From e920d4925a051d548c9786a7a95463cf75e5e353 Mon Sep 17 00:00:00 2001
From: Ace <dillen@coastit.co.za>
Date: Wed, 1 Jul 2026 12:15:37 +0200
Subject: [PATCH] Updated the to use targeted jobs but its weird

---
 browser-use-service/main.py               | 408 +++++++++++++++++-----
 data/ai/jobs.jsonl                        |  12 +-
 src/app/(dashboard)/ai-assistant/page.tsx |  46 ++-
 src/components/ai/ai-chat.tsx             |  18 +-
 src/components/ai/job-selector.tsx        |  84 +++--
 5 files changed, 434 insertions(+), 134 deletions(-)

diff --git a/browser-use-service/main.py b/browser-use-service/main.py
index b24f6b9..78367a2 100644
--- a/browser-use-service/main.py
+++ b/browser-use-service/main.py
@@ -341,6 +341,7 @@ OFFER_PATTERNS = [
     r"\bfree\s+domain\b",
     r"\bweb\s+hosting\b",
     r"\bfree\s+website\b",
+    r"\bfree\s+\w+\s+website\b",
     r"\bprofessional\s+website",
     r"\baffordable\s+web\b",
     r"\bget\s+a\s+free\b",
@@ -365,6 +366,47 @@ OFFER_PATTERNS = [
     r"\bsponsored\b",
     r"\bpromoted\b",
     r"\badvertisement\b",
+    r"\bdo\s+you\s+(need|want)\b",
+    r"\bwe\s+(can|will)\s+(build|design|create|develop|do)\b",
+    r"\bi\s+(can|will)\s+(build|design|create|develop|do)\b",
+    r"\bmy\s+portfolio\b",
+    r"\breasonable\s+(price|pricing|rate)\b",
+    r"\bwhatsapp\s+(me|us|at)\b",
+    r"\blooking\s+for\s+(a\s+)?(business|client|customer)\b",
+    r"\bhelp\s+your\s+business\b",
+    r"\bi\s+am\s+a\s+(web|freelance|designer|developer)\b",
+    r"\bcontact\s+me\b",
+    r"\bwe\s+(are|offer|provide)\s+(web|website|design|service)\b",
+    r"\btake\s+(the\s+|this\s+)?quiz\b",
+    r"\bhomeschool\b",
+    r"\byour\s+(home\s+)?tutor\b",
+    r"\blink\s+(in\s+)?(bio|comment|below)\b",
+    r"\bapply\s+now\b",
+    r"\bget\s+started\b",
+    r"\bfor\s+only\b",
+    r"\blow\s+(price|cost|rate)\b",
+    r"\bhit\s+me\s+up\b",
+    r"\bsend\s+me\s+(a\s+)?(message|dm|pm)\b",
+    r"\bi\s+do\s+(web|website|design|development)\b",
+    r"\bwe\s+do\s+(web|website|design|development)\b",
+    r"\bi'm\s+offering\b",
+    r"\bwe're\s+offering\b",
+    r"\bstarting\s+a\s+\w+\s+(service|business)\b",
+    r"\blooking\s+for\s+a\s+few\s+businesses?\b",
+    r"\blet('?)s\s+connect\b",
+    r"\bi\s+have\s+projects?\b",
+    r"\byour\s+business\b",
+    r"\bwordpress\s+development\b",
+    r"\be.?commerce\s+website\b",
+    r"\bwebsite\s+builder\b",
+    r"\bai\s+studio\b",
+    r"\bpage\s+speed\b",
+    r"\bguest\s+post",
+    r"\bguest\s+blog",
+    r"\bfor\s+sale\b",
+    r"\bselling\s+(my|a|the|this)\b",
+    r"\bpremium\b",
+    r"\bi'm\s+selling\b",
 ]
 
 REQUEST_PATTERNS = [
@@ -549,6 +591,48 @@ FB_SEARCHES = [
     "want to build a website for my",
 ]
 
+TUTORING_SEARCHES = [
+    "need a tutor",
+    "looking for a tutor",
+    "tutor for my child",
+    "need help with homework",
+    "private tutor needed",
+    "looking for tutoring",
+    "need a math tutor",
+    "english tutor needed",
+    "online tutor for",
+    "lessons for my child",
+    "help my child with",
+    "need someone to tutor",
+    "looking for someone to teach",
+    "tutoring for my",
+    "need help learning",
+    "recommend a tutor",
+    "anyone know a tutor",
+    "need a private tutor",
+    "tutoring services for my child",
+    "need academic help",
+    "need a reading tutor",
+    "looking for piano teacher",
+    "need help with maths",
+    "need a science tutor",
+    "looking for language tutor",
+    "need programming tutor",
+    "coding tutor for my",
+    "sat tutor needed",
+    "exam preparation tutor",
+    "need a homeschool tutor",
+    "tutor near me for",
+]
+
+def _search_list_for_query(query: str) -> list[str]:
+    """Pick the appropriate search query pool based on the search term."""
+    tl = query.lower()
+    tutoring_terms = ["tutor", "tutoring", "lessons", "homework", "teach", "learning", "child", "math", "english", "science", "exam", "homeschool", "coding", "programming", "piano", "reading"]
+    if any(t in tl for t in tutoring_terms):
+        return TUTORING_SEARCHES
+    return FB_SEARCHES
+
 VIEWPORTS = [
     {'width': 1280, 'height': 800},
     {'width': 1366, 'height': 768},
@@ -663,6 +747,9 @@ def _clean_fb_text(text: str) -> str:
         cleaned_lines.append(stripped)
     return '\n'.join(cleaned_lines)
 
