhookTrimmed.length > 0 ? webhookTrimmed : null,
         jobCompleteWebhookUrl: jobCompleteTrimmed.length > 0 ? jobCompleteTrimmed : null,
+        resumeProjects: resumeProjectsOverride,
       })
       setSettings(updated)
       setModelDraft(updated.overrideModel ?? "")
       setPipelineWebhookUrlDraft(updated.overridePipelineWebhookUrl ?? "")
       setJobCompleteWebhookUrlDraft(updated.overrideJobCompleteWebhookUrl ?? "")
+      setResumeProjectsDraft(updated.resumeProjects)
       toast.success("Settings saved")
     } catch (error) {
       const message = error instanceof Error ? error.message : "Failed to save settings"
@@ -107,11 +143,17 @@ export const SettingsPage: React.FC = () => {
   const handleReset = async () => {
     try {
       setIsSaving(true)
-      const updated = await api.updateSettings({ model: null, pipelineWebhookUrl: null, jobCompleteWebhookUrl: null })
+      const updated = await api.updateSettings({
+        model: null,
+        pipelineWebhookUrl: null,
+        jobCompleteWebhookUrl: null,
+        resumeProjects: null,
+      })
       setSettings(updated)
       setModelDraft("")
       setPipelineWebhookUrlDraft("")
       setJobCompleteWebhookUrlDraft("")
+      setResumeProjectsDraft(updated.resumeProjects)
       toast.success("Reset to default")
     } catch (error) {
       const message = error instanceof Error ? error.message : "Failed to reset settings"
@@ -230,6 +272,122 @@ export const SettingsPage: React.FC = () => {
         </CardContent>
       </Card>
 
+      <Card>
+        <CardHeader>
+          <CardTitle className="text-base">Resume Projects</CardTitle>
+        </CardHeader>
+
+        <CardContent className="space-y-4">
+          <div className="space-y-2">
+            <div className="text-sm font-medium">Max projects included</div>
+            <Input
+              type="number"
+              inputMode="numeric"
+              min={lockedCount}
+              max={maxProjectsTotal}
+              value={resumeProjectsDraft?.maxProjects ?? 0}
+              onChange={(event) => {
+                if (!resumeProjectsDraft) return
+                const next = Number(event.target.value)
+                const clamped = clampInt(next, lockedCount, maxProjectsTotal)
+                setResumeProjectsDraft({ ...resumeProjectsDraft, maxProjects: clamped })
+              }}
+              disabled={isLoading || isSaving || !resumeProjectsDraft}
+            />
+            <div className="text-xs text-muted-foreground">
+              Locked projects always count towards this cap. Locked: {lockedCount} · AI pool:{" "}
+              {resumeProjectsDraft?.aiSelectableProjectIds.length ?? 0} · Total projects: {maxProjectsTotal}
+            </div>
+          </div>
+
+          <Separator />
+
+          <Table>
+            <TableHeader>
+              <TableRow>
+                <TableHead>Project</TableHead>
+                <TableHead className="w-[110px]">Base visible</TableHead>
+                <TableHead className="w-[90px]">Locked</TableHead>
+                <TableHead className="w-[140px]">AI selectable</TableHead>
+              </TableRow>
+            </TableHeader>
+            <TableBody>
+              {profileProjects.map((project) => {
+                const locked = Boolean(resumeProjectsDraft?.lockedProjectIds.includes(project.id))
+                const aiSelectable = Boolean(resumeProjectsDraft?.aiSelectableProjectIds.includes(project.id))
+                const excluded = !locked && !aiSelectable
+
+                return (
+                  <TableRow key={project.id}>
+                    <TableCell>
+                      <div className="space-y-0.5">
+                        <div className="font-medium">{project.name || project.id}</div>
+                        <div className="text-xs text-muted-foreground">
+                          {[project.description, project.date].filter(Boolean).join(" · ")}
+                          {excluded ? " · Excluded" : ""}
+                        </div>
+                      </div>
+                    </TableCell>
+                    <TableCell className="text-xs text-muted-foreground">{project.isVisibleInBase ? "Yes" : "No"}</TableCell>
+                    <TableCell>
+                      <Checkbox
+                        checked={locked}
+                        disabled={isLoading || isSaving || !resumeProjectsDraft}
+                        onCheckedChange={(checked) => {
+                          if (!resumeProjectsDraft) return
+                          const isChecked = checked === true
+                          const lockedIds = resumeProjectsDraft.lockedProjectIds.slice()
+                          const selectableIds = resumeProjectsDraft.aiSelectableProjectIds.slice()
+
+                          if (isChecked) {
+                            if (!lockedIds.includes(project.id)) lockedIds.push(project.id)
+                            const nextSelectable = selectableIds.filter((id) => id !== project.id)
+                            const minCap = lockedIds.length
+                            setResumeProjectsDraft({
+                              ...resumeProjectsDraft,
+                              lockedProjectIds: lockedIds,
+                              aiSelectableProjectIds: nextSelectable,
+                              maxProjects: Math.max(resumeProjectsDraft.maxProjects, minCap),
+                            })
+                            return
+                          }
+
+                          const nextLocked = lockedIds.filter((id) => id !== project.id)
+                          if (!selectableIds.includes(project.id)) selectableIds.push(project.id)
+                          setResumeProjectsDraft({
+                            ...resumeProjectsDraft,
+                            lockedProjectIds: nextLocked,
+                            aiSelectableProjectIds: selectableIds,
+                            maxProjects: clampInt(resumeProjectsDraft.maxProjects, nextLocked.length, maxProjectsTotal),
+                          })
+                        }}
+                      />
+                    </TableCell>
+                    <TableCell>
+                      <Checkbox
+                        checked={locked ? true : aiSelectable}
+                        disabled={locked || isLoading || isSaving || !resumeProjectsDraft}
+                        onCheckedChange={(checked) => {
+                          if (!resumeProjectsDraft) return
+                          const isChecked = checked === true
+                          const selectableIds = resumeProjectsDraft.aiSelectableProjectIds.slice()
+                          const nextSelectable = isChecked
+                            ? selectableIds.includes(project.id)
+                              ? selectableIds
+                              : [...selectableIds, project.id]
+                            : selectableIds.filter((id) => id !== project.id)
+                          setResumeProjectsDraft({ ...resumeProjectsDraft, aiSelectableProjectIds: nextSelectable })
+                        }}
+                      />
+                    </TableCell>
+                  </TableRow>
+                )
+              })}
+            </TableBody>
+          </Table>
+        </CardContent>
+      </Card>
+
       <div className="flex flex-wrap gap-2">
         <Button onClick={handleSave} disabled={isLoading || isSaving || !canSave}>
           {isSaving ? "Saving..." : "Save"}
diff --git a/orchestrator/src/server/api/routes.ts b/orchestrator/src/server/api/routes.ts
index 0a77a63..124230a 100644
--- a/orchestrator/src/server/api/routes.ts
+++ b/orchestrator/src/server/api/routes.ts
@@ -10,6 +10,12 @@ import * as settingsRepo from '../repositories/settings.js';
 import { runPipeline, processJob, getPipelineStatus, subscribeToProgress, getProgress } from '../pipeline/index.js';
 import { createNotionEntry } from '../services/notion.js';
 import { clearDatabase } from '../db/clear.js';
+import {
+  extractProjectsFromProfile,
+  loadResumeProfile,
+  normalizeResumeProjectsSettings,
+  resolveResumeProjectsSettings,
+} from '../services/resumeProjects.js';
 import type { Job, JobStatus, ApiResponse, JobsListResponse, PipelineStatusResponse } from '../../shared/types.js';
 
 export const apiRouter = Router();
@@ -224,6 +230,11 @@ apiRouter.get('/settings', async (_req: Request, res: Response) => {
     const defaultJobCompleteWebhookUrl = process.env.JOB_COMPLETE_WEBHOOK_URL || '';
     const jobCompleteWebhookUrl = overrideJobCompleteWebhookUrl || defaultJobCompleteWebhookUrl;
 
+    const profile = await loadResumeProfile();
+    const { catalog } = extractProjectsFromProfile(profile);
+    const overrideResumeProjectsRaw = await settingsRepo.getSetting('resumeProjects');
+    const resumeProjectsData = resolveResumeProjectsSettings({ catalog, overrideRaw: overrideResumeProjectsRaw });
+
     res.json({
       success: true,
       data: {
@@ -236,6 +247,7 @@ apiRouter.get('/settings', async (_req: Request, res: Response) => {
         jobCompleteWebhookUrl,
         defaultJobCompleteWebhookUrl,
         overrideJobCompleteWebhookUrl,
+        ...resumeProjectsData,
       },
     });
   } catch (error) {
@@ -248,6 +260,11 @@ const updateSettingsSchema = z.object({
   model: z.string().trim().min(1).max(200).nullable().optional(),
   pipelineWebhookUrl: z.string().trim().min(1).max(2000).nullable().optional(),
   jobCompleteWebhookUrl: z.string().trim().min(1).max(2000).nullable().optional(),
+  resumeProjects: z.object({
+    maxProjects: z.number().int().min(0).max(50),
+    lockedProjectIds: z.array(z.string().trim().min(1)).max(200),
+    aiSelectableProjectIds: z.array(z.string().trim().min(1)).max(200),
+  }).nullable().optional(),
 });
 
