Upload 8 files

Dockerfile

@@ -0,0 +1,21 @@
+FROM python:3.9-slim
+
+# Set up work directory
+WORKDIR /app
+
+# Copy requirements and install
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy all backend files
+COPY . .
+
+# Set environment variables
+ENV PORT=7860
+ENV PYTHONUNBUFFERED=1
+
+# Expose the port
+EXPOSE 7860
+
+# Run the app
+CMD ["python", "app.py"]

aggregator.py

@@ -0,0 +1,197 @@
+import feedparser
+import json
+import requests
+import time
+import os
+import re
+from bs4 import BeautifulSoup
+from datetime import datetime
+
+# Configuration
+USER_AGENT = "Funding Tracker Public Tool (contact@example.com)"
+SEC_RSS_URL = "https://www.sec.gov/cgi-bin/browse-edgar?action=getcurrent&type=D&owner=exclude&start=0&count=100&output=atom"
+TC_RSS_URL = "https://techcrunch.com/category/startups/feed/"
+YC_DATA_URL = "https://raw.githubusercontent.com/yc-oss/api/main/data/companies.json"
+
+HEADERS = {'User-Agent': USER_AGENT}
+
+def slugify(text):
+    text = text.lower()
+    text = re.sub(r'[^a-z0-9]+', '-', text)
+    return text.strip('-')
+
+def fetch_sec_filings():
+    print("Fetching SEC Form D filings...")
+    response = requests.get(SEC_RSS_URL, headers=HEADERS)
+    if response.status_code != 200: return []
+    
+    feed = feedparser.parse(response.text)
+    filings = []
+    for entry in feed.entries:
+        if "D" in entry.title or "Form D" in entry.title:
+            try:
+                parts = entry.title.split(" - ")
+                if len(parts) < 2: continue
+                company_name = parts[1].split(" (")[0]
+                cik = entry.title.split("(")[-1].split(")")[0]
+                filings.append({
+                    "src": "SEC",
+                    "company_name": company_name,
+                    "slug": slugify(company_name),
+                    "date": entry.updated,
+                    "link": entry.link,
+                    "id": cik,
+                    "type": "Form D",
+                    "funding_amount": "Unknown" # Will be enriched
+                })
+            except: continue
+    return filings
+
+def fetch_techcrunch():
+    print("Fetching TechCrunch news...")
+    response = requests.get(TC_RSS_URL, headers=HEADERS)
+    if response.status_code != 200: return []
+    
+    feed = feedparser.parse(response.text)
+    news = []
+    for entry in feed.entries:
+        if any(keyword in entry.title.lower() for keyword in ["funding", "raise", "seed", "series a", "series b", "series c", "backed"]):
+            company_name = entry.title.split(" raises ")[0].split(" funding")[0]
+            news.append({
+                "src": "TechCrunch",
+                "company_name": company_name,
+                "slug": slugify(company_name),
+                "date": entry.published if hasattr(entry, 'published') else datetime.now().isoformat(),
+                "link": entry.link,
+                "summary": BeautifulSoup(entry.summary, 'html.parser').text[:500] + "...",
+                "type": "News",
+                "funding_amount": re.search(r'\$\d+(?:\.\d+)?(?:M|B|K)?', entry.title).group(0) if re.search(r'\$\d+(?:\.\d+)?(?:M|B|K)?', entry.title) else "Check Article"
+            })
+    return news
+
+def fetch_yc_startups():
+    print("Fetching YC startups...")
+    response = requests.get(YC_DATA_URL, headers=HEADERS)
+    if response.status_code != 200: return []
+    
+    try:
+        data = response.json()
+        startups = []
+        for co in data[:20]:
+            startups.append({
+                "src": "Y Combinator",
+                "company_name": co['name'],
+                "slug": slugify(co['name']),
+                "date": datetime.now().isoformat(),
+                "link": f"https://www.ycombinator.com/companies/{co['slug']}" if 'slug' in co else co['website'],
+                "summary": co.get('description', 'YC Startup'),
+                "type": "Batch",
+                "funding_amount": "YC Standard"
+            })
+        return startups
+    except: return []
+
+def enrich_sec_filing(filing):
+    try:
+        resp = requests.get(filing['link'], headers=HEADERS)
+        soup = BeautifulSoup(resp.text, 'html.parser')
+        tables = soup.find_all('table', {'summary': 'Document Format Files'})
+        if tables:
+            rows = tables[0].find_all('tr')
+            for row in rows:
+                if 'primary_doc.xml' in row.text:
+                    xml_link = "https://www.sec.gov" + row.find('a')['href']
+                    xml_resp = requests.get(xml_link, headers=HEADERS)
+                    xml_soup = BeautifulSoup(xml_resp.text, 'xml')
+                    
+                    # Extract Amount
+                    total_amt = xml_soup.find('totalOfferingAmount')
+                    if total_amt:
+                        filing['funding_amount'] = f"${total_amt.text}" if total_amt.text.isdigit() else total_amt.text
+                    
+                    # Extract Industry
+                    industry = xml_soup.find('industryGroup')
+                    if industry:
+                        filing['summary'] = f"Industry: {industry.find('industryGroupType').text if industry.find('industryGroupType') else 'Miscellaneous'}"
+
+                    # Extract Addresses
+                    def get_addr(addr_node):
+                        if not addr_node: return "Not Available"
+                        s1 = addr_node.find('street1').text if addr_node.find('street1') else ""
+                        s2 = addr_node.find('street2').text if addr_node.find('street2') else ""
+                        city = addr_node.find('city').text if addr_node.find('city') else ""
+                        state = addr_node.find('stateOrCountry').text if addr_node.find('stateOrCountry') else ""
+                        zip_code = addr_node.find('zipCode').text if addr_node.find('zipCode') else ""
+                        return f"{s1} {s2}, {city}, {state} {zip_code}".replace("  ", " ").strip(", ")
+
+                    bus_addr = xml_soup.find('businessAddress')
+                    mail_addr = xml_soup.find('mailingAddress')
+                    filing['business_address'] = get_addr(bus_addr)
+                    filing['mailing_address'] = get_addr(mail_addr)
+
+                    founders = []
+                    for p in xml_soup.find_all('relatedPersonInfo'):
+                        first = p.find('firstName').text if p.find('firstName') else ""
+                        last = p.find('lastName').text if p.find('lastName') else ""
+                        title = p.find('relationshipRole').text if p.find('relationshipRole') else "Executive"
+                        
+                        # Derived contacts (simulated as requested before)
+                        handle = (first + last).lower().replace(" ", "")
+                        email = f"{handle}@{filing['company_name'].lower().split(' ')[0]}.com" if first and last else ""
+                        x_account = f"https://x.com/{handle}" if first and last else ""
+                        
+                        founders.append({
+                            "name": f"{first} {last}",
+                            "title": title,
+                            "email": email,
+                            "x_account": x_account
+                        })
+                    return founders
+    except Exception as e:
+        print(f"Error enriching {filing['company_name']}: {e}")
+    return []
+
+def main():
+    all_data = []
+    
+    sec = fetch_sec_filings()[:50]
+    tc = fetch_techcrunch()[:30]
+    yc = fetch_yc_startups()[:50]
+    
+    for f in sec:
+        print(f"Enriching {f['company_name']}...")
+        f['founders'] = enrich_sec_filing(f)
+        all_data.append(f)
+        time.sleep(0.5)
+
+    for item in tc + yc:
+        item['founders'] = [] 
+        all_data.append(item)
+
+    all_data.sort(key=lambda x: x['date'], reverse=True)
+
+    # deduplicate by slug
+    seen = set()
+    deduped = []
+    for d in all_data:
+        if d['slug'] not in seen:
+            deduped.append(d)
+            seen.add(d['slug'])
+
+    # Sync to Frontend Public Folder
+    # We try to find the web/public path relative to this script
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    frontend_public_path = os.path.join(script_dir, "..", "web", "public", "data.json")
+    
+    # Save locally and to frontend
+    paths_to_save = ["data.json"]
+    if os.path.exists(os.path.dirname(frontend_public_path)):
+        paths_to_save.append(frontend_public_path)
+
+    for path in paths_to_save:
+        with open(path, "w") as f:
+            json.dump(deduped, f, indent=4)
+        print(f"Success! Aggregated {len(deduped)} startups into {path}")
+
+if __name__ == "__main__":
+    main()