+# Words that should never be treated as person names
+_NON_NAMES = {"online","tutor","tutoring","school","academy","learning","urgently","looking","south","africa","philippines","australia","creative","professional","digital","services","solutions","statistics","actuarial","homeschooling","homeschool","reading","math","english","science","grade","group","page","website","design","development","agency","company","studio","graphic","technical","support","customer","guest","post","fashion","wordpress","shopify","ecommerce","business","marketing","social","media","content","strategy","seo","free","domain","hosting","sponsored","promoted","advertisement","need","want","help","please","contact","send","message","whatsapp","hire","freelance","writer","blogger","expert","specialist","consultant","freelancer","software","creators","village","town","city","university","college","institute","evolve","aesthetics","sale","selling","premium","builder","pro","people","ecommerce"}
+
 # ── Post Extraction ──────────────────────────────────────────────────
 # Two strategies for extracting posts from page content:
 #   1. _extract_posts_from_elements — uses structured DOM data from _get_article_elements()
@@ -720,6 +807,25 @@ def _extract_posts_from_text(raw: str, url: str) -> list[dict]:
     posts = []
     seen_texts = set()
     cur = []
+
+    def _find_author(candidate_lines: list[str]) -> str:
+        for line in reversed(candidate_lines):
+            ln = line.strip()
+            if not ln or len(ln) > 60 or len(ln) < 3:
+                continue
+            words = ln.split()
+            if not (1 < len(words) < 8):
+                continue
+            if not all(w[0].isalpha() and w[0].isupper() for w in words if w):
+                continue
+            lower_ln = ln.lower()
+            if any(kw in lower_ln for kw in BROAD_KEYWORDS) or is_offer(ln):
+                continue
+            if 'http' in ln or '/' in ln or '@' in ln:
+                continue
+            return ln
+        return ''
+
     for l in lines:
         words = re.findall(r'[A-Za-z]{2,}', l)
         if len(words) < 2:
@@ -735,7 +841,7 @@ def _extract_posts_from_text(raw: str, url: str) -> list[dict]:
                         posts.append({
                             "title": snippet[:300],
                             "content": snippet[:1000],
-                            "author": '',
+                            "author": _find_author(cur[-3:]),
                             "url": url,
                             "source": "facebook",
                             "date": _parse_fb_date(cur + [l]),
@@ -759,7 +865,40 @@ def _extract_posts_from_text(raw: str, url: str) -> list[dict]:
         cur.append(l)
         if len(cur) > 10:
             cur.pop(0)
-    return posts
+    # Post-process: scan each post's text for inline names
+    def _scan_inline_name(text: str) -> str:
+        for m in re.finditer(r'([A-Z][a-z]{2,}(?:\s+[A-Z][a-z]{2,}){1,3})[\s,;:]', text):
+            cand = m.group(1).strip()
+            if cand and 3 <= len(cand) <= 60:
+                lower = cand.lower()
+                words = lower.split()
+                if not any(kw in lower for kw in BROAD_KEYWORDS) and not is_offer(cand):
+                    if not any(w in _NON_NAMES for w in words):
+                        return cand
+        return ''
+    for p in posts:
+        if not p.get('author'):
+            txt = p.get('content') or p.get('title') or ''
+            name = _scan_inline_name(txt)
+            if name:
+                p['author'] = name
+    # Remove group posts: any post whose text looks like it came from a group
+    _group_suffixes = [" - South Africa", " - Australia", " PH", "Group", "help group", "info group"]
+    filtered = []
+    for p in posts:
+        t = (p.get('title') or p.get('content') or '')
+        if ' / ' in t:
+            continue
+        lower = t.lower()
+        skip = False
+        for suff in _group_suffixes:
+            if suff.lower() in lower:
+                skip = True
+                break
+        if skip:
+            continue
+        filtered.append(p)
+    return filtered
 