 /**
@@ -272,6 +289,20 @@ apiRouter.patch('/settings', async (req: Request, res: Response) => {
       await settingsRepo.setSetting('jobCompleteWebhookUrl', webhookUrl);
     }
 
+    if ('resumeProjects' in input) {
+      const resumeProjects = input.resumeProjects ?? null;
+
+      if (resumeProjects === null) {
+        await settingsRepo.setSetting('resumeProjects', null);
+      } else {
+        const profile = await loadResumeProfile();
+        const { catalog } = extractProjectsFromProfile(profile);
+        const allowed = new Set(catalog.map((p) => p.id));
+        const normalized = normalizeResumeProjectsSettings(resumeProjects, allowed);
+        await settingsRepo.setSetting('resumeProjects', JSON.stringify(normalized));
+      }
+    }
+
     const overrideModel = await settingsRepo.getSetting('model');
     const defaultModel = process.env.MODEL || 'openai/gpt-4o-mini';
     const model = overrideModel || defaultModel;
@@ -284,6 +315,11 @@ apiRouter.patch('/settings', async (req: Request, res: Response) => {
     const defaultJobCompleteWebhookUrl = process.env.JOB_COMPLETE_WEBHOOK_URL || '';
     const jobCompleteWebhookUrl = overrideJobCompleteWebhookUrl || defaultJobCompleteWebhookUrl;
 
+    const profile = await loadResumeProfile();
+    const { catalog } = extractProjectsFromProfile(profile);
+    const overrideResumeProjectsRaw = await settingsRepo.getSetting('resumeProjects');
+    const resumeProjectsData = resolveResumeProjectsSettings({ catalog, overrideRaw: overrideResumeProjectsRaw });
+
     res.json({
       success: true,
       data: {
@@ -296,6 +332,7 @@ apiRouter.patch('/settings', async (req: Request, res: Response) => {
         jobCompleteWebhookUrl,
         defaultJobCompleteWebhookUrl,
         overrideJobCompleteWebhookUrl,
+        ...resumeProjectsData,
       },
     });
   } catch (error) {
diff --git a/orchestrator/src/server/pipeline/orchestrator.ts b/orchestrator/src/server/pipeline/orchestrator.ts
index 6c9b571..0181dbb 100644
--- a/orchestrator/src/server/pipeline/orchestrator.ts
+++ b/orchestrator/src/server/pipeline/orchestrator.ts
@@ -317,6 +317,7 @@ export async function processJob(jobId: string): Promise<{
     const pdfResult = await generatePdf(
       job.id,
       job.tailoredSummary || '',
+      job.jobDescription || '',
       DEFAULT_PROFILE_PATH
     );
     
diff --git a/orchestrator/src/server/repositories/settings.ts b/orchestrator/src/server/repositories/settings.ts
index a4517e1..15c9d1c 100644
--- a/orchestrator/src/server/repositories/settings.ts
+++ b/orchestrator/src/server/repositories/settings.ts
@@ -10,6 +10,7 @@ const { settings } = schema
 export type SettingKey = 'model'
   | 'pipelineWebhookUrl'
   | 'jobCompleteWebhookUrl'
+  | 'resumeProjects'
 
 export async function getSetting(key: SettingKey): Promise<string | null> {
   const [row] = await db.select().from(settings).where(eq(settings.key, key))
diff --git a/orchestrator/src/server/services/pdf.ts b/orchestrator/src/server/services/pdf.ts
index 92986f4..06b923d 100644
--- a/orchestrator/src/server/services/pdf.ts
+++ b/orchestrator/src/server/services/pdf.ts
@@ -9,6 +9,10 @@ import { fileURLToPath } from 'url';
 import { readFile, writeFile, mkdir, access } from 'fs/promises';
 import { existsSync } from 'fs';
 
+import { getSetting } from '../repositories/settings.js';
+import { pickProjectIdsForJob } from './projectSelection.js';
+import { extractProjectsFromProfile, resolveResumeProjectsSettings } from './resumeProjects.js';
+
 const __dirname = dirname(fileURLToPath(import.meta.url));
 
 // Paths - can be overridden via env for Docker
@@ -28,11 +32,13 @@ export interface PdfResult {
  * 
  * @param jobId - Unique job identifier (used for filename)
  * @param tailoredSummary - The AI-generated summary to inject
+ * @param jobDescription - Job description text for project selection
  * @param baseResumePath - Path to the base resume JSON (optional)
  */
 export async function generatePdf(
   jobId: string,
   tailoredSummary: string,
+  jobDescription: string,
   baseResumePath?: string
 ): Promise<PdfResult> {
   console.log(`📄 Generating PDF for job ${jobId}...`);
@@ -54,6 +60,39 @@ export async function generatePdf(
     } else if (baseResume.basics?.summary) {
       baseResume.basics.summary = tailoredSummary;
     }
+
+    // Select projects (locked + AI-picked) and set visibility for RXResume
+    try {
+      const { catalog, selectionItems } = extractProjectsFromProfile(baseResume);
+      const overrideResumeProjectsRaw = await getSetting('resumeProjects');
+      const { resumeProjects } = resolveResumeProjectsSettings({ catalog, overrideRaw: overrideResumeProjectsRaw });
+
+      const locked = resumeProjects.lockedProjectIds;
+      const desiredCount = Math.max(0, resumeProjects.maxProjects - locked.length);
+      const eligibleSet = new Set(resumeProjects.aiSelectableProjectIds);
+      const eligibleProjects = selectionItems.filter((p) => eligibleSet.has(p.id));
+
+      const picked = await pickProjectIdsForJob({
+        jobDescription,
+        eligibleProjects,
+        desiredCount,
+      });
+
+      const selectedSet = new Set([...locked, ...picked]);
+      const projectsSection = (baseResume as any)?.sections?.projects;
+      const projectItems = projectsSection?.items;
+      if (Array.isArray(projectItems)) {
+        for (const item of projectItems) {
+          if (!item || typeof item !== 'object') continue;
+          const id = typeof (item as any).id === 'string' ? (item as any).id : '';
+          if (!id) continue;
+          (item as any).visible = selectedSet.has(id);
+        }
+        projectsSection.visible = selectedSet.size > 0;
+      }
+    } catch {
+      // Non-fatal: fall back to whatever visibility is in base.json
+    }
     
