Dial a single number. A real-time swarm of 17 AI agents handles your relocation — utility shutoffs, mover bids, USPS forwarding, USCIS AR-11, DMV change of address — and delivers verifiable artifacts to your inbox before you hang up.
📞 Call now: +1 (618) 414-9537 · 🌐 Live site · 📄 PAVO paper (TMLR 2026)
Moving is the #1 most stressful event in America — 45% rank it above divorce. 25.87 million Americans relocate every year. Each move = 15+ coordinated tasks: utility shutoffs, USPS forwarding, DMV updates, insurance, banks, school enrollment, medical records, vet records, mover quotes, prescription transfers, flight bookings, USCIS AR-11.
Existing tools cover slices. Relocate runs the whole fleet in parallel for you.
The swarm-from-singularity dashboard — all 17 agents (1 concierge + 16 specialists) burst out from a glowing PAVO core, each runs a real task, every routing decision dispatches a tier-colored particle outward. Open the live site →
Open → vnmoorthy.github.io/relocate-ai
The site runs a demo-replay client-side, so you'll see 17 cells (the concierge + 16 specialists) burst out from a glowing PAVO singularity, each one streaming a real conversation, with tier-colored particles dispatched from the core to every agent on every routing decision. Built on the PAVO router (TMLR 2026).
Dial → +1 (618) 414-9537
The concierge (ElevenLabs "Cleo") picks up in under a second:
"Relocate here — where are you headed?"
Tell her where you're moving. In two-to-three turns she captures origin, destination, date, household size, pets, kids, car, and visa status — and dispatches a swarm of 16 specialist agents that fan out to do the work. Real artifacts (real emails, real form submissions, real certified mail) land in your inbox while you're still on the call.
| 🪐 One call, 17 agents | The concierge extracts the spec, 16 specialists fan out in parallel. No sequential phone tag. |
| 🧠 PAVO routes every turn | Peer-reviewed at TMLR 2026. 25% cheaper · 34% lower median latency · 71% less energy · 7.9× fewer coherence failures on a 50,000-turn benchmark. |
| 🍏 Local LLM on Apple Silicon | Cheap turns run on gemma2:2b via Ollama on the author's M3 Air. Cloud only for the hard turns. |
| 📨 Verifiable real artifacts | Per-agent AgentMail emails, Lob certified mail, Browser Use form submissions, Supermemory persistence — every agent emits a real ID you can verify. |
| 🛡️ Honest about the cap | 3 of the 16 specialists (USCIS AR-11, DMV ID, bank notify) hand off the final click to the customer — federal law requires the alien / DL holder / account holder to sign. We do 100% of the prep, you do the 30-second click. |
| 🌌 Swarm-from-singularity dashboard | Cinematic Linear/Framer aesthetic. Cells burst from the core, particles dispatched outward per routing decision. Watch live. |
1. You call +1 (618) 414-9537
▼
2. Cleo answers, extracts: origin, destination, move date,
household, pets, kids, car, visa (3 turns max)
▼
3. The swarm dispatches — 16 specialists in parallel, conditional on your spec:
Browser Use ──► pge_shutoff · geico_address · usps_coa
spectrum_austin · pharmacy · flight_book
water_board · uscis_ar11
AgentMail ───► mover_quote · school_district · pcp_transfer
vet_transfer · gym_cancel · bank_notify
Lob mail ────► comcast_cancel · id_card_update
▼
4. Real artifacts land in your inbox before you hang up.
Every LLM turn — buyer + every specialist — is routed by PAVO between gemma2:2b on your Mac (cheap, ~$0.0001/turn), Gemini Flash 2.5 (mid, ~$0.0023), or Claude Opus 4.7 (hard, ~$0.042). The routing decision is a real-time inference; the dashboard shows every one.
The fleet: 1 inbound concierge (buyer) + 16 outbound specialists.
| Agent | Mode | What it does | Conditional |
|---|---|---|---|
| concierge (buyer) | voice | Inbound call · Cleo voice · spec extraction · Supermemory recall | always |
| pge_shutoff | browser | Stop service at pge.com/movingcenter | always |
| comcast_cancel | Lob certified letter to Comcast Customer Care | always | |
| geico_address | browser | Update auto policy garage/mailing address | has_car |
| spectrum_austin | browser | New internet install at destination | always |
| usps_coa | browser | Change of Address at moversguide.usps.com | always |
| mover_quote | Outreach to Atlas / Bay Area / Mayflower | always | |
| flight_book | browser | Google Flights top-3 picks with deeplinks | always |
| water_board | browser | SFPUC stop service portal | always |
| school_district | AISD transfer office | has_children |
|
| pcp_transfer | One Medical records release | always | |
| vet_transfer | Pet records → destination vet | has_pets |
|
| gym_cancel | Equinox membership cancellation | always | |
| pharmacy | browser | CVS prescription transfer | always |
| uscis_ar11 | browser | Pre-fills uscis.gov/ar-11 to signature step | has_visa |
| id_card_update | Lob certified mail of DL-13A to CA DMV | has_car |
|
| bank_notify | 90-second phone script with exact wording | always |
The dispatcher honors conditional rules (has_pets, has_children, has_car, has_visa) so you only get the agents that apply to your move.