 # ── Human-like Behavior Simulation ──────────────────────────────────
 # These functions add random delays, mouse movements, and scroll patterns
@@ -811,58 +950,31 @@ async def _get_article_elements(page) -> list[dict]:
     return await page.evaluate('''() => {
         const results = [];
         const seenTexts = new Set();
-        const selectors = [
-            'div[role="article"]',
-            'div[role="feed"] > div',
-            'div.x1yztbdb',
-            'div[data-pagelet]',
-        ];
-        for (const sel of selectors) {
-            const els = document.querySelectorAll(sel);
-            for (const el of els) {
-                const text = (el.innerText || '').trim();
-                if (text.length < 40) continue;
-                const key = text.substring(0, 80);
-                if (seenTexts.has(key)) continue;
-                seenTexts.add(key);
-
-                // --- Publisher name ---
-                let author = '';
-                const nameEl = el.querySelector('h4, strong, a[role="link"]');
-                if (nameEl) {
-                    author = (nameEl.innerText || '').trim();
-                }
-                if (!author) {
-                    const links = el.querySelectorAll('a');
-                    for (const a of links) {
-                        const t = (a.innerText || '').trim();
-                        if (t && t.length > 1 && t.length < 60 && /^[A-Za-zÀ-ÿ]/.test(t) && !t.includes('facebook') && !t.includes('/')) {
-                            author = t;
-                            break;
-                        }
-                    }
-                }
-
-                // --- Post URL ---
-                let postUrl = '';
-                for (const a of el.querySelectorAll('a')) {
-                    const h = (a.getAttribute('href') || '');
-                    if (h.includes('/posts/') || h.includes('/photo/') || h.includes('/video/') || h.includes('/groups/') || h.includes('/permalink/')) {
-                        postUrl = h.startsWith('http') ? h : 'https://www.facebook.com' + h;
-                        break;
-                    }
-                }
-
-                // --- Date from <time datetime> ---
-                let date = '';
-                const timeEl = el.querySelector('time');
-                if (timeEl) {
-                    date = timeEl.getAttribute('datetime') || timeEl.getAttribute('aria-label') || '';
-                }
-
-                results.push({ text, author, url: postUrl, date });
-            }
-            if (results.length > 0) break;
+        const terms = ["website","web design","web develop","need a","looking for","build my","create a","wordpress","landing page","ecommerce"];
+        const anchors = document.querySelectorAll('a[href*="/posts/"], a[href*="/story.php"], a[href*="/photo.php"], a[href*="/watch"], a[href*="/reel/"], a[href*="/permalink/"]');
+        for (const a of anchors) {
+            const h = a.getAttribute('href') || '';
+            if (!h) continue;
+            const cell = a.closest('div[style]') || a.parentElement;
+            if (!cell) continue;
+            const txt = (cell.innerText || '').trim();
+            if (txt.length < 40) continue;
+            const lower = txt.toLowerCase();
+            let matched = false;
+            for (const t of terms) { if (lower.includes(t)) { matched = true; break; } }
+            if (!matched) continue;
+            const key = txt.substring(0, 80);
+            if (seenTexts.has(key)) continue;
+            seenTexts.add(key);
+            let author = '';
+            const nameEl = cell.querySelector('h4, strong, a[role="link"], span[dir="auto"]');
+            if (nameEl) author = (nameEl.innerText || '').trim();
+            if (!author || author.length > 60 || author.length < 2) author = '';
+            let postUrl = h.startsWith('http') ? h : 'https://www.facebook.com' + h;
+            let date = '';
+            const timeEl = cell.querySelector('time');
+            if (timeEl) date = timeEl.getAttribute('datetime') || timeEl.getAttribute('aria-label') || '';
+            results.push({ text: txt, author, url: postUrl, date });
         }
         return results;
     }''')
@@ -896,15 +1008,11 @@ async def search_facebook(page, context, query: str):
     url = f'https://www.facebook.com/search/posts/?q={urllib.parse.quote(query)}'
     try:
         await page.goto(url, wait_until='domcontentloaded', timeout=30000)
-        try:
-            await page.wait_for_selector('div[role="article"], div[role="feed"]', timeout=15000)
-        except Exception:
-            pass
-        await page.wait_for_timeout(random.randint(3000, 8000))
+        await page.wait_for_timeout(random.randint(5000, 10000))
 
-        await human_scroll(page, steps=random.randint(2, 4), total_delay=random.uniform(6, 15))
+        await human_scroll(page, steps=random.randint(4, 7), total_delay=random.uniform(12, 25))
 
-        if random.random() < 0.1:
+        if random.random() < 0.3:
             await page.evaluate("window.scrollTo(0, document.body.scrollHeight)")
             await page.wait_for_timeout(random.randint(1000, 3000))
             await page.evaluate("window.scrollBy(0, -300)")
@@ -919,9 +1027,100 @@ async def search_facebook(page, context, query: str):
 