     // Write modified resume to temp file
     const tempResumePath = join(RESUME_GEN_DIR, `temp_resume_${jobId}.json`);
diff --git a/orchestrator/src/server/services/projectSelection.ts b/orchestrator/src/server/services/projectSelection.ts
new file mode 100644
index 0000000..f2cbc76
--- /dev/null
+++ b/orchestrator/src/server/services/projectSelection.ts
@@ -0,0 +1,168 @@
+import { getSetting } from '../repositories/settings.js';
+
+import type { ResumeProjectSelectionItem } from './resumeProjects.js';
+
+const OPENROUTER_API_URL = 'https://openrouter.ai/api/v1/chat/completions';
+
+export async function pickProjectIdsForJob(args: {
+  jobDescription: string;
+  eligibleProjects: ResumeProjectSelectionItem[];
+  desiredCount: number;
+}): Promise<string[]> {
+  const desiredCount = Math.max(0, Math.floor(args.desiredCount));
+  if (desiredCount === 0) return [];
+
+  const eligibleIds = new Set(args.eligibleProjects.map((p) => p.id));
+  if (eligibleIds.size === 0) return [];
+
+  const apiKey = process.env.OPENROUTER_API_KEY;
+  if (!apiKey) {
+    return fallbackPickProjectIds(args.jobDescription, args.eligibleProjects, desiredCount);
+  }
+
+  const overrideModel = await getSetting('model');
+  const model = overrideModel || process.env.MODEL || 'openai/gpt-4o-mini';
+
+  const prompt = buildProjectSelectionPrompt({
+    jobDescription: args.jobDescription,
+    projects: args.eligibleProjects,
+    desiredCount,
+  });
+
+  try {
+    const response = await fetch(OPENROUTER_API_URL, {
+      method: 'POST',
+      headers: {
+        'Authorization': `Bearer ${apiKey}`,
+        'Content-Type': 'application/json',
+        'HTTP-Referer': 'http://localhost',
+        'X-Title': 'JobOpsOrchestrator',
+      },
+      body: JSON.stringify({
+        model,
+        messages: [{ role: 'user', content: prompt }],
+        response_format: { type: 'json_object' },
+      }),
+    });
+
+    if (!response.ok) {
+      throw new Error(`OpenRouter error: ${response.status}`);
+    }
+
+    const data = await response.json();
+    const content = data.choices[0]?.message?.content;
+    if (!content) throw new Error('No content in response');
+
+    const parsed = JSON.parse(content) as any;
+    const selectedProjectIds = Array.isArray(parsed?.selectedProjectIds) ? parsed.selectedProjectIds : [];
+    const unique: string[] = [];
+    const seen = new Set<string>();
+    for (const id of selectedProjectIds) {
+      if (typeof id !== 'string') continue;
+      const trimmed = id.trim();
+      if (!trimmed) continue;
+      if (!eligibleIds.has(trimmed)) continue;
+      if (seen.has(trimmed)) continue;
+      seen.add(trimmed);
+      unique.push(trimmed);
+      if (unique.length >= desiredCount) break;
+    }
+
+    if (unique.length === 0) {
+      return fallbackPickProjectIds(args.jobDescription, args.eligibleProjects, desiredCount);
+    }
+
+    return unique;
+  } catch {
+    return fallbackPickProjectIds(args.jobDescription, args.eligibleProjects, desiredCount);
+  }
+}
+
+function buildProjectSelectionPrompt(args: {
+  jobDescription: string;
+  projects: ResumeProjectSelectionItem[];
+  desiredCount: number;
+}): string {
+  const projects = args.projects.map((p) => ({
+    id: p.id,
+    name: p.name,
+    description: p.description,
+    date: p.date,
+    summary: truncate(p.summaryText, 500),
+  }));
+
+  return `
+You are selecting which projects to include on a resume for a specific job.
+
+Rules:
+- Choose up to ${args.desiredCount} project IDs.
+- Only choose IDs from the provided list.
+- Prefer projects that strongly match the job description keywords/tech stack.
+- Prefer projects that signal impact and real-world engineering.
+- Do NOT invent projects or skills.
+
+Job description:
+${args.jobDescription}
+
+Candidate projects (pick from these IDs only):
+${JSON.stringify(projects, null, 2)}
+
+Respond with JSON only, in this exact shape:
+{
+  "selectedProjectIds": ["id1", "id2"]
+}
+`.trim();
+}
+
+function fallbackPickProjectIds(
+  jobDescription: string,
+  eligibleProjects: ResumeProjectSelectionItem[],
+  desiredCount: number
+): string[] {
+  const jd = (jobDescription || '').toLowerCase();
+
+  const signals = [
+    'react',
+    'typescript',
+    'javascript',
+    'node',
+    'next.js',
+    'nextjs',
+    'python',
+    'c++',
+    'c#',
+    'java',
+    'kotlin',
+    'sql',
+    'mongodb',
+    'aws',
+    'docker',
+    'graphql',
+    'php',
+    'unity',
+    'tailwind',
+  ];
+
+  const activeSignals = signals.filter((s) => jd.includes(s));
+
+  const scored = eligibleProjects
+    .map((p) => {
+      const text = `${p.name} ${p.description} ${p.summaryText}`.toLowerCase();
+      let score = 0;
+      for (const signal of activeSignals) {
+        if (text.includes(signal)) score += 5;
+      }
+      if (/\b(open source|oss)\b/.test(text)) score += 2;
+      if (/\b(api|backend|frontend|full[- ]?stack)\b/.test(text)) score += 1;
+      return { id: p.id, score };
+    })
+    .sort((a, b) => b.score - a.score);
+
+  return scored.slice(0, desiredCount).map((s) => s.id);
+}
+
+function truncate(input: string, maxChars: number): string {
+  if (input.length <= maxChars) return input;
+  return `${input.slice(0, maxChars - 1).trimEnd()}…`;
+}
+
diff --git a/orchestrator/src/server/services/resumeProjects.ts b/orchestrator/src/server/services/resumeProjects.ts
new file mode 100644
index 0000000..e97bad3
--- /dev/null
+++ b/orchestrator/src/server/services/resumeProjects.ts
@@ -0,0 +1,164 @@
+import { readFile } from 'fs/promises';
+import { dirname, join } from 'path';
+import { fileURLToPath } from 'url';
+
+import type { ResumeProjectCatalogItem, ResumeProjectsSettings } from '../../shared/types.js';
+
+const __dirname = dirname(fileURLToPath(import.meta.url));
+
+export const DEFAULT_RESUME_PROFILE_PATH =
+  process.env.RESUME_PROFILE_PATH || join(__dirname, '../../../../resume-generator/base.json');
+
+type ResumeProjectSelectionItem = ResumeProjectCatalogItem & { summaryText: string };
+
+export async function loadResumeProfile(profilePath: string = DEFAULT_RESUME_PROFILE_PATH): Promise<unknown> {
+  const content = await readFile(profilePath, 'utf-8');
+  return JSON.parse(content) as unknown;
+}
+
+export function extractProjectsFromProfile(profile: unknown): {
+  catalog: ResumeProjectCatalogItem[];
+  selectionItems: ResumeProjectSelectionItem[];
+} {
+  const items = (profile as any)?.sections?.projects?.items;
+  if (!Array.isArray(items)) return { catalog: [], selectionItems: [] };
+
+  const catalog: ResumeProjectCatalogItem[] = [];
+  const selectionItems: ResumeProjectSelectionItem[] = [];
+
+  for (const item of items) {
+    if (!item || typeof item !== 'object') continue;
+
+    const id = typeof (item as any).id === 'string' ? (item as any).id : '';
+    if (!id) continue;
+
+    const name = typeof (item as any).name === 'string' ? (item as any).name : '';
+    const description = typeof (item as any).description === 'string' ? (item as any).description : '';
+    const date = typeof (item as any).date === 'string' ? (item as any).date : '';
+    const isVisibleInBase = Boolean((item as any).visible);
+    const summary = typeof (item as any).summary === 'string' ? (item as any).summary : '';
+    const summaryText = stripHtml(summary);
+
+    const base: ResumeProjectCatalogItem = { id, name, description, date, isVisibleInBase };
+    catalog.push(base);
+    selectionItems.push({ ...base, summaryText });
+  }
+
+  return { catalog, selectionItems };
+}
+
+export function buildDefaultResumeProjectsSettings(
+  catalog: ResumeProjectCatalogItem[]
+): ResumeProjectsSettings {
+  const lockedProjectIds = catalog.filter((p) => p.isVisibleInBase).map((p) => p.id);
+  const lockedSet = new Set(lockedProjectIds);
+
+  const aiSelectableProjectIds = catalog
+    .map((p) => p.id)
+    .filter((id) => !lockedSet.has(id));
+
+  const total = catalog.length;
+  const preferredMax = Math.max(lockedProjectIds.length, 4);
+  const maxProjects = total === 0 ? 0 : Math.min(total, preferredMax);
+
+  return normalizeResumeProjectsSettings(
+    { maxProjects, lockedProjectIds, aiSelectableProjectIds },
+    new Set(catalog.map((p) => p.id))
+  );
+}
+
+export function parseResumeProjectsSettings(raw: string | null): ResumeProjectsSettings | null {
+  if (!raw) return null;
+  try {
+    const parsed = JSON.parse(raw) as any;
+    if (!parsed || typeof parsed !== 'object') return null;
+    const maxProjects = parsed.maxProjects;
+    const lockedProjectIds = parsed.lockedProjectIds;
+    const aiSelectableProjectIds = parsed.aiSelectableProjectIds;
+
+    if (typeof maxProjects !== 'number') return null;
+    if (!Array.isArray(lockedProjectIds) || !Array.isArray(aiSelectableProjectIds)) return null;
+    if (!lockedProjectIds.every((v: unknown) => typeof v === 'string')) return null;
+    if (!aiSelectableProjectIds.every((v: unknown) => typeof v === 'string')) return null;
+
+    return {
+      maxProjects,
+      lockedProjectIds,
+      aiSelectableProjectIds,
+    };
+  } catch {
+    return null;
+  }
+}
+
+export function normalizeResumeProjectsSettings(
+  settings: ResumeProjectsSettings,
+  allowedProjectIds?: ReadonlySet<string>
+): ResumeProjectsSettings {
+  const allowed = allowedProjectIds && allowedProjectIds.size > 0 ? allowedProjectIds : null;
+
+  const lockedProjectIds = uniqueStrings(settings.lockedProjectIds).filter((id) => (allowed ? allowed.has(id) : true));
+  const lockedSet = new Set(lockedProjectIds);
+
+  const aiSelectableProjectIds = uniqueStrings(settings.aiSelectableProjectIds)
+    .filter((id) => (allowed ? allowed.has(id) : true))
+    .filter((id) => !lockedSet.has(id));
+
+  const maxCap = allowed ? allowed.size : Number.POSITIVE_INFINITY;
+  const maxProjectsRaw = Number.isFinite(settings.maxProjects) ? settings.maxProjects : 0;
+  const maxProjectsInt = Math.max(0, Math.floor(maxProjectsRaw));
+  const minRequired = lockedProjectIds.length;
+  const maxProjects = Math.min(maxCap, Math.max(minRequired, maxProjectsInt));
+
+  return { maxProjects, lockedProjectIds, aiSelectableProjectIds };
+}
+
+export function resolveResumeProjectsSettings(args: {
+  catalog: ResumeProjectCatalogItem[];
+  overrideRaw: string | null;
+}): {
+  profileProjects: ResumeProjectCatalogItem[];
+  defaultResumeProjects: ResumeProjectsSettings;
+  overrideResumeProjects: ResumeProjectsSettings | null;
+  resumeProjects: ResumeProjectsSettings;
+} {
+  const profileProjects = args.catalog;
+  const allowed = new Set(profileProjects.map((p) => p.id));
+  const defaultResumeProjects = buildDefaultResumeProjectsSettings(profileProjects);
+  const overrideParsed = parseResumeProjectsSettings(args.overrideRaw);
+  const overrideResumeProjects = overrideParsed
+    ? normalizeResumeProjectsSettings(overrideParsed, allowed)
+    : null;
+
+  const resumeProjects = overrideResumeProjects
+    ? normalizeResumeProjectsSettings(overrideResumeProjects, allowed)
+    : defaultResumeProjects;
+
+  return {
+    profileProjects,
+    defaultResumeProjects,
+    overrideResumeProjects,
+    resumeProjects,
+  };
+}
+
+export function stripHtml(input: string): string {
+  const withoutTags = input.replace(/<[^>]*>/g, ' ');
+  return withoutTags.replace(/\s+/g, ' ').trim();
+}
+
+function uniqueStrings(values: string[]): string[] {
+  const seen = new Set<string>();
+  const out: string[] = [];
+  for (const value of values) {
+    const trimmed = value.trim();
+    if (!trimmed) continue;
+    if (seen.has(trimmed)) continue;
+    seen.add(trimmed);
+    out.push(trimmed);
+  }
+  return out;
+}
+
+export type { ResumeProjectSelectionItem };
+
diff --git a/orchestrator/src/shared/types.ts b/orchestrator/src/shared/types.ts
index b8004d8..430cb35 100644
--- a/orchestrator/src/shared/types.ts
+++ b/orchestrator/src/shared/types.ts
@@ -172,6 +172,20 @@ export interface PipelineStatusResponse {
   nextScheduledRun: string | null;
 }
 