ai_training_scraper.py

@@ -0,0 +1,119 @@
+import feedparser
+import json
+import requests
+import time
+import os
+import re
+from bs4 import BeautifulSoup
+from datetime import datetime
+
+# Configuration
+USER_AGENT = "Firstify AI Tracker (contact@example.com)"
+TC_RSS_URL = "https://techcrunch.com/category/startups/feed/"
+# AI Specific Keywords
+AI_KEYWORDS = ["ai training", "human feedback", "rlhf", "llm evaluation", "data annotation", "ai workforce", "turing", "prolific", "annotation"]
+
+HEADERS = {'User-Agent': USER_AGENT}
+
+def slugify(text):
+    text = text.lower()
+    text = re.sub(r'[^a-z0-9]+', '-', text)
+    return text.strip('-')
+
+def fetch_ai_training_from_news():
+    print("Scouting AI Training platforms from news...")
+    response = requests.get(TC_RSS_URL, headers=HEADERS)
+    if response.status_code != 200: return []
+    
+    feed = feedparser.parse(response.text)
+    platforms = []
+    for entry in feed.entries:
+        title_lower = entry.title.lower()
+        summary_lower = entry.summary.lower() if hasattr(entry, 'summary') else ""
+        
+        if any(keyword in title_lower or keyword in summary_lower for keyword in AI_KEYWORDS):
+            # Extract company name (heuristic)
+            company_name = entry.title.split(" raises ")[0].split(" funding")[0].split(":")[0]
+            platforms.append({
+                "src": "AI Scout",
+                "company_name": company_name,
+                "slug": slugify(company_name),
+                "date": entry.published if hasattr(entry, 'published') else datetime.now().isoformat(),
+                "link": entry.link,
+                "summary": BeautifulSoup(entry.summary, 'html.parser').text[:500] + "...",
+                "type": "AI Training",
+                "funding_amount": "N/A",
+                "founders": []
+            })
+    return platforms
+
+def get_curated_platforms():
+    # Focus: Platforms where people make money providing data for AI training
+    curated = [
+        {"name": "Rapidata", "desc": "High-speed human feedback tasks. Earn money label-ing data.", "url": "https://rapidata.ai"},
+        {"name": "Botpool", "desc": "AI training and data annotation marketplace for freelancers.", "url": "https://botpool.ai"},
+        {"name": "Mindrift", "desc": "Generate high-quality data for AI as an expert.", "url": "https://mindrift.ai"},
+        {"name": "Micro1", "desc": "Join an elite network of AI-vetted remote talent.", "url": "https://micro1.ai"},
+        {"name": "Mercor", "desc": "Autonomous hiring platform for AI and engineering roles.", "url": "https://mercor.com"},
+        {"name": "Rex.zone", "desc": "Curated RLHF and data services for training experts.", "url": "https://rex.zone"},
+        {"name": "Turing", "desc": "World's largest network for AI training and engineering jobs.", "url": "https://turing.com"},
+        {"name": "Prolific", "desc": "Participate in research and earn for high-quality data.", "url": "https://prolific.com"},
+        {"name": "Toloka", "desc": "Global crowd-force for AI training and RLHF.", "url": "https://toloka.ai"},
+        {"name": "DataAnnotation.tech", "desc": "Most popular platform for high-paying AI training tasks.", "url": "https://www.dataannotation.tech"},
+        {"name": "Outlier.ai", "desc": "Scale AI's platform for expert RLHF and data training.", "url": "https://outlier.ai"},
+        {"name": "Remotasks", "desc": "Work from home and earn money helping build AI.", "url": "https://www.remotasks.com"},
+        {"name": "Appen", "desc": "Flexible jobs training AI at the world's leading tech companies.", "url": "https://appen.com"},
+        {"name": "OneForma", "desc": "Global crowd platform for transcription, labeling, and AI data.", "url": "https://www.oneforma.com"},
+        {"name": "Neevo", "desc": "Defined.ai's platform for earning money through AI data tasks.", "url": "https://neevo.ai"},
+        {"name": "CloudFactory", "desc": "Human-in-the-loop workforce focused on meaningful AI work.", "url": "https://www.cloudfactory.com"},
+        {"name": "Sama", "desc": "Ethical AI sourcing platform for data labeling jobs.", "url": "https://www.sama.com"},
+        {"name": "Clickworker", "desc": "Micro-tasking platform for AI training and data processing.", "url": "https://www.clickworker.com"},
+        {"name": "Amazon MTurk", "desc": "The original marketplace for human intelligence tasks.", "url": "https://www.mturk.com"},
+        {"name": "Invisible Technologies", "desc": "Become an operator for complex AI training workflows.", "url": "https://www.invisible.co"}
+    ]
+    platforms = []
+    for p in curated:
+        platforms.append({
+            "src": "Curated",
+            "company_name": p['name'],
+            "slug": slugify(p['name']),
+            "date": datetime.now().isoformat(),
+            "link": p['url'],
+            "summary": p['desc'],
+            "type": "AI Training Jobs",
+            "funding_amount": "Active",
+            "founders": []
+        })
+    return platforms
+
+def main():
+    print("Starting Newly AI Training Scouting...")
+    
+    news_leads = fetch_ai_training_from_news()
+    curated_leads = get_curated_platforms()
+    
+    all_data = news_leads + curated_leads
+    
+    # Deduplicate
+    seen = set()
+    deduped = []
+    for d in all_data:
+        if d['slug'] not in seen:
+            deduped.append(d)
+            seen.add(d['slug'])
+
+    # Sync to Frontend
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    frontend_public_path = os.path.join(script_dir, "..", "web", "public", "training_data.json")
+    
+    paths_to_save = ["training_data.json"]
+    if os.path.exists(os.path.dirname(frontend_public_path)):
+        paths_to_save.append(frontend_public_path)
+
+    for path in paths_to_save:
+        with open(path, "w") as f:
+            json.dump(deduped, f, indent=4)
+        print(f"Success! Aggregated {len(deduped)} AI Training platforms into {path}")
+
+if __name__ == "__main__":
+    main()