         raw_articles = await _get_article_elements(page)
         posts = _extract_posts_from_elements(raw_articles, url) if raw_articles else []
-        if not posts:
-            raw = await page.evaluate('document.body.innerText')
-            posts = _extract_posts_from_text(raw, url)
+        raw = await page.evaluate('document.body.innerText')
+        text_posts = _extract_posts_from_text(raw, url)
+        existing = {(p.get('title') or p.get('content',''))[:80] for p in posts}
+        for tp in text_posts:
+            key = (tp.get('title') or tp.get('content',''))[:80]
+            if key not in existing:
+                posts.append(tp)
+        if posts:
+            # Extract author names from profile links in the DOM
+            try:
+                profiles = await page.evaluate(r'''() => {
+                    const out = [];
+                    const seenTxt = new Set();
+                    for (const a of document.querySelectorAll('a[href*="/profile.php"], a[href*="/user/"], a[href*="/people/"], a[href*="/me/"]')) {
+                        const name = (a.innerText || '').trim();
+                        if (!name || name.length < 3 || name.length > 60) continue;
+                        const words = name.split(' ');
+                        if (words.length < 2 || words.length > 6) continue;
+                        if (!/^[A-Z]/.test(name)) continue;
+                        if (name.includes('facebook') || name.includes('/')) continue;
+                        const cell = a.closest('div[style]') || a.parentElement;
+                        const txt = cell ? (cell.innerText || '').substring(0, 200) : '';
+                        if (!txt) continue;
+                        const key = txt.substring(0, 80);
+                        if (seenTxt.has(key)) continue;
+                        seenTxt.add(key);
+                        out.push({ name, textKey: key });
+                    }
+                    return out;
+                }''')
+                if profiles:
+                    for p in posts:
+                        pk = (p.get('content') or p.get('title') or '')[:80].strip()
+                        if not pk: continue
+                        for pr in profiles:
+                            if pk[:30] in pr['textKey'] or pr['textKey'][:30] in pk:
+                                if not p.get('author'):
+                                    p['author'] = pr['name']
+                                break
+            except Exception:
+                pass
+            try:
+                meta = await page.evaluate(r'''() => {
+                    const out = [];
+                    const seenHref = new Set();
+                    const all = document.querySelectorAll('a[href]');
+                    for (const a of all) {
+                        const h = a.href;
+                        if (!h || seenHref.has(h)) continue;
+                        const u = new URL(h);
+                        if (!u.hostname.includes('facebook.com') && !u.hostname.includes('fb.com')) continue;
+                        const path = u.pathname;
+                        if (path === '/' || path === '/search/' || path === '/marketplace/' || path.startsWith('/messages/') || path.startsWith('/notifications/') || path.startsWith('/settings/')) continue;
+                        const isPost = path.includes('/posts/') || path.includes('/videos/') || path.includes('/photos/') || path.startsWith('/story.php') || path.startsWith('/photo.php') || path.startsWith('/watch') || path.includes('/reel/') || path.startsWith('/permalink/');
+                        if (!isPost) continue;
+                        const cell = a.closest('[style*="position"], [role="article"], div[data-pagelet], div.x1yztbdb, div.x78zum5, div.x1n2onr6') || a.parentElement;
+                        if (!cell) continue;
+                        const txt = (cell.innerText || '').trim();
+                        if (txt.length < 40) continue;
+                        let author = '';
+                        const nameEl = cell.querySelector('h4, strong, a[role="link"], span[dir="auto"]');
+                        if (nameEl) author = (nameEl.innerText || '').trim();
+                        if (!author || author.length > 60) author = '';
+                        const key = txt.substring(0, 100);
+                        seenHref.add(h);
+                        out.push({ key, href: h, author, textMap: txt.substring(0,200) });
+                    }
+                    return out;
+                }''')
+                if meta:
+                    for p in posts:
+                        pk = (p.get('content') or p.get('title') or '')[:100].strip()
+                        if not pk: continue
+                        for m in meta:
+                            mk = m.get('key') or ''
+                            if pk[:40] in mk or mk[:40] in pk:
+                                if m.get('href') and 'search/' not in m['href']:
+                                    p['url'] = m['href']
+                                if m.get('author') and not p.get('author'):
+                                    p['author'] = m['author']
+                                break
+            except Exception:
+                pass
+        # Clean up: remove group names passed off as authors
+        for p in posts:
+            if p.get('author'):
+                a = p['author']
+                al = a.lower()
+                if any(kw in al for kw in BROAD_KEYWORDS) or is_offer(a) or len(a.split()) < 2 or any(w in _NON_NAMES for w in al.split()):
+                    p['author'] = ''
+        # Final filter: strip any remaining group posts
+        posts = [p for p in posts if not (
+            '/groups/' in p.get('url', '') or ' / ' in (p.get('title') or p.get('content') or '')
+        )]
     except Exception as e:
         logger.warning("Facebook search '%s' failed: %s", query, e)
         return page, []
@@ -971,7 +1170,7 @@ def cleanup_chrome():
 #   - Auto-detect: Firefox → Opera → Chrome → Edge (first found wins)
 #   - If no profile found → Agent (browser-use + ChatOllama) fallback
 
-async def scrape_facebook(profile_path: str | None = None, force: bool = False) -> dict:
+async def scrape_facebook(profile_path: str | None = None, force: bool = False, query: str | None = None) -> dict:
     """Dispatcher — respect SELECTED_BROWSER, fall through on flag, then Agent."""
     effective_path = profile_path or ""
     browser_type = ""
@@ -1013,14 +1212,14 @@ async def scrape_facebook(profile_path: str | None = None, force: bool = False)
 
     # Firefox path
     if browser_type == "firefox":
-        result = await _scrape_with_firefox(effective_path, force)
+        result = await _scrape_with_firefox(effective_path, force, query)
         if result.get("success") or not result.get("flagged"):
             return result
         logger.warning("Firefox flagged (%s), trying Agent", result.get("flag_reason", "unknown"))
         return await _scrape_with_agent(force)
 
     # Chromium-based (chrome / opera / edge)
-    result = await _scrape_with_chromium(effective_path, browser_type, force)
+    result = await _scrape_with_chromium(effective_path, browser_type, force, query)
     if result.get("success") or not result.get("flagged"):
         return result
     logger.warning("%s flagged (%s), trying Agent", browser_type, result.get("flag_reason", "unknown"))
@@ -1035,7 +1234,7 @@ async def scrape_facebook(profile_path: str | None = None, force: bool = False)
 # human browsing). If flagged by Facebook, returns flagged=True for the
 # dispatcher to fall through to the Agent.
 