+export interface ResumeProjectCatalogItem {
+  id: string;
+  name: string;
+  description: string;
+  date: string;
+  isVisibleInBase: boolean;
+}
+
+export interface ResumeProjectsSettings {
+  maxProjects: number;
+  lockedProjectIds: string[];
+  aiSelectableProjectIds: string[];
+}
+
 export interface AppSettings {
   model: string;
   defaultModel: string;
@@ -182,4 +196,8 @@ export interface AppSettings {
   jobCompleteWebhookUrl: string;
   defaultJobCompleteWebhookUrl: string;
   overrideJobCompleteWebhookUrl: string | null;
+  profileProjects: ResumeProjectCatalogItem[];
+  resumeProjects: ResumeProjectsSettings;
+  defaultResumeProjects: ResumeProjectsSettings;
+  overrideResumeProjects: ResumeProjectsSettings | null;
 }

From f45ed64e756ea4bb3fd7e39c9772768bc437fe91 Mon Sep 17 00:00:00 2001
From: DaKheera47 <shaheergoodboy@gmail.com>
Date: Mon, 15 Dec 2025 18:30:10 +0000
Subject: [PATCH 2/4] post process usmmary to remove ****

---
 orchestrator/src/server/services/summary.ts | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/orchestrator/src/server/services/summary.ts b/orchestrator/src/server/services/summary.ts
index 3ef98df..aab4279 100644
--- a/orchestrator/src/server/services/summary.ts
+++ b/orchestrator/src/server/services/summary.ts
@@ -65,7 +65,7 @@ export async function generateSummary(
       throw new Error('No content in response');
     }
     
-    return { success: true, summary: summary.trim() };
+    return { success: true, summary: sanitizeTailoredSummary(summary) };
   } catch (error) {
     const message = error instanceof Error ? error.message : 'Unknown error';
     return { success: false, error: message };
@@ -138,7 +138,7 @@ export async function generateSummaryViaPython(
       child.on('error', reject);
     });
     
-    return { success: true, summary: result.trim() };
+    return { success: true, summary: sanitizeTailoredSummary(result) };
   } catch (error) {
     const message = error instanceof Error ? error.message : 'Unknown error';
     return { success: false, error: message };
@@ -151,3 +151,12 @@ export async function generateSummaryViaPython(
     }
   }
 }
+
+function sanitizeTailoredSummary(summary: string): string {
+  const withoutBoldPreface = summary.replace(/\*\*[\s\S]*?\*\*/g, '');
+  return withoutBoldPreface
+    .replace(/^\s*[-–—:]+\s*/g, '')
+    .replace(/[ \t]{2,}/g, ' ')
+    .replace(/\n{3,}/g, '\n\n')
+    .trim();
+}

From 4b4ce5567ff7f98c67f536f55d3552f81ad837a7 Mon Sep 17 00:00:00 2001
From: DaKheera47 <shaheergoodboy@gmail.com>
Date: Mon, 15 Dec 2025 18:56:12 +0000
Subject: [PATCH 3/4] highlighting UI

---
 orchestrator/package-lock.json                | 1377 ++++++++++++++++-
 orchestrator/package.json                     |    4 +-
 .../src/client/components/JobCard.tsx         |   15 +
 .../src/client/components/JobList.tsx         |  123 +-
 .../src/client/components/JobTable.tsx        |   13 +
 5 files changed, 1518 insertions(+), 14 deletions(-)