We don't fake it. Each integration is labeled on the dashboard with REAL / PLAYBOOK FALLBACK / ERR so you know exactly what's happening:
| Integration | Status today | Why |
|---|---|---|
| AgentPhone telephony | REAL | Inbound + (future) outbound calls verified via /calls API |
| PAVO routing layer | REAL | TMLR 2026, 50K-turn benchmark, dataset open-source |
| gemma2:2b local | REAL | Runs on M3 Air via Ollama, ~300-500ms warm |
| Gemini Flash 2.5 | REAL | Google API on PAVO escalation |
| AgentMail | REAL | Real email with PDF attachment lands in inbox |
| Supermemory | REAL | Real document writes; prior moves recalled by phone number |
| Browser Use | playbook fallback | If BROWSER_USE_API_KEY is missing, the agent sends an AgentMail playbook email with the exact 30-second click-to-finish steps |
| Lob certified mail | playbook fallback | If LOB_API_KEY is missing, AgentMail playbook fallback fires instead |
| Claude Opus 4.7 | optional | Anthropic key not required (Gemini handles the hard tier today) |
Every agent produces a real verifiable artifact today. With Browser Use + Lob keys wired, the 9 fallback agents upgrade automatically to fully autonomous form submission / certified mail dispatch.
Why we don't auto-sign federal forms: USCIS AR-11 requires the alien (not an agent) to sign under penalty of perjury — 8 USC §1305. Bank address changes need the account holder's SSN + 2FA. DMV ID updates need a photo + signature. We drive each to the final-click step and hand off — that's the legal cap on automation.
# 1. Clone
git clone https://github.com/vnmoorthy/relocate-ai.git
cd relocate-ai
# 2. Local LLM (Apple Silicon)
brew install ollama
ollama pull gemma2:2b
ollama serve &
# 3. PAVO router (local FastAPI)
cd pavo_server
VLLM_URL=http://localhost:11434/v1/chat/completions \
VLLM_MODEL=gemma2:2b \
GEMINI_API_KEY=$YOUR_KEY \
PAVO_API_KEY=local-shared-secret \
uvicorn app:app --host 127.0.0.1 --port 8765 &
# 4. Orchestrator
cd ../orchestrator
cp .env.example .env # fill in keys (AgentPhone + AgentMail + Supermemory required)
uv run uvicorn app.main:app --host 0.0.0.0 --port 8000 &
# 5. Dashboard
cd ../web
pnpm install && pnpm dev # http://localhost:3000Public tunnel for AgentPhone webhooks:
ssh -R 80:localhost:8000 nokey@localhost.run
# Grab the lhr.life URL, set PUBLIC_BASE_URL in .env, restart orchestrator
cd orchestrator && uv run python scripts/update_webhooks.py Caller (you)
│
│ Inbound voice
▼
┌───────────────────────┐
│ AgentPhone │ ← real telephony (hosted)
│ ElevenLabs Cleo │
└─────────────┬─────────┘
│ webhook + HMAC-SHA256
▼
┌───────────────────────┐
│ Orchestrator │ ← FastAPI on M3 Air
│ · Buyer turn handler │ · spec extraction
│ · Marketplace │ · asyncio fan-out
│ · WebSocket broker │ · 16 specialist dispatchers
└─┬───────────┬─────────┘
│ │
PAVO │ │ Real artifacts:
▼ │ ▼ AgentMail (email + PDF)
┌────────┐ │ Browser Use Supermemory (persist + recall)
│ PAVO │ │ Lob mail AgentPhone (telephony state)
│ :8765 │ │ AgentPhone
└───┬────┘ │
│ │
▼ ▼
┌──────────────────────────┐
│ gemma2:2b on M3 Air │ ← local, ~$0.0001/turn
│ → Gemini Flash 2.5 │ ← cloud mid, ~$0.0023/turn
│ → Claude Opus 4.7 │ ← cloud hard, ~$0.0420/turn
└──────────────────────────┘
The orchestrator runs on the author's Mac with a localhost.run SSH tunnel exposing it to AgentPhone webhooks. The dashboard deploys statically to GitHub Pages and animates a fake event timeline when no live orchestrator is reachable — so visitors always see the swarm in action.