app.py

@@ -0,0 +1,56 @@
+from flask import Flask, jsonify
+from flask_cors import CORS
+import threading
+import time
+import subprocess
+import sys
+import os
+import json
+
+app = Flask(__name__)
+CORS(app) # Enable CORS so the React frontend can fetch data
+
+def run_scrapers_periodically():
+    """Background thread to run scrapers every 60 minutes."""
+    while True:
+        print(f"\n[{time.strftime('%Y-%m-%d %H:%M:%S')}] Starting scheduled background aggregation...")
+        try:
+            # Run aggregator.py
+            subprocess.run([sys.executable, "aggregator.py"], check=True)
+            # Run ai_training_scraper.py
+            subprocess.run([sys.executable, "ai_training_scraper.py"], check=True)
+            print(f"[{time.strftime('%Y-%m-%d %H:%M:%S')}] Aggregation complete.")
+        except Exception as e:
+            print(f"[{time.strftime('%Y-%m-%d %H:%M:%S')}] Aggregation error: {e}")
+        
+        # Wait for 60 minutes
+        time.sleep(3600)
+
+@app.route("/")
+def health_check():
+    return jsonify({"status": "running", "platform": "Firstify Engine"})
+
+@app.route("/api/startups")
+def get_startups():
+    try:
+        with open("data.json", "r") as f:
+            return jsonify(json.load(f))
+    except:
+        return jsonify([])
+
+@app.route("/api/training")
+def get_training():
+    try:
+        with open("training_data.json", "r") as f:
+            return jsonify(json.load(f))
+    except:
+        return jsonify([])
+
+if __name__ == "__main__":
+    # Start the scraping thread
+    threading.Thread(target=run_scrapers_periodically, daemon=True).start()
+    
+    # Start the Flask server
+    # Hugging Face Spaces use port 7860 by default
+    port = int(os.environ.get("PORT", 7860))
+    app.run(host="0.0.0.0", port=port)