diff --git a/orchestrator/package-lock.json b/orchestrator/package-lock.json
index bc7de2f..27be8e0 100644
--- a/orchestrator/package-lock.json
+++ b/orchestrator/package-lock.json
@@ -24,6 +24,8 @@
         "express": "^4.18.2",
         "lucide-react": "^0.561.0",
         "next-themes": "^0.4.6",
+        "react-markdown": "^10.1.0",
+        "remark-gfm": "^4.0.1",
         "sonner": "^2.0.7",
         "tailwind-merge": "^3.4.0",
         "tailwindcss-animate": "^1.0.7",
@@ -2808,13 +2810,28 @@
         "@types/node": "*"
       }
     },
+    "node_modules/@types/debug": {
+      "version": "4.1.12",
+      "resolved": "https://registry.npmjs.org/@types/debug/-/debug-4.1.12.tgz",
+      "integrity": "sha512-vIChWdVG3LG1SMxEvI/AK+FWJthlrqlTu7fbrlywTkkaONwk/UAGaULXRlf8vkzFBLVm0zkMdCquhL5aOjhXPQ==",
+      "dependencies": {
+        "@types/ms": "*"
+      }
+    },
     "node_modules/@types/estree": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
       "integrity": "sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==",
-      "dev": true,
       "license": "MIT"
     },
+    "node_modules/@types/estree-jsx": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/@types/estree-jsx/-/estree-jsx-1.0.5.tgz",
+      "integrity": "sha512-52CcUVNFyfb1A2ALocQw/Dd1BQFNmSdkuC3BkZ6iqhdMfQz7JWOFRuJFloOzjk+6WijU56m9oKXFAXc7o3Towg==",
+      "dependencies": {
+        "@types/estree": "*"
+      }
+    },
     "node_modules/@types/express": {
       "version": "4.17.25",
       "resolved": "https://registry.npmjs.org/@types/express/-/express-4.17.25.tgz",
@@ -2841,6 +2858,14 @@
         "@types/send": "*"
       }
     },
+    "node_modules/@types/hast": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/hast/-/hast-3.0.4.tgz",
+      "integrity": "sha512-WPs+bbQw5aCj+x6laNGWLH3wviHtoCv/P3+otBhbOhJgG8qtpdAMlTCxLtsTWA7LH1Oh/bFCHsBn0TPS5m30EQ==",
+      "dependencies": {
+        "@types/unist": "*"
+      }
+    },
     "node_modules/@types/http-errors": {
       "version": "2.0.5",
       "resolved": "https://registry.npmjs.org/@types/http-errors/-/http-errors-2.0.5.tgz",
@@ -2848,6 +2873,14 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@types/mdast": {
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/@types/mdast/-/mdast-4.0.4.tgz",
+      "integrity": "sha512-kGaNbPh1k7AFzgpud/gMdvIm5xuECykRR+JnWKQno9TAXVa6WIVCGTPvYGekIDL4uwCZQSYbUxNBSb1aUo79oA==",
+      "dependencies": {
+        "@types/unist": "*"
+      }
+    },
     "node_modules/@types/mime": {
       "version": "1.3.5",
       "resolved": "https://registry.npmjs.org/@types/mime/-/mime-1.3.5.tgz",
@@ -2855,6 +2888,11 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@types/ms": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/@types/ms/-/ms-2.1.0.tgz",
+      "integrity": "sha512-GsCCIZDE/p3i96vtEqx+7dBUGXrc7zeSK3wwPHIaRThS+9OhWIXRqzs4d6k1SVU8g91DrNRWxWUGhp5KXQb2VA=="
+    },
     "node_modules/@types/node": {
       "version": "22.19.2",
       "resolved": "https://registry.npmjs.org/@types/node/-/node-22.19.2.tgz",
@@ -2869,7 +2907,6 @@
       "version": "15.7.15",
       "resolved": "https://registry.npmjs.org/@types/prop-types/-/prop-types-15.7.15.tgz",
       "integrity": "sha512-F6bEyamV9jKGAFBEmlQnesRPGOQqS2+Uwi0Em15xenOxHaf2hv6L8YCVn3rPdPJOiJfPiCnLIRyvwVaqMY3MIw==",
-      "devOptional": true,
       "license": "MIT"
     },
     "node_modules/@types/qs": {
@@ -2890,7 +2927,6 @@
       "version": "18.3.27",
       "resolved": "https://registry.npmjs.org/@types/react/-/react-18.3.27.tgz",
       "integrity": "sha512-cisd7gxkzjBKU2GgdYrTdtQx1SORymWyaAFhaxQPK9bYO9ot3Y5OikQRvY0VYQtvwjeQnizCINJAenh/V7MK2w==",
-      "devOptional": true,
       "license": "MIT",
       "dependencies": {
         "@types/prop-types": "*",
@@ -2940,6 +2976,16 @@
         "@types/node": "*"
       }
     },
+    "node_modules/@types/unist": {
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/@types/unist/-/unist-3.0.3.tgz",
+      "integrity": "sha512-ko/gIFJRv177XgZsZcBwnqJN5x/Gien8qNOn0D5bQU/zAzVf9Zt3BlcUiLqhV9y4ARk0GbT3tnUiPNgnTXzc/Q=="
+    },
+    "node_modules/@ungap/structured-clone": {
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/@ungap/structured-clone/-/structured-clone-1.3.0.tgz",
+      "integrity": "sha512-WmoN8qaIAo7WTYWbAZuG8PYEhn5fkz7dZrqTBZ7dtt//lL2Gwms1IcnQ5yHqjDfX8Ft5j4YzDM23f87zBfDe9g=="
+    },
     "node_modules/@vitejs/plugin-react": {
       "version": "4.7.0",
       "resolved": "https://registry.npmjs.org/@vitejs/plugin-react/-/plugin-react-4.7.0.tgz",
@@ -3054,6 +3100,15 @@
         "postcss": "^8.1.0"
       }
     },
+    "node_modules/bail": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/bail/-/bail-2.0.2.tgz",
+      "integrity": "sha512-0xO6mYd7JB2YesxDKplafRpsiOzPt9V02ddPCLbY1xYGPOX24NTyN50qnUxgCPcSoYMhKpAuBTjQoRZCAkUDRw==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/base64-js": {
       "version": "1.5.1",
       "resolved": "https://registry.npmjs.org/base64-js/-/base64-js-1.5.1.tgz",
@@ -3278,6 +3333,15 @@
       ],
       "license": "CC-BY-4.0"
     },
+    "node_modules/ccount": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/ccount/-/ccount-2.0.1.tgz",
+      "integrity": "sha512-eyrF0jiFpY+3drT6383f1qhkbGsLSifNAjA61IUjZjmLCWjItY6LB9ft9YhoDgwfmclB2zhu51Lc7+95b8NRAg==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/chalk": {
       "version": "4.1.2",
       "resolved": "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz",
@@ -3308,6 +3372,42 @@
         "node": ">=8"
       }
     },
+    "node_modules/character-entities": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/character-entities/-/character-entities-2.0.2.tgz",
+      "integrity": "sha512-shx7oQ0Awen/BRIdkjkvz54PnEEI/EjwXDSIZp86/KKdbafHh1Df/RYGBhn4hbe2+uKC9FnT5UCEdyPz3ai9hQ==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/character-entities-html4": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/character-entities-html4/-/character-entities-html4-2.1.0.tgz",
+      "integrity": "sha512-1v7fgQRj6hnSwFpq1Eu0ynr/CDEw0rXo2B61qXrLNdHZmPKgb7fqS1a2JwF0rISo9q77jDI8VMEHoApn8qDoZA==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/character-entities-legacy": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/character-entities-legacy/-/character-entities-legacy-3.0.0.tgz",
+      "integrity": "sha512-RpPp0asT/6ufRm//AJVwpViZbGM/MkjQFxJccQRHmISF/22NBtsHqAWmL+/pmkPWoIUJdWyeVleTl1wydHATVQ==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/character-reference-invalid": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/character-reference-invalid/-/character-reference-invalid-2.0.1.tgz",
+      "integrity": "sha512-iBZ4F4wRbyORVsu0jPV7gXkOsGYjGHPmAyv+HiHG8gi5PtC9KI2j1+v8/tlibRvjoWX027ypmG/n0HtO5t7unw==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/chownr": {
       "version": "1.1.4",
       "resolved": "https://registry.npmjs.org/chownr/-/chownr-1.1.4.tgz",
@@ -3368,6 +3468,15 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/comma-separated-tokens": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/comma-separated-tokens/-/comma-separated-tokens-2.0.3.tgz",
+      "integrity": "sha512-Fu4hJdvzeylCfQPp9SGWidpzrMs7tTrlu6Vb8XGaRGck8QSNZJJp538Wrb60Lax4fPwR64ViY468OIUTbRlGZg==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/concurrently": {
       "version": "9.2.1",
       "resolved": "https://registry.npmjs.org/concurrently/-/concurrently-9.2.1.tgz",
@@ -3453,14 +3562,12 @@
       "version": "3.2.3",
       "resolved": "https://registry.npmjs.org/csstype/-/csstype-3.2.3.tgz",
       "integrity": "sha512-z1HGKcYy2xA8AGQfwrn0PAy+PB7X/GSj3UVJW9qKyn43xWa+gl5nXmU4qqLMRzWVLFC8KusUX8T/0kCiOYpAIQ==",
-      "devOptional": true,
       "license": "MIT"
     },
     "node_modules/debug": {
       "version": "4.4.3",
       "resolved": "https://registry.npmjs.org/debug/-/debug-4.4.3.tgz",
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+      "resolved": "https://registry.npmjs.org/unist-util-position/-/unist-util-position-5.0.0.tgz",
+      "integrity": "sha512-fucsC7HjXvkB5R3kTCO7kUjRdrS0BJt3M/FPxmHMBOm8JQi2BsHAHFsy27E0EolP8rp0NzXsJ+jNPyDWvOJZPA==",
+      "dependencies": {
+        "@types/unist": "^3.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/unist-util-stringify-position": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/unist-util-stringify-position/-/unist-util-stringify-position-4.0.0.tgz",
+      "integrity": "sha512-0ASV06AAoKCDkS2+xw5RXJywruurpbC4JZSm7nr7MOt1ojAzvyyaO+UxZf18j8FCF6kmzCZKcAgN/yu2gm2XgQ==",
+      "dependencies": {
+        "@types/unist": "^3.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/unist-util-visit": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/unist-util-visit/-/unist-util-visit-5.0.0.tgz",
+      "integrity": "sha512-MR04uvD+07cwl/yhVuVWAtw+3GOR/knlL55Nd/wAdblk27GCVt3lqpTivy/tkJcZoNPzTwS1Y+KMojlLDhoTzg==",
+      "dependencies": {
+        "@types/unist": "^3.0.0",
+        "unist-util-is": "^6.0.0",
+        "unist-util-visit-parents": "^6.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/unist-util-visit-parents": {
+      "version": "6.0.2",
+      "resolved": "https://registry.npmjs.org/unist-util-visit-parents/-/unist-util-visit-parents-6.0.2.tgz",
+      "integrity": "sha512-goh1s1TBrqSqukSc8wrjwWhL0hiJxgA8m4kFxGlQ+8FYQ3C/m11FcTs4YYem7V664AhHVvgoQLk890Ssdsr2IQ==",
+      "dependencies": {
+        "@types/unist": "^3.0.0",
+        "unist-util-is": "^6.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
     "node_modules/unpipe": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
@@ -6458,6 +7790,32 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/vfile": {
+      "version": "6.0.3",
+      "resolved": "https://registry.npmjs.org/vfile/-/vfile-6.0.3.tgz",
+      "integrity": "sha512-KzIbH/9tXat2u30jf+smMwFCsno4wHVdNmzFyL+T/L3UGqqk6JKfVqOFOZEpZSHADH1k40ab6NUIXZq422ov3Q==",
+      "dependencies": {
+        "@types/unist": "^3.0.0",
+        "vfile-message": "^4.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/vfile-message": {
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/vfile-message/-/vfile-message-4.0.3.tgz",
+      "integrity": "sha512-QTHzsGd1EhbZs4AsQ20JX1rC3cOlt/IWJruk893DfLRr57lcnOeMaWG4K0JrRta4mIJZKth2Au3mM3u03/JWKw==",
+      "dependencies": {
+        "@types/unist": "^3.0.0",
+        "unist-util-stringify-position": "^4.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/unified"
+      }
+    },
     "node_modules/vite": {
       "version": "6.4.1",
       "resolved": "https://registry.npmjs.org/vite/-/vite-6.4.1.tgz",
@@ -7111,6 +8469,15 @@
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
+    },
+    "node_modules/zwitch": {
+      "version": "2.0.4",
+      "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
+      "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
     }
   }
 }
diff --git a/orchestrator/package.json b/orchestrator/package.json
index a0d7e35..9725965 100644
--- a/orchestrator/package.json
+++ b/orchestrator/package.json
@@ -18,9 +18,9 @@
     "pipeline:run": "tsx src/server/pipeline/run.ts"
   },
   "dependencies": {
+    "@radix-ui/react-alert-dialog": "^1.1.15",
     "@radix-ui/react-checkbox": "^1.3.2",
     "@radix-ui/react-dropdown-menu": "^2.1.15",
-    "@radix-ui/react-alert-dialog": "^1.1.15",
     "@radix-ui/react-progress": "^1.1.8",
     "@radix-ui/react-separator": "^1.1.8",
     "@radix-ui/react-slot": "^1.2.4",
@@ -34,6 +34,8 @@
     "express": "^4.18.2",
     "lucide-react": "^0.561.0",
     "next-themes": "^0.4.6",
+    "react-markdown": "^10.1.0",
+    "remark-gfm": "^4.0.1",
     "sonner": "^2.0.7",
     "tailwind-merge": "^3.4.0",
     "tailwindcss-animate": "^1.0.7",
diff --git a/orchestrator/src/client/components/JobCard.tsx b/orchestrator/src/client/components/JobCard.tsx
index cde1b99..a3e01ea 100644
--- a/orchestrator/src/client/components/JobCard.tsx
+++ b/orchestrator/src/client/components/JobCard.tsx
@@ -32,6 +32,8 @@ interface JobCardProps {
   onReject: (id: string) => void | Promise<void>;
   onProcess: (id: string) => void | Promise<void>;
   isProcessing: boolean;
+  highlightedJobId?: string | null;
+  onHighlightChange?: (jobId: string | null) => void;
 }
 