-async def _scrape_with_firefox(profile_path: str, force: bool) -> dict:
+async def _scrape_with_firefox(profile_path: str, force: bool, query: str | None = None) -> dict:
     """Scrape Facebook using Firefox + persistent real profile (no cookie injection)."""
     if not profile_path:
         return {"success": False, "leads": [], "flagged": False, "flag_reason": None, "error": "No profile path"}
@@ -1089,9 +1288,13 @@ async def _scrape_with_firefox(profile_path: str, force: bool) -> dict:
                 return {"success": True, "leads": [], "flagged": False, "flag_reason": None, "error": None}
 
             all_posts = []
-            searches = random.sample(FB_SEARCHES, k=random.randint(2, 4))
-            for i, query in enumerate(searches):
-                page, posts = await search_facebook(page, context, query)
+            if query:
+                query_pool = _search_list_for_query(query)
+                searches = [query] + random.sample(query_pool, k=random.randint(1, 2))
+            else:
+                searches = random.sample(FB_SEARCHES, k=random.randint(2, 4))
+            for i, sq in enumerate(searches):
+                page, posts = await search_facebook(page, context, sq)
                 all_posts.extend(posts)
                 if not posts:
                     continue
@@ -1142,6 +1345,12 @@ async def _scrape_with_firefox(profile_path: str, force: bool) -> dict:
                 pass
 
 
+# ── Chromium Scraper ─────────────────────────────────────────────────
+
+
+# ── Chromium Scraper ─────────────────────────────────────────────────
+
+
 # ── Chromium Scraper ─────────────────────────────────────────────────
 # Generic scraper for Chrome/Edge/Opera. Uses the same structure as the
 # Firefox scraper but with Chromium-specific launch config:
@@ -1152,7 +1361,7 @@ async def _scrape_with_firefox(profile_path: str, force: bool) -> dict:
 # Anti-detection script differs slightly from Firefox variant.
 # Same decoy-skip and flagged-fallback behavior as Firefox.
 
-async def _scrape_with_chromium(profile_path: str, browser: str, force: bool = False) -> dict:
+async def _scrape_with_chromium(profile_path: str, browser: str, force: bool = False, query: str | None = None) -> dict:
     """Scrape Facebook using a Chromium-based browser profile (Chrome/Edge/Opera)."""
     if not profile_path:
         return {"success": False, "leads": [], "flagged": False, "flag_reason": None, "error": "No profile path"}
@@ -1214,9 +1423,13 @@ async def _scrape_with_chromium(profile_path: str, browser: str, force: bool = F
                 return {"success": True, "leads": [], "flagged": False, "flag_reason": None, "error": None}
 
             all_posts = []
-            searches = random.sample(FB_SEARCHES, k=random.randint(2, 4))
-            for i, query in enumerate(searches):
-                page, posts = await search_facebook(page, context, query)
+            if query:
+                query_pool = _search_list_for_query(query)
+                searches = [query] + random.sample(query_pool, k=random.randint(1, 2))
+            else:
+                searches = random.sample(FB_SEARCHES, k=random.randint(2, 4))
+            for i, sq in enumerate(searches):
+                page, posts = await search_facebook(page, context, sq)
                 all_posts.extend(posts)
                 if not posts:
                     continue
@@ -1449,15 +1662,35 @@ Return a JSON array like ["yes","no","yes"] matching the order above."""
         "price for",
     ]
     keyword_leads: list[dict] = []
+    offer_reject = [
+        'i build website', 'i offer web', 'i am a web developer',
+        'affordable web design package', 'web hosting',
+        'i do web design', 'i develop websites',
+        'do you need a', 'do you want a', 'we can build',
+        'i can build', 'my portfolio', 'reasonable price',
+        'whatsapp me', 'looking for a business', 'looking for client',
+        'help your business', 'i am a web', 'contact me',
+        'we offer web', 'we provide web',
+        'take the quiz', 'homeschool', 'your home tutor',
+        'link in bio', 'apply now', 'get started',
+        'for only', 'low price', 'hit me up',
+        'send me a message', 'i do website', 'we do website',
+        'we do web', 'i do web',
+        'website designer / web developer', 'website & software creators',
+        'website builders for small businesses', 'australia web designers',
+        'south africa', 'wix website design',
+        'for sale', 'selling my', 'premium',
+        'i\'m selling', 'i\'m offering', 'we\'re offering',
+        'free ecommerce', 'free website design',
+        'starting a', 'looking for a few businesses',
+    ]
     for r in results:
         t = r['title'].lower()
         has_web = any(kw in t for kw in web_terms)
         has_request = any(kw in t for kw in request_terms)
         if not has_web or not has_request:
             continue
-        if any(kw in t for kw in ['i build website', 'i offer web', 'i am a web developer',
-                                   'affordable web design package', 'web hosting',
-                                   'i do web design', 'i develop websites']):
+        if any(kw in t for kw in offer_reject):
             continue
         keyword_leads.append(r)
 
@@ -1469,6 +1702,8 @@ Return a JSON array like ["yes","no","yes"] matching the order above."""
         if key not in seen_titles:
             seen_titles.add(key)
             merged.append(r)
+    # Final sweep: strip any remaining offers or group posts from merged
+    merged = [r for r in merged if not any(kw in (r.get('title','') or '').lower() for kw in offer_reject)]
 