data.json

@@ -0,0 +1,1210 @@
+[
+    {
+        "src": "TechCrunch",
+        "company_name": "Self-driving truck startup Einride",
+        "slug": "self-driving-truck-startup-einride",
+        "date": "Thu, 26 Feb 2026 16:32:31 +0000",
+        "link": "https://techcrunch.com/2026/02/26/self-driving-truck-startup-einride-raises-113m-pipe-ahead-of-public-debut/",
+        "summary": "The proceeds will support Einride\u2019s technology roadmap, global expansion, and autonomous deployments in North America, Europe, and the Middle East....",
+        "type": "News",
+        "funding_amount": "$113M",
+        "founders": []
+    },
+    {
+        "src": "TechCrunch",
+        "company_name": "Parade\u2019s Cami Tellez announces new creator economy marketing platform, $4M in",
+        "slug": "parade-s-cami-tellez-announces-new-creator-economy-marketing-platform-4m-in",
+        "date": "Mon, 02 Mar 2026 14:00:00 +0000",
+        "link": "https://techcrunch.com/2026/03/02/parades-cami-tellez-announces-new-creator-economy-marketing-platform-4m-in-funding/",
+        "summary": "Cami Tellez announces launch of new company, $4 million raise....",
+        "type": "News",
+        "funding_amount": "$4M",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "VI-01231 Fund IV, a series of AX-RN-Funds, LP",
+        "slug": "vi-01231-fund-iv-a-series-of-ax-rn-funds-lp",
+        "date": "2026-03-04T07:08:44-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2112063/000211206326000001/0002112063-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$68530",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "N/A Fund GP, LLC",
+                "title": "Executive",
+                "email": "n/afundgp,llc@vi-01231.com",
+                "x_account": "https://x.com/n/afundgp,llc"
+            },
+            {
+                "name": "N/A Belltower Fund Group, Ltd.",
+                "title": "Executive",
+                "email": "n/abelltowerfundgroup,ltd.@vi-01231.com",
+                "x_account": "https://x.com/n/abelltowerfundgroup,ltd."
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "NI-0115 Fund I, a series of Hustle Fund Angel Squad, LP",
+        "slug": "ni-0115-fund-i-a-series-of-hustle-fund-angel-squad-lp",
+        "date": "2026-03-04T07:06:29-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2108022/000210802226000001/0002108022-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$107154",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "N/A Fund GP, LLC",
+                "title": "Executive",
+                "email": "n/afundgp,llc@ni-0115.com",
+                "x_account": "https://x.com/n/afundgp,llc"
+            },
+            {
+                "name": "N/A Belltower Fund Group, Ltd.",
+                "title": "Executive",
+                "email": "n/abelltowerfundgroup,ltd.@ni-0115.com",
+                "x_account": "https://x.com/n/abelltowerfundgroup,ltd."
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "TO-0112 Fund II, a series of MV Funds, LP",
+        "slug": "to-0112-fund-ii-a-series-of-mv-funds-lp",
+        "date": "2026-03-04T07:05:31-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2108153/000210815326000001/0002108153-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$110000",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "N/A Fund GP, LLC",
+                "title": "Executive",
+                "email": "n/afundgp,llc@to-0112.com",
+                "x_account": "https://x.com/n/afundgp,llc"
+            },
+            {
+                "name": "N/A Belltower Fund Group, Ltd.",
+                "title": "Executive",
+                "email": "n/abelltowerfundgroup,ltd.@to-0112.com",
+                "x_account": "https://x.com/n/abelltowerfundgroup,ltd."
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "AN-1105 Fund I, a series of Climate Collective, LP",
+        "slug": "an-1105-fund-i-a-series-of-climate-collective-lp",
+        "date": "2026-03-04T07:05:02-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2096721/000209672126000002/0002096721-26-000002-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$35350",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "N/A Fund GP, LLC",
+                "title": "Executive",
+                "email": "n/afundgp,llc@an-1105.com",
+                "x_account": "https://x.com/n/afundgp,llc"
+            },
+            {
+                "name": "N/A Belltower Fund Group, Ltd.",
+                "title": "Executive",
+                "email": "n/abelltowerfundgroup,ltd.@an-1105.com",
+                "x_account": "https://x.com/n/abelltowerfundgroup,ltd."
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "FULLER H B CO",
+        "slug": "fuller-h-b-co",
+        "date": "2026-03-04T07:03:19-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/39368/000143774926006813/0001437749-26-006813-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "Clayton Street Trust",
+        "slug": "clayton-street-trust",
+        "date": "2026-03-04T06:17:49-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1660765/000119312526089800/0001193125-26-089800-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "JANUS ASPEN SERIES",
+        "slug": "janus-aspen-series",
+        "date": "2026-03-04T06:16:44-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/906185/000119312526089798/0001193125-26-089798-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "Janus Detroit Street Trust",
+        "slug": "janus-detroit-street-trust",
+        "date": "2026-03-04T06:16:09-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1500604/000119312526089794/0001193125-26-089794-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "JANUS INVESTMENT FUND",
+        "slug": "janus-investment-fund",
+        "date": "2026-03-04T06:15:16-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/277751/000119312526089792/0001193125-26-089792-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "TN Flats INVEST LLC",
+        "slug": "tn-flats-invest-llc",
+        "date": "2026-03-04T06:10:17-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2115225/000211522526000001/0002115225-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$6500000",
+        "summary": "Industry: Residential",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Sean Thompson",
+                "title": "Executive",
+                "email": "seanthompson@tn.com",
+                "x_account": "https://x.com/seanthompson"
+            },
+            {
+                "name": "Melissa Hawkins",
+                "title": "Executive",
+                "email": "melissahawkins@tn.com",
+                "x_account": "https://x.com/melissahawkins"
+            },
+            {
+                "name": "JP Valdes",
+                "title": "Executive",
+                "email": "jpvaldes@tn.com",
+                "x_account": "https://x.com/jpvaldes"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Bitcoin Treasuries Media Inc.",
+        "slug": "bitcoin-treasuries-media-inc",
+        "date": "2026-03-03T20:49:41-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2107132/000210713226000001/0002107132-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$80",
+        "summary": "Industry: Other",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Timothy Kotzman",
+                "title": "Executive",
+                "email": "timothykotzman@bitcoin.com",
+                "x_account": "https://x.com/timothykotzman"
+            },
+            {
+                "name": "Edward Juline",
+                "title": "Executive",
+                "email": "edwardjuline@bitcoin.com",
+                "x_account": "https://x.com/edwardjuline"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Eastport Dock Prospect Partners",
+        "slug": "eastport-dock-prospect-partners",
+        "date": "2026-03-03T20:36:12-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2108379/000210837926000003/0002108379-26-000003-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$1356000",
+        "summary": "Industry: Oil and Gas",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Garner Murrell",
+                "title": "Executive",
+                "email": "garnermurrell@eastport.com",
+                "x_account": "https://x.com/garnermurrell"
+            },
+            {
+                "name": "Ronald Filer",
+                "title": "Executive",
+                "email": "ronaldfiler@eastport.com",
+                "x_account": "https://x.com/ronaldfiler"
+            },
+            {
+                "name": "William Harper",
+                "title": "Executive",
+                "email": "williamharper@eastport.com",
+                "x_account": "https://x.com/williamharper"
+            },
+            {
+                "name": "Jeff Crawford",
+                "title": "Executive",
+                "email": "jeffcrawford@eastport.com",
+                "x_account": "https://x.com/jeffcrawford"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "AVANTI RESIDENTIAL",
+        "slug": "avanti-residential",
+        "date": "2026-03-03T20:21:11-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2106732/000210673226000001/0002106732-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$7860980",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Douglas Andrews",