Pipeline-Aware Voice Orchestration with Demand-Conditioned Inference Routing. Peer-reviewed at TMLR 2026.
| Cheaper than fixed-cloud | 25% |
| Lower median latency | 34% |
| Less energy per call | 71% |
| Fewer coherence failures | 7.9× |
| Benchmark size | 50,000 turns |
| Model coverage | Gemma 2-2B · Gemini Flash 2.5 · Claude Opus 4.7 |
| Decision latency | ~10ms per turn |
The router classifies each turn — early greetings stay on gemma2:2b ($0.0001), pricing/policy turns escalate to Gemini Flash ($0.0023), legal/dispute turns escalate to Claude Opus ($0.0420). On a typical Relocate call, ~70% of turns stay local on Apple Silicon.
- 📄 Dataset on HuggingFace (CC-BY 4.0)
- 🏛️ TMLR 2026 paper
.
├── README.md, DEMO_SCRIPT.md
├── orchestrator/ ← FastAPI: buyer + 16 specialist agents
│ ├── app/
│ │ ├── main.py ← webhook handlers · WS dashboard
│ │ ├── marketplace.py ← fan-out · mode dispatchers · key-missing fallback
│ │ ├── personas.py ← 17 agent personas (v2.1)
│ │ ├── buyer_schema.py ← 30+ field schema · core/conditional/optional/pii tiers
│ │ ├── pavo_client.py ← Mac → local PAVO server
│ │ ├── agentphone.py · state.py · security.py (HMAC) · ws.py
│ │ └── integrations/
│ │ ├── agentmail.py ← email + PDF attachment
│ │ ├── browser_use.py ← real form submission tasks
│ │ ├── lob_mail.py ← certified mail
│ │ ├── supermemory.py ← persist + recall
│ │ └── per_agent_artifacts.py ← 16 per-agent playbook emails
│ └── scripts/
│ ├── provision_agents.py ← one-time: create AgentPhone agents
│ ├── update_webhooks.py ← re-push webhook URLs after tunnel rotation
│ ├── refresh_agent_config.py ← push voice + prompt to AgentPhone
│ └── seed_supermemory.py ← seed prior-move history for recall demo
├── pavo_server/ ← PAVO router on M3 Air
│ ├── app.py · route.py · README.md
└── web/ ← Next.js + shadcn cinematic dashboard
└── src/
├── app/page.tsx ← hero · live swarm · how-it-works · footer
├── lib/types.ts ← WSEvent · ALL_AGENTS roster
├── lib/demo-replay.ts ← client-side fake event timeline
└── components/
├── SwarmStage.tsx ← swarm-from-singularity viz
├── AgentCell.tsx ← live transcript card
├── PAVOFlow.tsx ← 3-tier routing panel
├── ArtifactsPanel.tsx ← live links to real artifacts
└── SponsorRow.tsx ← REAL / STUB / ERR badges
- Voice: AgentPhone · ElevenLabs (Cleo)
- Routing: PAVO (TMLR 2026) · own heuristic + neural router
- Local LLM: Ollama serving gemma2:2b on M3 Air (Apple Silicon)
- Cloud LLM: Gemini Flash 2.5 · Claude Opus 4.7 (optional)
- Browser automation: Browser Use
- Email: AgentMail (with reportlab for PDF attachments)
- Mail: Lob (certified mail)
- Memory: Supermemory (prior-move recall)
- Backend: FastAPI (Python 3.12 +
uv) - Dashboard: Next.js 16 + Tailwind v4 + shadcn/ui
- Deployment: GitHub Pages (dashboard) ·
localhost.run(orchestrator)
- 16 specialist agents with conditional dispatch
- Real artifacts via AgentMail playbook fallback
- Cinematic dashboard with demo replay
- Supermemory recall keyed by caller phone
- Wire Browser Use + Lob keys to upgrade 9 fallback agents to fully autonomous
- Deploy orchestrator to Fly.io (replace
localhost.runtunnel) - Multi-language voice (Cleo → Diego for Spanish, etc.)
- Iframe-embeddable swarm widget for partner sites
- Onboarding flow + Stripe billing ($99/move flat fee)
Contributions welcome — see CONTRIBUTING.md. Star the repo if Relocate's design or the PAVO routing layer is useful to you.
Built at the YC Call My Agent Hackathon (San Francisco, May 2026). Massive thanks to: AgentPhone · Google DeepMind (Gemma + Gemini) · AgentMail · Supermemory · Browser Use · Lob · Anthropic · Stripe · Moss · sponge
Narasinga Moorthy Veilu Kantha Perumal — author, University of Pennsylvania.
MIT · The PAVO dataset is CC-BY 4.0 on HuggingFace. PAVO router weights are proprietary.
📞 Try Relocate now: +1 (618) 414-9537
Moving sucks. Now it doesn't.