 const formatDate = (dateStr: string | null) => {
@@ -55,6 +57,8 @@ export const JobCard: React.FC<JobCardProps> = ({
   onReject,
   onProcess,
   isProcessing,
+  highlightedJobId,
+  onHighlightChange,
 }) => {
   const sourceLabel: Record<Job["source"], string> = {
     gradcracker: "Gradcracker",
@@ -70,6 +74,7 @@ export const JobCard: React.FC<JobCardProps> = ({
   const jobLink = job.applicationLink || job.jobUrl;
   const pdfHref = `/pdfs/resume_${job.id}.pdf`;
   const deadline = formatDate(job.deadline);
+  const isHighlighted = highlightedJobId === job.id;
 
   const handleCopyInfo = async () => {
     try {
@@ -149,6 +154,16 @@ export const JobCard: React.FC<JobCardProps> = ({
           Copy info
         </Button>
 
+        {onHighlightChange && (
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={() => onHighlightChange(isHighlighted ? null : job.id)}
+          >
+            {isHighlighted ? "Unhighlight" : "Highlight"}
+          </Button>
+        )}
+
         {hasPdf && (
           <Button asChild variant="outline" size="sm">
             <a href={pdfHref} target="_blank" rel="noopener noreferrer">
diff --git a/orchestrator/src/client/components/JobList.tsx b/orchestrator/src/client/components/JobList.tsx
index 213514a..b193790 100644
--- a/orchestrator/src/client/components/JobList.tsx
+++ b/orchestrator/src/client/components/JobList.tsx
@@ -3,11 +3,13 @@
  */
 
 import React, { useEffect, useMemo, useState } from "react";
-import { ArrowUpDown, LayoutGrid, Search, Table2 } from "lucide-react";
+import { ArrowUpDown, LayoutGrid, Search, Table2, X } from "lucide-react";
+import ReactMarkdown from "react-markdown";
+import remarkGfm from "remark-gfm";
 import { toast } from "sonner";
 
 import { Button } from "@/components/ui/button";
-import { Card, CardContent } from "@/components/ui/card";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
 import {
   DropdownMenu,
   DropdownMenuContent,
@@ -170,6 +172,8 @@ const jobMatchesQuery = (job: Job, query: string) => {
   return haystack.includes(normalized);
 };
 
+const stripHtml = (value: string) => value.replace(/<[^>]*>/g, " ").replace(/\s+/g, " ").trim();
+
 export const JobList: React.FC<JobListProps> = ({
   jobs,
   onApply,
@@ -182,6 +186,8 @@ export const JobList: React.FC<JobListProps> = ({
   const [sort, setSort] = useState<JobSort>(DEFAULT_SORT);
   const [selectedJobIds, setSelectedJobIds] = useState<Set<string>>(() => new Set());
   const [batchAction, setBatchAction] = useState<null | "process" | "reject" | "apply">(null);
+  const [highlightedJobId, setHighlightedJobId] = useState<string | null>(null);
+  const [isHighlightVisible, setIsHighlightVisible] = useState(false);
   const [viewMode, setViewMode] = useState<ViewMode>(() => {
     try {
       const raw = localStorage.getItem(JOB_LIST_VIEW_STORAGE_KEY);
@@ -204,6 +210,27 @@ export const JobList: React.FC<JobListProps> = ({
     setSelectedJobIds(new Set());
   }, [activeTab, viewMode]);
 
+  useEffect(() => {
+    if (!highlightedJobId) return;
+
+    const prevOverflow = document.body.style.overflow;
+    document.body.style.overflow = "hidden";
+    setIsHighlightVisible(false);
+    const raf = requestAnimationFrame(() => setIsHighlightVisible(true));
+
+    const onKeyDown = (event: KeyboardEvent) => {
+      if (event.key === "Escape") setHighlightedJobId(null);
+    };
+
+    window.addEventListener("keydown", onKeyDown);
+    return () => {
+      cancelAnimationFrame(raf);
+      window.removeEventListener("keydown", onKeyDown);
+      document.body.style.overflow = prevOverflow;
+      setIsHighlightVisible(false);
+    };
+  }, [highlightedJobId]);
+
   const counts = useMemo(() => {
     const byTab: Record<FilterTab, number> = {
       ready: 0,
@@ -250,6 +277,17 @@ export const JobList: React.FC<JobListProps> = ({
   }, [jobsForTab, searchQuery, sort]);
 
   const activeTabJobs = visibleJobsForTab.get(activeTab) ?? [];
+  const highlightedJob = useMemo(
+    () => (highlightedJobId ? jobs.find((job) => job.id === highlightedJobId) ?? null : null),
+    [highlightedJobId, jobs],
+  );
+
+  const highlightedJobDescription = useMemo(() => {
+    if (!highlightedJob) return "No description available.";
+    const jd = highlightedJob.jobDescription || "No description available.";
+    if (jd.includes("<") && jd.includes(">")) return stripHtml(jd);
+    return jd;
+  }, [highlightedJob]);
 
   useEffect(() => {
     setSelectedJobIds((current) => {
@@ -307,11 +345,75 @@ export const JobList: React.FC<JobListProps> = ({
   };
 
   return (
-    <Tabs
-      value={activeTab}
-      onValueChange={(value) => setActiveTab(value as FilterTab)}
-      className="space-y-4"
-    >
+    <>
+      {highlightedJob && (
+        <>
+          <div
+            className={cn(
+              "fixed inset-0 z-40 bg-background/30 backdrop-blur-md backdrop-saturate-150 transition-opacity duration-200 ease-out",
+              isHighlightVisible ? "opacity-100" : "opacity-0",
+            )}
+            onClick={() => setHighlightedJobId(null)}
+          />
+          <div
+            className="fixed inset-0 z-50 overflow-y-auto p-4 sm:p-8"
+            onClick={() => setHighlightedJobId(null)}
+          >
+            <div
+              className={cn(
+                "mx-auto w-full max-w-4xl space-y-4 transition-all duration-200 ease-out",
+                isHighlightVisible ? "opacity-100 translate-y-0" : "opacity-0 translate-y-2",
+              )}
+              onClick={(event) => event.stopPropagation()}
+            >
+              <div className="flex items-center justify-between gap-2">
+                <div className="min-w-0">
+                  <div className="truncate text-sm font-medium text-muted-foreground">Highlighted job</div>
+                  <div className="truncate text-base font-semibold">{highlightedJob.title}</div>
+                </div>
+                <Button
+                  variant="outline"
+                  size="icon"
+                  onClick={() => setHighlightedJobId(null)}
+                  aria-label="Close highlight"
+                >
+                  <X className="h-4 w-4" />
+                </Button>
+              </div>
+
+              <JobCard
+                job={highlightedJob}
+                onApply={onApply}
+                onReject={onReject}
+                onProcess={onProcess}
+                isProcessing={processingJobId === highlightedJob.id}
+                highlightedJobId={highlightedJobId}
+                onHighlightChange={setHighlightedJobId}
+              />
+
+              <Card>
+                <CardHeader className="space-y-1">
+                  <CardTitle className="text-base">Job description</CardTitle>
+                  <div className="text-xs text-muted-foreground">Press Esc or click outside to exit highlight.</div>
+                </CardHeader>
+                <CardContent className="max-h-[60vh] overflow-auto text-sm text-muted-foreground">
+                  <div className="whitespace-pre-wrap leading-relaxed">
+                    <ReactMarkdown remarkPlugins={[remarkGfm]}>
+                      {highlightedJobDescription}
+                    </ReactMarkdown>
+                  </div>
+                </CardContent>
+              </Card>
+            </div>
+          </div>
+        </>
+      )}
+
+      <Tabs
+        value={activeTab}
+        onValueChange={(value) => setActiveTab(value as FilterTab)}
+        className="space-y-4"
+      >
       <div className="space-y-3">
         <div className="flex flex-col gap-2 sm:flex-row sm:items-center sm:justify-between">
           <TabsList className="w-full sm:w-auto h-9">
@@ -500,6 +602,8 @@ export const JobList: React.FC<JobListProps> = ({
                           onReject={onReject}
                           onProcess={onProcess}
                           processingJobId={processingJobId}
+                          highlightedJobId={highlightedJobId}
+                          onHighlightChange={setHighlightedJobId}
                         />
                       </CardContent>
                     </Card>
@@ -514,6 +618,8 @@ export const JobList: React.FC<JobListProps> = ({
                         onReject={onReject}
                         onProcess={onProcess}
                         isProcessing={processingJobId === job.id}
+                        highlightedJobId={highlightedJobId}
+                        onHighlightChange={setHighlightedJobId}
                       />
                     ))}
                   </div>
@@ -523,6 +629,7 @@ export const JobList: React.FC<JobListProps> = ({
           </TabsContent>
         );
       })}
-    </Tabs>
+      </Tabs>
+    </>
   );
 };
diff --git a/orchestrator/src/client/components/JobTable.tsx b/orchestrator/src/client/components/JobTable.tsx
index 0817444..b9bdd52 100644
--- a/orchestrator/src/client/components/JobTable.tsx
+++ b/orchestrator/src/client/components/JobTable.tsx
@@ -59,6 +59,8 @@ export interface JobTableProps {
   onReject: (id: string) => void | Promise<void>;
   onProcess: (id: string) => void | Promise<void>;
   processingJobId: string | null;
+  highlightedJobId?: string | null;
+  onHighlightChange?: (jobId: string | null) => void;
 }
 