+                "title": "Executive",
+                "email": "douglasandrews@avanti.com",
+                "x_account": "https://x.com/douglasandrews"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Passco Prism DST",
+        "slug": "passco-prism-dst",
+        "date": "2026-03-03T20:12:56-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2074515/000207451526000001/0002074515-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$59000000",
+        "summary": "Industry: Residential",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Larry Sullivan",
+                "title": "Executive",
+                "email": "larrysullivan@passco.com",
+                "x_account": "https://x.com/larrysullivan"
+            },
+            {
+                "name": "William Passo",
+                "title": "Executive",
+                "email": "williampasso@passco.com",
+                "x_account": "https://x.com/williampasso"
+            },
+            {
+                "name": "Belden Brown",
+                "title": "Executive",
+                "email": "beldenbrown@passco.com",
+                "x_account": "https://x.com/beldenbrown"
+            },
+            {
+                "name": "Thomas Jahncke",
+                "title": "Executive",
+                "email": "thomasjahncke@passco.com",
+                "x_account": "https://x.com/thomasjahncke"
+            },
+            {
+                "name": "[none] Passco Companies, LLC",
+                "title": "Executive",
+                "email": "[none]passcocompanies,llc@passco.com",
+                "x_account": "https://x.com/[none]passcocompanies,llc"
+            },
+            {
+                "name": "[none] Passco Prism Depositor, LLC",
+                "title": "Executive",
+                "email": "[none]passcoprismdepositor,llc@passco.com",
+                "x_account": "https://x.com/[none]passcoprismdepositor,llc"
+            },
+            {
+                "name": "[none] Passco Prism Manager, LLC",
+                "title": "Executive",
+                "email": "[none]passcoprismmanager,llc@passco.com",
+                "x_account": "https://x.com/[none]passcoprismmanager,llc"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Northcenter Ventures LLC",
+        "slug": "northcenter-ventures-llc",
+        "date": "2026-03-03T20:07:08-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2114592/000211459226000001/0002114592-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$1500000",
+        "summary": "Industry: Other Technology",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Brian Portnoy",
+                "title": "Executive",
+                "email": "brianportnoy@northcenter.com",
+                "x_account": "https://x.com/brianportnoy"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Riscoin Exchange Ltd",
+        "slug": "riscoin-exchange-ltd",
+        "date": "2026-03-03T20:06:36-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2113402/000211340226000002/0002113402-26-000002-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$100000000",
+        "summary": "Industry: Investing",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "ANDREW LOPATA",
+                "title": "Executive",
+                "email": "andrewlopata@riscoin.com",
+                "x_account": "https://x.com/andrewlopata"
+            },
+            {
+                "name": "ANDREW LOPATA",
+                "title": "Executive",
+                "email": "andrewlopata@riscoin.com",
+                "x_account": "https://x.com/andrewlopata"
+            },
+            {
+                "name": "ANDREW LOPATA",
+                "title": "Executive",
+                "email": "andrewlopata@riscoin.com",
+                "x_account": "https://x.com/andrewlopata"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Tribe Capital Firstlook WOR-01, L.P.",
+        "slug": "tribe-capital-firstlook-wor-01-l-p",
+        "date": "2026-03-03T19:48:55-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2115563/000211556326000001/0002115563-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$11999859",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Theodore Maidenberg",
+                "title": "Executive",
+                "email": "theodoremaidenberg@tribe.com",
+                "x_account": "https://x.com/theodoremaidenberg"
+            },
+            {
+                "name": "Arjun Sethi",
+                "title": "Executive",
+                "email": "arjunsethi@tribe.com",
+                "x_account": "https://x.com/arjunsethi"
+            },
+            {
+                "name": "Jonathan Hsu",
+                "title": "Executive",
+                "email": "jonathanhsu@tribe.com",
+                "x_account": "https://x.com/jonathanhsu"
+            },
+            {
+                "name": "Boris Revsin",
+                "title": "Executive",
+                "email": "borisrevsin@tribe.com",
+                "x_account": "https://x.com/borisrevsin"
+            },
+            {
+                "name": "Brendan Moore",
+                "title": "Executive",
+                "email": "brendanmoore@tribe.com",
+                "x_account": "https://x.com/brendanmoore"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "DPV TAI I, a Series of DataPower Ventures LLC",
+        "slug": "dpv-tai-i-a-series-of-datapower-ventures-llc",
+        "date": "2026-03-03T19:46:20-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2113778/000211377826000001/0002113778-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Indefinite",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Corporation Alternative Financial",
+                "title": "Executive",
+                "email": "corporationalternativefinancial@dpv.com",
+                "x_account": "https://x.com/corporationalternativefinancial"
+            },
+            {
+                "name": "Bryan Casey",
+                "title": "Executive",
+                "email": "bryancasey@dpv.com",
+                "x_account": "https://x.com/bryancasey"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Sensible Care Inc.",
+        "slug": "sensible-care-inc",
+        "date": "2026-03-03T19:45:49-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1938589/000193858926000001/0001938589-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$2334609",
+        "summary": "Industry: Other Health Care",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Paul Kim",
+                "title": "Executive",
+                "email": "paulkim@sensible.com",
+                "x_account": "https://x.com/paulkim"
+            },
+            {
+                "name": "Jeremy May",
+                "title": "Executive",
+                "email": "jeremymay@sensible.com",
+                "x_account": "https://x.com/jeremymay"
+            },
+            {
+                "name": "Paul Chung, M.D.",
+                "title": "Executive",
+                "email": "paulchung,m.d.@sensible.com",
+                "x_account": "https://x.com/paulchung,m.d."
+            },
+            {
+                "name": "Larry Cheng",
+                "title": "Executive",
+                "email": "larrycheng@sensible.com",
+                "x_account": "https://x.com/larrycheng"
+            },
+            {
+                "name": "Ramsin Yacoob",
+                "title": "Executive",
+                "email": "ramsinyacoob@sensible.com",
+                "x_account": "https://x.com/ramsinyacoob"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Khau Galli LLC",
+        "slug": "khau-galli-llc",
+        "date": "2026-03-03T19:22:15-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2115446/000211544626000001/0002115446-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$100000",
+        "summary": "Industry: Restaurants",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Abhishek Benke",
+                "title": "Executive",
+                "email": "abhishekbenke@khau.com",
+                "x_account": "https://x.com/abhishekbenke"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "SunsetSS Kudo 1 LLC",
+        "slug": "sunsetss-kudo-1-llc",
+        "date": "2026-03-03T19:20:02-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2115266/000211526626000001/0002115266-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$1000000",
+        "summary": "Industry: Commercial",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Sandhya Seshadri",
+                "title": "Executive",
+                "email": "sandhyaseshadri@sunsetss.com",
+                "x_account": "https://x.com/sandhyaseshadri"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Munson Crowd Group LLC",
+        "slug": "munson-crowd-group-llc",
+        "date": "2026-03-03T19:04:53-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2109751/000210975126000003/0002109751-26-000003-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$3133500",
+        "summary": "Industry: Restaurants",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Jack Litman",
+                "title": "Executive",
+                "email": "jacklitman@munson.com",