     # Fill to 5 with loose keyword matches (at least web OR request term)
     if len(merged) < 5:
@@ -1477,11 +1712,14 @@ Return a JSON array like ["yes","no","yes"] matching the order above."""
             if key in seen_titles:
                 continue
             t = r['title'].lower()
-            if any(kw in t for kw in web_terms) or any(kw in t for kw in request_terms):
-                seen_titles.add(key)
-                merged.append(r)
-                if len(merged) >= 5:
-                    break
+            if not (any(kw in t for kw in web_terms) or any(kw in t for kw in request_terms)):
+                continue
+            if any(kw in t for kw in offer_reject):
+                continue
+            seen_titles.add(key)
+            merged.append(r)
+            if len(merged) >= 5:
+                break
 
     logger.info("classify_leads: %d merged (%d AI + %d keyword) from %d raw", len(merged), len(ai_leads), len(keyword_leads), len(results))
     return merged[:10]
@@ -1601,8 +1839,8 @@ async def agent_run(task: str = Body(..., embed=True)):
         return {"success": False, "error": str(e)}
 
 @app.post("/scrape/facebook")
-async def scrape_facebook_endpoint(profile_path: str | None = Query(None), force: bool = Query(False)):
-    result = await scrape_facebook(profile_path, force)
+async def scrape_facebook_endpoint(profile_path: str | None = Query(None), force: bool = Query(False), query: str | None = Query(None)):
+    result = await scrape_facebook(profile_path, force, query)
     return result
 
 if __name__ == "__main__":
diff --git a/data/ai/jobs.jsonl b/data/ai/jobs.jsonl
index aa68604..421a1f0 100644
--- a/data/ai/jobs.jsonl
+++ b/data/ai/jobs.jsonl
@@ -1,10 +1,2 @@
-{"job_title":"Software Developer","keywords":["developer","programmer","software engineer","coder","full stack","backend","frontend"],"industry":"Technology","description":"Builds and maintains software applications and systems"}
-{"job_title":"Marketing Specialist","keywords":["marketing","digital marketing","brand manager","content marketer","social media"],"industry":"Marketing","description":"Plans and executes marketing campaigns across channels"}
-{"job_title":"Sales Representative","keywords":["sales rep","account executive","business development","sales consultant"],"industry":"Sales","description":"Drives revenue through client acquisition and relationship management"}
-{"job_title":"Project Manager","keywords":["project manager","program manager","scrum master","agile coach"],"industry":"Business","description":"Oversees project timelines, resources, and deliverables"}
-{"job_title":"Graphic Designer","keywords":["designer","graphic designer","ui designer","ux designer","visual designer"],"industry":"Creative","description":"Creates visual concepts and designs for digital and print media"}
-{"job_title":"Data Analyst","keywords":["data analyst","business analyst","data scientist","analytics"],"industry":"Technology","description":"Analyzes data to provide actionable business insights"}
-{"job_title":"Customer Support Specialist","keywords":["customer support","customer service","support agent","help desk"],"industry":"Customer Service","description":"Assists customers with inquiries, issues, and product support"}
-{"job_title":"Human Resources Manager","keywords":["HR manager","HR","recruiter","talent acquisition","people operations"],"industry":"Human Resources","description":"Manages recruitment, employee relations, and HR operations"}
-{"job_title":"Financial Advisor","keywords":["financial advisor","financial planner","wealth manager","investment advisor"],"industry":"Finance","description":"Provides financial guidance and investment planning to clients"}
-{"job_title":"Operations Manager","keywords":["operations manager","operations","logistics","supply chain"],"industry":"Business","description":"Oversees daily operations and process optimization"}
+{"job_title":"Website Creation","keywords":["need a website","build my website","create a website for me","website for my business","need someone to build","who can build me","looking for a web developer","need a web designer","i need a website","need help with my website","looking for someone to create","need a site for","want a website for","need ecommerce website","need landing page","website for my small business","need my website redesigned","can someone build me","anyone know a web developer","recommend a web developer","need a new website"],"industry":"Technology","description":"Find people asking for websites, landing pages, or online stores to be built"}
+{"job_title":"Tutoring","keywords":["need a tutor","looking for a tutor","tutor for my child","need help with homework","private tutor needed","looking for tutoring","need a math tutor","english tutor needed","online tutor for","lessons for my child","help my child with","need someone to tutor","looking for someone to teach","tutoring for my","need help learning","recommend a tutor","anyone know a tutor","need a private tutor","tutoring services for my child","need academic help"],"industry":"Education","description":"Find parents and students asking for tutoring services"}
diff --git a/src/app/(dashboard)/ai-assistant/page.tsx b/src/app/(dashboard)/ai-assistant/page.tsx
index 4cb4f81..5e43d62 100644
--- a/src/app/(dashboard)/ai-assistant/page.tsx
+++ b/src/app/(dashboard)/ai-assistant/page.tsx
@@ -1,7 +1,7 @@
 "use client"
 
-import { useState, useCallback, useRef, useEffect } from "react"
-import { AIChat } from "@/components/ai/ai-chat"
+import { useState, useCallback, useRef } from "react"
+import { AIChat, type AIChatHandle } from "@/components/ai/ai-chat"
 import { JobSelector } from "@/components/ai/job-selector"
 import { Bot, ChevronRight } from "lucide-react"
 
@@ -16,12 +16,50 @@ const tips = [
 export default function AIAssistantPage() {
   const [selectedJob, setSelectedJob] = useState<{ job_title: string; keywords: string[]; industry: string; description: string } | null>(null)
   const [recentPrompts, setRecentPrompts] = useState<string[]>([])
-  const aiChatRef = useRef<{ fillInput: (text: string) => void } | null>(null)
+  const [searching, setSearching] = useState(false)
+  const aiChatRef = useRef<AIChatHandle | null>(null)
 
   const handleJobSelect = useCallback((job: typeof selectedJob) => {
     setSelectedJob(job)
   }, [])
 