 const sourceLabel: Record<Job["source"], string> = {
@@ -135,6 +137,8 @@ export const JobTable: React.FC<JobTableProps> = ({
   onReject,
   onProcess,
   processingJobId,
+  highlightedJobId,
+  onHighlightChange,
 }) => {
   const selectedCount = jobs.reduce((count, job) => count + (selectedJobIds.has(job.id) ? 1 : 0), 0);
   const allSelected = jobs.length > 0 && selectedCount === jobs.length;
@@ -215,6 +219,7 @@ export const JobTable: React.FC<JobTableProps> = ({
           const canReject = ["discovered", "ready"].includes(job.status);
           const isProcessing = processingJobId === job.id;
           const isSelected = selectedJobIds.has(job.id);
+          const isHighlighted = highlightedJobId === job.id;
 
           return (
             <TableRow key={job.id} data-state={isSelected ? "selected" : undefined}>
@@ -290,6 +295,14 @@ export const JobTable: React.FC<JobTableProps> = ({
                       Copy info
                     </DropdownMenuItem>
 
+                    {onHighlightChange && (
+                      <DropdownMenuItem
+                        onSelect={() => onHighlightChange(isHighlighted ? null : job.id)}
+                      >
+                        {isHighlighted ? "Unhighlight" : "Highlight"}
+                      </DropdownMenuItem>
+                    )}
+
                     {hasPdf && (
                       <>
                         <DropdownMenuItem asChild>

From c4fa1794ea5e5d5104df53fe7088871870fd803c Mon Sep 17 00:00:00 2001
From: DaKheera47 <shaheergoodboy@gmail.com>
Date: Mon, 15 Dec 2025 19:12:43 +0000
Subject: [PATCH 4/4] multiple search term support in jobspy

---
 docker-compose.yml                         |   3 +-
 orchestrator/src/server/services/jobspy.ts | 268 +++++++++++++--------
 2 files changed, 176 insertions(+), 95 deletions(-)

diff --git a/docker-compose.yml b/docker-compose.yml
index 30c7abd..a4b3c2b 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -35,7 +35,8 @@ services:
 
       # JobSpy (Indeed/LinkedIn scraping) - optional
       - JOBSPY_SITES=${JOBSPY_SITES:-indeed,linkedin}
-      - JOBSPY_SEARCH_TERM=${JOBSPY_SEARCH_TERM:-web developer}
+      # Preferred: pipe-separated list, e.g. "web developer|frontend developer|react developer"
+      - JOBSPY_SEARCH_TERMS=${JOBSPY_SEARCH_TERMS:-web developer|frontend developer|react developer}
       - JOBSPY_LOCATION=${JOBSPY_LOCATION:-UK}
       - JOBSPY_RESULTS_WANTED=${JOBSPY_RESULTS_WANTED:-200}
       - JOBSPY_HOURS_OLD=${JOBSPY_HOURS_OLD:-72}
diff --git a/orchestrator/src/server/services/jobspy.ts b/orchestrator/src/server/services/jobspy.ts
index 0846bad..687959b 100644
--- a/orchestrator/src/server/services/jobspy.ts
+++ b/orchestrator/src/server/services/jobspy.ts
@@ -5,7 +5,7 @@
  */
 
 import { spawn } from 'child_process';
-import { readFile, mkdir } from 'fs/promises';
+import { readFile, mkdir, unlink } from 'fs/promises';
 import { join, dirname } from 'path';
 import { fileURLToPath } from 'url';
 import type { CreateJobInput, JobSource } from '../../shared/types.js';
@@ -110,7 +110,7 @@ function formatSalary(params: {
 
 export interface RunJobSpyOptions {
   sites?: Array<JobSource>;
-  searchTerm?: string;
+  searchTerms?: string[];
   location?: string;
   resultsWanted?: number;
   hoursOld?: number;
@@ -129,108 +129,71 @@ export async function runJobSpy(options: RunJobSpyOptions = {}): Promise<JobSpyR
   const outputDir = join(dataDir, 'imports');
   await mkdir(outputDir, { recursive: true });
 
-  const outputCsv = join(outputDir, 'jobspy_jobs.csv');
-  const outputJson = join(outputDir, 'jobspy_jobs.json');
-
   const sites = (options.sites ?? ['indeed', 'linkedin'])
     .filter((s) => s === 'indeed' || s === 'linkedin')
     .join(',');
 
+  const searchTerms = resolveSearchTerms(options);
+  if (searchTerms.length === 0) {
+    return { success: true, jobs: [] };
+  }
+
   try {
-    await new Promise<void>((resolve, reject) => {
-      const pythonPath = getPythonPath();
-      const child = spawn(pythonPath, [JOBSPY_SCRIPT], {
-        cwd: JOBSPY_DIR,
-        shell: false,
-        stdio: 'inherit',
-        env: {
-          ...process.env,
-          JOBSPY_SITES: sites || 'indeed,linkedin',
-          JOBSPY_SEARCH_TERM: options.searchTerm ?? process.env.JOBSPY_SEARCH_TERM ?? 'web developer',
-          JOBSPY_LOCATION: options.location ?? process.env.JOBSPY_LOCATION ?? 'UK',
-          JOBSPY_RESULTS_WANTED: String(options.resultsWanted ?? process.env.JOBSPY_RESULTS_WANTED ?? 200),
-          JOBSPY_HOURS_OLD: String(options.hoursOld ?? process.env.JOBSPY_HOURS_OLD ?? 72),
-          JOBSPY_COUNTRY_INDEED: options.countryIndeed ?? process.env.JOBSPY_COUNTRY_INDEED ?? 'UK',
-          JOBSPY_LINKEDIN_FETCH_DESCRIPTION: String(
-            options.linkedinFetchDescription ?? process.env.JOBSPY_LINKEDIN_FETCH_DESCRIPTION ?? '1'
-          ),
-          JOBSPY_OUTPUT_CSV: outputCsv,
-          JOBSPY_OUTPUT_JSON: outputJson,
-        },
-      });
-
-      child.on('close', (code) => {
-        if (code === 0) resolve();
-        else reject(new Error(`JobSpy exited with code ${code}`));
-      });
-      child.on('error', reject);
-    });
-
-    const raw = await readFile(outputJson, 'utf-8');
-    const parsed = JSON.parse(raw) as Array<Record<string, unknown>>;
-
     const jobs: CreateJobInput[] = [];
+    const seenJobUrls = new Set<string>();
 
-    for (const row of parsed) {
-      const source = toJobSource(row.site);
-      if (!source) continue;
+    for (let i = 0; i < searchTerms.length; i++) {
+      const searchTerm = searchTerms[i];
+      const suffix = `${i + 1}_${slugForFilename(searchTerm)}`;
+      const outputCsv = join(outputDir, `jobspy_jobs_${suffix}.csv`);
+      const outputJson = join(outputDir, `jobspy_jobs_${suffix}.json`);
 
-      const jobUrl = toStringOrNull(row.job_url);
-      if (!jobUrl) continue;
+      await new Promise<void>((resolve, reject) => {
+        const pythonPath = getPythonPath();
+        const child = spawn(pythonPath, [JOBSPY_SCRIPT], {
+          cwd: JOBSPY_DIR,
+          shell: false,
+          stdio: 'inherit',
+          env: {
+            ...process.env,
+            JOBSPY_SITES: sites || 'indeed,linkedin',
+            JOBSPY_SEARCH_TERM: searchTerm,
+            JOBSPY_LOCATION: options.location ?? process.env.JOBSPY_LOCATION ?? 'UK',
+            JOBSPY_RESULTS_WANTED: String(options.resultsWanted ?? process.env.JOBSPY_RESULTS_WANTED ?? 200),
+            JOBSPY_HOURS_OLD: String(options.hoursOld ?? process.env.JOBSPY_HOURS_OLD ?? 72),
+            JOBSPY_COUNTRY_INDEED: options.countryIndeed ?? process.env.JOBSPY_COUNTRY_INDEED ?? 'UK',
+            JOBSPY_LINKEDIN_FETCH_DESCRIPTION: String(
+              options.linkedinFetchDescription ?? process.env.JOBSPY_LINKEDIN_FETCH_DESCRIPTION ?? '1'
+            ),
+            JOBSPY_OUTPUT_CSV: outputCsv,
+            JOBSPY_OUTPUT_JSON: outputJson,
+          },
+        });
 