+                "x_account": "https://x.com/jacklitman"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Callodine Specialty Income Fund",
+        "slug": "callodine-specialty-income-fund",
+        "date": "2026-03-03T19:04:29-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2029168/000121390026023269/0001213900-26-023269-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "Exiondu Ltd.",
+        "slug": "exiondu-ltd",
+        "date": "2026-03-03T19:04:08-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2107505/000210750526000004/0002107505-26-000004-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Indefinite",
+        "summary": "Industry: Investing",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "CHRISTIAN JAMES ORAM",
+                "title": "Executive",
+                "email": "christianjamesoram@exiondu.com",
+                "x_account": "https://x.com/christianjamesoram"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Simwon America Corp.",
+        "slug": "simwon-america-corp",
+        "date": "2026-03-03T18:51:07-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1698506/000169850626000002/0001698506-26-000002-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$9000000",
+        "summary": "Industry: Manufacturing",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Youngseok Park",
+                "title": "Executive",
+                "email": "youngseokpark@simwon.com",
+                "x_account": "https://x.com/youngseokpark"
+            },
+            {
+                "name": "Tae Kyu Lee",
+                "title": "Executive",
+                "email": "taekyulee@simwon.com",
+                "x_account": "https://x.com/taekyulee"
+            },
+            {
+                "name": "Kang Sup Lee",
+                "title": "Executive",
+                "email": "kangsuplee@simwon.com",
+                "x_account": "https://x.com/kangsuplee"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Veraskope, INC.",
+        "slug": "veraskope-inc",
+        "date": "2026-03-03T18:44:22-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2108251/000210825126000001/0002108251-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$450000",
+        "summary": "Industry: Other Technology",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "ROBERT DUDLEY",
+                "title": "Executive",
+                "email": "robertdudley@veraskope,.com",
+                "x_account": "https://x.com/robertdudley"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Pelican Acquisition Corp",
+        "slug": "pelican-acquisition-corp",
+        "date": "2026-03-03T18:40:53-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2037431/000182912626001895/0001829126-26-001895-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "ACR Opportunity, L.P.",
+        "slug": "acr-opportunity-l-p",
+        "date": "2026-03-03T18:16:57-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1518031/000108514626000258/0001085146-26-000258-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Indefinite",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Nicholas Tompras",
+                "title": "Executive",
+                "email": "nicholastompras@acr.com",
+                "x_account": "https://x.com/nicholastompras"
+            },
+            {
+                "name": "- Alpine Partners Management LLC",
+                "title": "Executive",
+                "email": "-alpinepartnersmanagementllc@acr.com",
+                "x_account": "https://x.com/-alpinepartnersmanagementllc"
+            },
+            {
+                "name": "- ACR Alpine Capital Research LLC",
+                "title": "Executive",
+                "email": "-acralpinecapitalresearchllc@acr.com",
+                "x_account": "https://x.com/-acralpinecapitalresearchllc"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "MOVING iMAGE TECHNOLOGIES INC.",
+        "slug": "moving-image-technologies-inc",
+        "date": "2026-03-03T18:16:48-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1770236/000143774926006708/0001437749-26-006708-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "Red Vineyard LP",
+        "slug": "red-vineyard-lp",
+        "date": "2026-03-03T18:12:03-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2113198/000211319826000001/0002113198-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Indefinite",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "General Partner The Red Vineyard GP LLC",
+                "title": "Executive",
+                "email": "generalpartnertheredvineyardgpllc@red.com",
+                "x_account": "https://x.com/generalpartnertheredvineyardgpllc"
+            },
+            {
+                "name": "Neil Mehta",
+                "title": "Executive",
+                "email": "neilmehta@red.com",
+                "x_account": "https://x.com/neilmehta"
+            },
+            {
+                "name": "Benjamin Peretz",
+                "title": "Executive",
+                "email": "benjaminperetz@red.com",
+                "x_account": "https://x.com/benjaminperetz"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "VIM-SKPY SPV I LP",
+        "slug": "vim-skpy-spv-i-lp",
+        "date": "2026-03-03T18:05:07-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2112719/000211271926000001/0002112719-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$5150000",
+        "summary": "Industry: Investing",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Luis Valdich",
+                "title": "Executive",
+                "email": "luisvaldich@vim-skpy.com",
+                "x_account": "https://x.com/luisvaldich"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Dotwork Inc.",
+        "slug": "dotwork-inc",
+        "date": "2026-03-03T18:03:13-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1958121/000195812126000001/0001958121-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$18708726",
+        "summary": "Industry: Other Technology",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Steven Elliott",
+                "title": "Executive",
+                "email": "stevenelliott@dotwork.com",
+                "x_account": "https://x.com/stevenelliott"
+            },
+            {
+                "name": "Hunter Nelson",
+                "title": "Executive",
+                "email": "hunternelson@dotwork.com",
+                "x_account": "https://x.com/hunternelson"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Collaborative Holdings I, L.P.",
+        "slug": "collaborative-holdings-i-l-p",
+        "date": "2026-03-03T17:59:40-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2115002/000123191926000233/0001231919-26-000233-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$250000000",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "N/A CH 1 GP, LLC",
+                "title": "Executive",
+                "email": "n/ach1gp,llc@collaborative.com",
+                "x_account": "https://x.com/n/ach1gp,llc"
+            },
+            {
+                "name": "Craig Shapiro",
+                "title": "Executive",
+                "email": "craigshapiro@collaborative.com",
+                "x_account": "https://x.com/craigshapiro"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Plant Prefab, Inc.",
+        "slug": "plant-prefab-inc",
+        "date": "2026-03-03T17:56:35-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1672168/000167216826000002/0001672168-26-000002-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$15000000",
+        "summary": "Industry: Manufacturing",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Steve Glenn",
+                "title": "Executive",
+                "email": "steveglenn@plant.com",
+                "x_account": "https://x.com/steveglenn"
+            },
+            {
+                "name": "Michael Mann",
+                "title": "Executive",
+                "email": "michaelmann@plant.com",
+                "x_account": "https://x.com/michaelmann"
+            },
+            {
+                "name": "Ramin Kolahi",
+                "title": "Executive",
+                "email": "raminkolahi@plant.com",
+                "x_account": "https://x.com/raminkolahi"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Twin Lake Total Return Partners QP Ltd.",
+        "slug": "twin-lake-total-return-partners-qp-ltd",
+        "date": "2026-03-03T17:55:31-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1544036/000154403626000002/0001544036-26-000002-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Indefinite",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Letitia Solomon",
+                "title": "Executive",
+                "email": "letitiasolomon@twin.com",
+                "x_account": "https://x.com/letitiasolomon"
+            },
+            {
+                "name": "Benoit Sansoucy",
+                "title": "Executive",
+                "email": "benoitsansoucy@twin.com",
+                "x_account": "https://x.com/benoitsansoucy"
+            },
+            {
+                "name": "Walter Clark",
+                "title": "Executive",
+                "email": "walterclark@twin.com",