+  const handleSearch = useCallback(async (job: NonNullable<typeof selectedJob>) => {
+    setSearching(true)
+    const keyword = job.keywords[0]
+    aiChatRef.current?.addAssistantMessage(`🔍 Searching Facebook for **${job.job_title}** leads...`)
+
+    const controller = new AbortController()
+    const timeoutId = setTimeout(() => controller.abort(), 360000)
+    const statusId = setTimeout(() => {
+      aiChatRef.current?.addAssistantMessage("⏳ Still searching Facebook (this can take up to 5 minutes)...")
+    }, 45000)
+
+    try {
+      const res = await fetch(`http://localhost:3008/scrape/facebook?force=true&query=${encodeURIComponent(keyword)}`, { method: "POST", signal: controller.signal })
+      clearTimeout(timeoutId)
+      clearTimeout(statusId)
+      const data = await res.json()
+      if (data.success && data.leads?.length > 0) {
+        const leadsText = data.leads.map((lead: any, i: number) =>
+          `**${i + 1}.** ${lead.author || "Unknown"}\n> ${(lead.content || "").slice(0, 300)}\n> 🔗 ${lead.url || "(no link available)"}`
+        ).join("\n\n")
+        aiChatRef.current?.addAssistantMessage(`✅ Found **${data.leads.length}** leads:\n\n${leadsText}`)
+      } else {
+        const reason = data.error || data.flag_reason || "No leads found this time"
+        aiChatRef.current?.addAssistantMessage(`⚠️ ${reason}`)
+      }
+    } catch (err: any) {
+      clearTimeout(timeoutId)
+      clearTimeout(statusId)
+      const msg = err.name === "AbortError"
+        ? "❌ Scraper timed out after 5 minutes. Try again or check the scraper service."
+        : `❌ ${err instanceof Error ? err.message : "Search failed"}`
+      aiChatRef.current?.addAssistantMessage(msg)
+    } finally {
+      setSearching(false)
+    }
+  }, [])
+
   const handleTipClick = useCallback((tip: string) => {
     aiChatRef.current?.fillInput(tip)
   }, [])
@@ -71,7 +109,7 @@ export default function AIAssistantPage() {
             <span className="w-1.5 h-1.5 rounded-full bg-[#f97316]" />
             <span className="text-[#f97316] text-[10px] font-bold uppercase tracking-[0.15em]">Target Job</span>
           </div>
-          <JobSelector onSelect={handleJobSelect} />
+          <JobSelector onSelect={handleJobSelect} onSearch={handleSearch} searching={searching} />
           {selectedJob && (
             <div className="bg-[#1a1d2e]/50 border border-[#ffffff08] rounded-xl p-3.5 mt-3 space-y-2">
               <h4 className="text-sm font-semibold text-[#e5e7eb]">{selectedJob.job_title}</h4>
diff --git a/src/components/ai/ai-chat.tsx b/src/components/ai/ai-chat.tsx
index 0befa06..7b5ba2d 100644
--- a/src/components/ai/ai-chat.tsx
+++ b/src/components/ai/ai-chat.tsx
@@ -57,7 +57,12 @@ const commandPills = [
   { icon: "✉️", label: "Templates", prompt: "Show me email templates" },
 ]
 
-export const AIChat = forwardRef<{ fillInput: (text: string) => void }, AIChatProps>(({ onMessageSent }, ref) => {
+export interface AIChatHandle {
+  fillInput: (text: string) => void
+  addAssistantMessage: (content: string) => void
+}
+
+export const AIChat = forwardRef<AIChatHandle, AIChatProps>(({ onMessageSent }, ref) => {
   const [messages, setMessages] = useState<ChatMessage[]>([])
   const [input, setInput] = useState("")
   const [loading, setLoading] = useState(false)
@@ -72,6 +77,17 @@ export const AIChat = forwardRef<{ fillInput: (text: string) => void }, AIChatPr
       setInput(text)
       setTimeout(() => textareaRef.current?.focus(), 50)
     },
+    addAssistantMessage(content: string) {
+      setMessages((prev) => {
+        if (!prev.some((m) => m.role === "user")) {
+          return [
+            { role: "user", content: "Search Facebook" },
+            { role: "assistant", content },
+          ]
+        }
+        return [...prev, { role: "assistant", content }]
+      })
+    },
   }), [])
 
   const checkServer = useCallback(async () => {
diff --git a/src/components/ai/job-selector.tsx b/src/components/ai/job-selector.tsx
index 105f2d1..1be2b1f 100644
--- a/src/components/ai/job-selector.tsx
+++ b/src/components/ai/job-selector.tsx
@@ -1,7 +1,7 @@
 "use client"
 
 import { useState, useEffect } from "react"
-import { Briefcase, ChevronDown, Loader2 } from "lucide-react"
+import { Briefcase, ChevronDown, Loader2, Search } from "lucide-react"
 
 interface Job {
   job_title: string
@@ -12,9 +12,11 @@ interface Job {
 
 interface JobSelectorProps {
   onSelect: (job: Job | null) => void
+  onSearch?: (job: Job) => void
+  searching?: boolean
 }
 