-      const title = toStringOrNull(row.title) ?? 'Unknown Title';
-      const employer = toStringOrNull(row.company) ?? 'Unknown Employer';
-
-      const jobUrlDirect = toStringOrNull(row.job_url_direct);
-      const applicationLink = jobUrlDirect ?? jobUrl;
-
-      const minAmount = toNumberOrNull(row.min_amount);
-      const maxAmount = toNumberOrNull(row.max_amount);
-      const currency = toStringOrNull(row.currency);
-      const interval = toStringOrNull(row.interval);
-
-      const salary = formatSalary({ minAmount, maxAmount, currency, interval });
-
-      jobs.push({
-        source,
-        sourceJobId: toStringOrNull(row.id) ?? undefined,
-        jobUrlDirect: jobUrlDirect ?? undefined,
-        datePosted: toStringOrNull(row.date_posted) ?? undefined,
-
-        title,
-        employer,
-        employerUrl: toStringOrNull(row.company_url) ?? undefined,
-        jobUrl,
-        applicationLink,
-        location: toStringOrNull(row.location) ?? undefined,
-        jobDescription: toStringOrNull(row.description) ?? undefined,
-        salary: salary ?? undefined,
-
-        jobType: toStringOrNull(row.job_type) ?? undefined,
-        salarySource: toStringOrNull(row.salary_source) ?? undefined,
-        salaryInterval: interval ?? undefined,
-        salaryMinAmount: minAmount ?? undefined,
-        salaryMaxAmount: maxAmount ?? undefined,
-        salaryCurrency: currency ?? undefined,
-        isRemote: toBooleanOrNull(row.is_remote) ?? undefined,
-        jobLevel: toStringOrNull(row.job_level) ?? undefined,
-        jobFunction: toStringOrNull(row.job_function) ?? undefined,
-        listingType: toStringOrNull(row.listing_type) ?? undefined,
-        emails: toJsonStringOrNull(row.emails) ?? undefined,
-        companyIndustry: toStringOrNull(row.company_industry) ?? undefined,
-        companyLogo: toStringOrNull(row.company_logo) ?? undefined,
-        companyUrlDirect: toStringOrNull(row.company_url_direct) ?? undefined,
-        companyAddresses: toJsonStringOrNull(row.company_addresses) ?? undefined,
-        companyNumEmployees: toStringOrNull(row.company_num_employees) ?? undefined,
-        companyRevenue: toStringOrNull(row.company_revenue) ?? undefined,
-        companyDescription: toStringOrNull(row.company_description) ?? undefined,
-        skills: toJsonStringOrNull(row.skills) ?? undefined,
-        experienceRange: toJsonStringOrNull(row.experience_range) ?? undefined,
-        companyRating: toNumberOrNull(row.company_rating) ?? undefined,
-        companyReviewsCount: toNumberOrNull(row.company_reviews_count) ?? undefined,
-        vacancyCount: toNumberOrNull(row.vacancy_count) ?? undefined,
-        workFromHomeType: toStringOrNull(row.work_from_home_type) ?? undefined,
+        child.on('close', (code) => {
+          if (code === 0) resolve();
+          else reject(new Error(`JobSpy exited with code ${code}`));
+        });
+        child.on('error', reject);
       });
+
+      const raw = await readFile(outputJson, 'utf-8');
+      const parsed = JSON.parse(raw) as Array<Record<string, unknown>>;
+      const mapped = mapJobSpyRows(parsed);
+
+      for (const job of mapped) {
+        const url = job.jobUrl;
+        if (seenJobUrls.has(url)) continue;
+        seenJobUrls.add(url);
+        jobs.push(job);
+      }
+
+      try {
+        await unlink(outputJson);
+        await unlink(outputCsv);
+      } catch {
+        // Ignore cleanup errors
+      }
     }
 
     return { success: true, jobs };
@@ -239,3 +202,120 @@ export async function runJobSpy(options: RunJobSpyOptions = {}): Promise<JobSpyR
     return { success: false, jobs: [], error: message };
   }
 }
+
+function resolveSearchTerms(options: RunJobSpyOptions): string[] {
+  const fromOptions = options.searchTerms?.length ? options.searchTerms : null;
+  const fromEnv = parseSearchTermsEnv(process.env.JOBSPY_SEARCH_TERMS);
+  const raw = fromOptions ?? fromEnv ?? ['web developer'];
+  const out: string[] = [];
+  const seen = new Set<string>();
+
+  for (const term of raw) {
+    const normalized = term.trim();
+    if (!normalized) continue;
+    const key = normalized.toLowerCase();
+    if (seen.has(key)) continue;
+    seen.add(key);
+    out.push(normalized);
+  }
+
+  return out;
+}
+
+function parseSearchTermsEnv(raw: string | undefined): string[] | null {
+  if (!raw) return null;
+  const trimmed = raw.trim();
+  if (!trimmed) return null;
+
+  if (trimmed.startsWith('[')) {
+    try {
+      const parsed = JSON.parse(trimmed) as unknown;
+      if (Array.isArray(parsed) && parsed.every((v) => typeof v === 'string')) {
+        return parsed;
+      }
+    } catch {
+      // fall through
+    }
+  }
+
+  const delimiter = trimmed.includes('|') ? '|' : trimmed.includes('\n') ? '\n' : ',';
+  const split = trimmed.split(delimiter).map((t) => t.trim()).filter(Boolean);
+  return split.length > 0 ? split : null;
+}
+
+function slugForFilename(input: string): string {
+  const slug = input
+    .toLowerCase()
+    .replace(/[^a-z0-9]+/g, '_')
+    .replace(/^_+|_+$/g, '')
+    .slice(0, 40);
+  return slug || 'term';
+}
+
+function mapJobSpyRows(parsed: Array<Record<string, unknown>>): CreateJobInput[] {
+  const jobs: CreateJobInput[] = [];
+
+  for (const row of parsed) {
+    const source = toJobSource(row.site);
+    if (!source) continue;
+
+    const jobUrl = toStringOrNull(row.job_url);
+    if (!jobUrl) continue;
+
+    const title = toStringOrNull(row.title) ?? 'Unknown Title';
+    const employer = toStringOrNull(row.company) ?? 'Unknown Employer';
+
+    const jobUrlDirect = toStringOrNull(row.job_url_direct);
+    const applicationLink = jobUrlDirect ?? jobUrl;
+
+    const minAmount = toNumberOrNull(row.min_amount);
+    const maxAmount = toNumberOrNull(row.max_amount);
+    const currency = toStringOrNull(row.currency);
+    const interval = toStringOrNull(row.interval);
+
+    const salary = formatSalary({ minAmount, maxAmount, currency, interval });
+
+    jobs.push({
+      source,
+      sourceJobId: toStringOrNull(row.id) ?? undefined,
+      jobUrlDirect: jobUrlDirect ?? undefined,
+      datePosted: toStringOrNull(row.date_posted) ?? undefined,
+
+      title,
+      employer,
+      employerUrl: toStringOrNull(row.company_url) ?? undefined,
+      jobUrl,
+      applicationLink,
+      location: toStringOrNull(row.location) ?? undefined,
+      jobDescription: toStringOrNull(row.description) ?? undefined,
+      salary: salary ?? undefined,
+
+      jobType: toStringOrNull(row.job_type) ?? undefined,
+      salarySource: toStringOrNull(row.salary_source) ?? undefined,
+      salaryInterval: interval ?? undefined,
+      salaryMinAmount: minAmount ?? undefined,
+      salaryMaxAmount: maxAmount ?? undefined,
+      salaryCurrency: currency ?? undefined,
+      isRemote: toBooleanOrNull(row.is_remote) ?? undefined,
+      jobLevel: toStringOrNull(row.job_level) ?? undefined,
+      jobFunction: toStringOrNull(row.job_function) ?? undefined,
+      listingType: toStringOrNull(row.listing_type) ?? undefined,
+      emails: toJsonStringOrNull(row.emails) ?? undefined,
+      companyIndustry: toStringOrNull(row.company_industry) ?? undefined,
+      companyLogo: toStringOrNull(row.company_logo) ?? undefined,
+      companyUrlDirect: toStringOrNull(row.company_url_direct) ?? undefined,
+      companyAddresses: toJsonStringOrNull(row.company_addresses) ?? undefined,
+      companyNumEmployees: toStringOrNull(row.company_num_employees) ?? undefined,
+      companyRevenue: toStringOrNull(row.company_revenue) ?? undefined,
+      companyDescription: toStringOrNull(row.company_description) ?? undefined,
+      skills: toJsonStringOrNull(row.skills) ?? undefined,
+      experienceRange: toJsonStringOrNull(row.experience_range) ?? undefined,
+      companyRating: toNumberOrNull(row.company_rating) ?? undefined,
+      companyReviewsCount: toNumberOrNull(row.company_reviews_count) ?? undefined,
+      vacancyCount: toNumberOrNull(row.vacancy_count) ?? undefined,
+      workFromHomeType: toStringOrNull(row.work_from_home_type) ?? undefined,
+    });
+  }
+
+  return jobs;
+}