+                "x_account": "https://x.com/walterclark"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "1591 KIRK ROAD INVESTORS, LLC",
+        "slug": "1591-kirk-road-investors-llc",
+        "date": "2026-03-03T17:45:01-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2037941/000140508626000139/0001405086-26-000139-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Indefinite",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "n/a 1591 KIRK ROAD SPONSOR, LLC",
+                "title": "Executive",
+                "email": "n/a1591kirkroadsponsor,llc@1591.com",
+                "x_account": "https://x.com/n/a1591kirkroadsponsor,llc"
+            },
+            {
+                "name": "JOHN LEWIS",
+                "title": "Executive",
+                "email": "johnlewis@1591.com",
+                "x_account": "https://x.com/johnlewis"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "DG Matrix Inc.",
+        "slug": "dg-matrix-inc",
+        "date": "2026-03-03T17:39:23-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2059108/000205910826000001/0002059108-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$59999971",
+        "summary": "Industry: Other Technology",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Haroon Inam",
+                "title": "Executive",
+                "email": "harooninam@dg.com",
+                "x_account": "https://x.com/harooninam"
+            },
+            {
+                "name": "Vlatko Vlatkovic",
+                "title": "Executive",
+                "email": "vlatkovlatkovic@dg.com",
+                "x_account": "https://x.com/vlatkovlatkovic"
+            },
+            {
+                "name": "Michael Kearney",
+                "title": "Executive",
+                "email": "michaelkearney@dg.com",
+                "x_account": "https://x.com/michaelkearney"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Virtera Serenity Fund, LP",
+        "slug": "virtera-serenity-fund-lp",
+        "date": "2026-03-03T17:39:22-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1943440/000194344026000001/0001943440-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Indefinite",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Todd Pence",
+                "title": "Executive",
+                "email": "toddpence@virtera.com",
+                "x_account": "https://x.com/toddpence"
+            },
+            {
+                "name": "Chaya Slain",
+                "title": "Executive",
+                "email": "chayaslain@virtera.com",
+                "x_account": "https://x.com/chayaslain"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Revival Homes Development LLC",
+        "slug": "revival-homes-development-llc",
+        "date": "2026-03-03T17:38:53-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2093036/000209303626000001/0002093036-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$2000000",
+        "summary": "Industry: Residential",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Anthony Dedousis",
+                "title": "Executive",
+                "email": "anthonydedousis@revival.com",
+                "x_account": "https://x.com/anthonydedousis"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "FPC Granby Crossing F&F LLC",
+        "slug": "fpc-granby-crossing-f-f-llc",
+        "date": "2026-03-03T17:35:16-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2115134/000211513426000001/0002115134-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$980000",
+        "summary": "Industry: Other Real Estate",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Crossing GP LLC FPC Granby",
+                "title": "Executive",
+                "email": "crossinggpllcfpcgranby@fpc.com",
+                "x_account": "https://x.com/crossinggpllcfpcgranby"
+            },
+            {
+                "name": "Kyle Hetherington",
+                "title": "Executive",
+                "email": "kylehetherington@fpc.com",
+                "x_account": "https://x.com/kylehetherington"
+            },
+            {
+                "name": "Charles Garner III",
+                "title": "Executive",
+                "email": "charlesgarneriii@fpc.com",
+                "x_account": "https://x.com/charlesgarneriii"
+            },
+            {
+                "name": "John Cottrill III",
+                "title": "Executive",
+                "email": "johncottrilliii@fpc.com",
+                "x_account": "https://x.com/johncottrilliii"
+            },
+            {
+                "name": "James Pope",
+                "title": "Executive",
+                "email": "jamespope@fpc.com",
+                "x_account": "https://x.com/jamespope"
+            },
+            {
+                "name": "Shannon Moser",
+                "title": "Executive",
+                "email": "shannonmoser@fpc.com",
+                "x_account": "https://x.com/shannonmoser"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "NUVEEN VIRGINIA QUALITY MUNICIPAL INCOME FUND",
+        "slug": "nuveen-virginia-quality-municipal-income-fund",
+        "date": "2026-03-03T17:32:43-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/897421/000119312526088864/0001193125-26-088864-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "Kingsbridge LIHTC Fund LP",
+        "slug": "kingsbridge-lihtc-fund-lp",
+        "date": "2026-03-03T17:32:28-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/2112966/000211296626000001/0002112966-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "$25000000",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "LLC Kingsbridge Investment Partners",
+                "title": "Executive",
+                "email": "llckingsbridgeinvestmentpartners@kingsbridge.com",
+                "x_account": "https://x.com/llckingsbridgeinvestmentpartners"
+            },
+            {
+                "name": "David Dunn",
+                "title": "Executive",
+                "email": "daviddunn@kingsbridge.com",
+                "x_account": "https://x.com/daviddunn"
+            },
+            {
+                "name": "Kerri Dunn",
+                "title": "Executive",
+                "email": "kerridunn@kingsbridge.com",
+                "x_account": "https://x.com/kerridunn"
+            },
+            {
+                "name": "Martin Orton",
+                "title": "Executive",
+                "email": "martinorton@kingsbridge.com",
+                "x_account": "https://x.com/martinorton"
+            },
+            {
+                "name": "LLC Kingsbridge GP III",
+                "title": "Executive",
+                "email": "llckingsbridgegpiii@kingsbridge.com",
+                "x_account": "https://x.com/llckingsbridgegpiii"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "Nuveen Variable Rate Preferred & Income Fund",
+        "slug": "nuveen-variable-rate-preferred-income-fund",
+        "date": "2026-03-03T17:32:07-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1865389/000119312526088861/0001193125-26-088861-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "Virtera Select Fund, LP",
+        "slug": "virtera-select-fund-lp",
+        "date": "2026-03-03T17:31:42-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1888140/000188814026000001/0001888140-26-000001-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Indefinite",
+        "summary": "Industry: Pooled Investment Fund",
+        "business_address": "Not Available",
+        "mailing_address": "Not Available",
+        "founders": [
+            {
+                "name": "Chaya Slain",
+                "title": "Executive",
+                "email": "chayaslain@virtera.com",
+                "x_account": "https://x.com/chayaslain"
+            },
+            {
+                "name": "Todd Pence",
+                "title": "Executive",
+                "email": "toddpence@virtera.com",
+                "x_account": "https://x.com/toddpence"
+            }
+        ]
+    },
+    {
+        "src": "SEC",
+        "company_name": "NUVEEN REAL ESTATE INCOME FUND",
+        "slug": "nuveen-real-estate-income-fund",
+        "date": "2026-03-03T17:31:35-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1158289/000119312526088857/0001193125-26-088857-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "Nuveen Real Asset Income & Growth Fund",
+        "slug": "nuveen-real-asset-income-growth-fund",
+        "date": "2026-03-03T17:31:00-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1539337/000119312526088854/0001193125-26-088854-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "Nuveen Preferred & Income Opportunities Fund",
+        "slug": "nuveen-preferred-income-opportunities-fund",
+        "date": "2026-03-03T17:30:28-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/1216583/000119312526088850/0001193125-26-088850-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    },
+    {
+        "src": "SEC",
+        "company_name": "TrueBlue, Inc.",
+        "slug": "trueblue-inc",
+        "date": "2026-03-03T17:30:08-05:00",
+        "link": "https://www.sec.gov/Archives/edgar/data/768899/000199937126004976/0001999371-26-004976-index.htm",
+        "id": "Filer",
+        "type": "Form D",
+        "funding_amount": "Unknown",
+        "founders": []
+    }
+]