-export function JobSelector({ onSelect }: JobSelectorProps) {
+export function JobSelector({ onSelect, onSearch, searching }: JobSelectorProps) {
   const [jobs, setJobs] = useState<Job[]>([])
   const [loading, setLoading] = useState(true)
   const [open, setOpen] = useState(false)
@@ -35,39 +37,53 @@ export function JobSelector({ onSelect }: JobSelectorProps) {
   }
 
   return (
-    <div className="relative">
-      <button
-        type="button"
-        onClick={() => setOpen(!open)}
-        className="w-full flex items-center gap-2.5 bg-[#1a1d2e] border border-[#ffffff0f] hover:border-[#f97316]/30 rounded-xl px-4 py-3 text-sm text-[#9ca3af] hover:text-[#e5e7eb] transition-all duration-200"
-      >
-        <Briefcase className="h-4 w-4 text-[#f97316] flex-none" />
-        <span className="flex-1 text-left truncate">
-          {selected ? selected.job_title : loading ? "Loading jobs..." : "Select a job category"}
-        </span>
-        {loading ? <Loader2 className="h-3.5 w-3.5 animate-spin text-[#f97316]" /> : <ChevronDown className={`h-3.5 w-3.5 text-[#4b5563] transition-transform duration-200 ${open ? "rotate-180" : ""}`} />}
-      </button>
+    <div>
+      <div className="relative">
+        <button
+          type="button"
+          onClick={() => setOpen(!open)}
+          className="w-full flex items-center gap-2.5 bg-[#1a1d2e] border border-[#ffffff0f] hover:border-[#f97316]/30 rounded-xl px-4 py-3 text-sm text-[#9ca3af] hover:text-[#e5e7eb] transition-all duration-200"
+        >
+          <Briefcase className="h-4 w-4 text-[#f97316] flex-none" />
+          <span className="flex-1 text-left truncate">
+            {selected ? selected.job_title : loading ? "Loading jobs..." : "Select a job category to target"}
+          </span>
+          {loading ? <Loader2 className="h-3.5 w-3.5 animate-spin text-[#f97316]" /> : <ChevronDown className={`h-3.5 w-3.5 text-[#4b5563] transition-transform duration-200 ${open ? "rotate-180" : ""}`} />}
+        </button>
 
-      {open && (
-        <>
-          <div className="fixed inset-0 z-10" onClick={() => setOpen(false)} />
-          <div className="absolute top-full left-0 right-0 mt-1.5 z-20 bg-[#1a1d2e] border border-[#ffffff0f] rounded-xl shadow-xl shadow-black/40 max-h-60 overflow-y-auto">
-            {jobs.map((job, i) => (
-              <button
-                key={i}
-                type="button"
-                onClick={() => handleSelect(job)}
-                className="w-full text-left px-4 py-3 text-sm text-[#9ca3af] hover:bg-[#1f2437] hover:text-[#e5e7eb] transition-all duration-150 border-b border-[#ffffff08] last:border-0 border-l-2 border-l-transparent hover:border-l-[#f97316]/40"
-              >
-                <div className="font-medium">{job.job_title}</div>
-                <div className="text-xs text-[#4b5563] mt-0.5">{job.industry} &mdash; {job.description}</div>
-              </button>
-            ))}
-            {jobs.length === 0 && !loading && (
-              <div className="px-4 py-4 text-xs text-[#4b5563] text-center">No job categories loaded</div>
-            )}
-          </div>
-        </>
+        {open && (
+          <>
+            <div className="fixed inset-0 z-10" onClick={() => setOpen(false)} />
+            <div className="absolute top-full left-0 right-0 mt-1.5 z-20 bg-[#1a1d2e] border border-[#ffffff0f] rounded-xl shadow-xl shadow-black/40 max-h-60 overflow-y-auto">
+              {jobs.map((job, i) => (
+                <button
+                  key={i}
+                  type="button"
+                  onClick={() => handleSelect(job)}
+                  className="w-full text-left px-4 py-3 text-sm text-[#9ca3af] hover:bg-[#1f2437] hover:text-[#e5e7eb] transition-all duration-150 border-b border-[#ffffff08] last:border-0 border-l-2 border-l-transparent hover:border-l-[#f97316]/40"
+                >
+                  <div className="font-medium">{job.job_title}</div>
+                  <div className="text-xs text-[#4b5563] mt-0.5">{job.industry} &mdash; {job.description}</div>
+                </button>
+              ))}
+              {jobs.length === 0 && !loading && (
+                <div className="px-4 py-4 text-xs text-[#4b5563] text-center">No job categories loaded</div>
+              )}
+            </div>
+          </>
+        )}
+      </div>
+
+      {selected && (
+        <button
+          type="button"
+          onClick={() => onSearch?.(selected)}
+          disabled={searching}
+          className="w-full mt-2 flex items-center justify-center gap-2 bg-gradient-to-br from-[#f97316] to-[#ea580c] hover:from-[#ea580c] hover:to-[#d97706] disabled:opacity-50 disabled:cursor-not-allowed rounded-xl px-4 py-2.5 text-sm font-semibold text-white transition-all duration-200 shadow-[0_0_20px_rgba(249,115,22,0.2)]"
+        >
+          {searching ? <Loader2 className="h-4 w-4 animate-spin" /> : <Search className="h-4 w-4" />}
+          {searching ? "Searching Facebook..." : "Search Facebook"}
+        </button>
       )}
     </div>
   )