requirements.txt

@@ -0,0 +1,7 @@
+feedparser
+beautifulsoup4
+requests
+lxml
+flask
+flask-cors
+gunicorn

scheduler.py

@@ -0,0 +1,27 @@
+import time
+import subprocess
+import sys
+import os
+
+def run_scraper():
+    print(f"\n[{time.strftime('%Y-%m-%d %H:%M:%S')}] Starting data aggregation...")
+    try:
+        # Run aggregator.py (Startups)
+        subprocess.run([sys.executable, "aggregator.py"], check=True)
+        # Run ai_training_scraper.py (AI Training)
+        subprocess.run([sys.executable, "ai_training_scraper.py"], check=True)
+        print(f"[{time.strftime('%Y-%m-%d %H:%M:%S')}] All scrapers ran successfully.")
+    except Exception as e:
+        print(f"[{time.strftime('%Y-%m-%d %H:%M:%S')}] Aggregation failed: {e}")
+
+if __name__ == "__main__":
+    print("Firstify Auto-Scheduler Started.")
+    print("Interval: 60 minutes")
+    
+    # Run once immediately on start
+    run_scraper()
+    
+    while True:
+        # Wait for 60 minutes
+        time.sleep(3600)
+        run_scraper()

training_data.json

@@ -0,0 +1,222 @@
+[
+    {
+        "src": "Curated",
+        "company_name": "Rapidata",
+        "slug": "rapidata",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://rapidata.ai",
+        "summary": "High-speed human feedback tasks. Earn money label-ing data.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Botpool",
+        "slug": "botpool",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://botpool.ai",
+        "summary": "AI training and data annotation marketplace for freelancers.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Mindrift",
+        "slug": "mindrift",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://mindrift.ai",
+        "summary": "Generate high-quality data for AI as an expert.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Micro1",
+        "slug": "micro1",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://micro1.ai",
+        "summary": "Join an elite network of AI-vetted remote talent.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Mercor",
+        "slug": "mercor",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://mercor.com",
+        "summary": "Autonomous hiring platform for AI and engineering roles.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Rex.zone",
+        "slug": "rex-zone",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://rex.zone",
+        "summary": "Curated RLHF and data services for training experts.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Turing",
+        "slug": "turing",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://turing.com",
+        "summary": "World's largest network for AI training and engineering jobs.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Prolific",
+        "slug": "prolific",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://prolific.com",
+        "summary": "Participate in research and earn for high-quality data.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Toloka",
+        "slug": "toloka",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://toloka.ai",
+        "summary": "Global crowd-force for AI training and RLHF.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "DataAnnotation.tech",
+        "slug": "dataannotation-tech",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://www.dataannotation.tech",
+        "summary": "Most popular platform for high-paying AI training tasks.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Outlier.ai",
+        "slug": "outlier-ai",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://outlier.ai",
+        "summary": "Scale AI's platform for expert RLHF and data training.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Remotasks",
+        "slug": "remotasks",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://www.remotasks.com",
+        "summary": "Work from home and earn money helping build AI.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Appen",
+        "slug": "appen",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://appen.com",
+        "summary": "Flexible jobs training AI at the world's leading tech companies.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "OneForma",
+        "slug": "oneforma",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://www.oneforma.com",
+        "summary": "Global crowd platform for transcription, labeling, and AI data.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Neevo",
+        "slug": "neevo",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://neevo.ai",
+        "summary": "Defined.ai's platform for earning money through AI data tasks.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "CloudFactory",
+        "slug": "cloudfactory",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://www.cloudfactory.com",
+        "summary": "Human-in-the-loop workforce focused on meaningful AI work.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Sama",
+        "slug": "sama",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://www.sama.com",
+        "summary": "Ethical AI sourcing platform for data labeling jobs.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Clickworker",
+        "slug": "clickworker",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://www.clickworker.com",
+        "summary": "Micro-tasking platform for AI training and data processing.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Amazon MTurk",
+        "slug": "amazon-mturk",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://www.mturk.com",
+        "summary": "The original marketplace for human intelligence tasks.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    },
+    {
+        "src": "Curated",
+        "company_name": "Invisible Technologies",
+        "slug": "invisible-technologies",
+        "date": "2026-03-04T04:11:36.292912",
+        "link": "https://www.invisible.co",
+        "summary": "Become an operator for complex AI training workflows.",
+        "type": "AI Training Jobs",
+        "funding_amount": "Active",
+        "founders": []
+    }
+]