SOVEREIGN AI ORCHESTRATION

Your intelligence.
Your hardware.
Your rules.

Molly is the sovereign multi-agent orchestrator that builds your own personal AI — no ML engineering required. Its CEO agent composes LoRA specialists over one quantized base, answers on-device first, and only escalates across four tiers (T0 device → T1 LAN → T2 self-hosted → T3 external API) when your policy allows. Point it at your data — it trains, evaluates and deploys a specialist for you.

4 TiersT0 – T3 routing
50+ DomainsSpecialist adapters
1 APIOpenAI-compatible
24/7Self-improvement

Bring Molly into your terminal

molly — zsh
$curl -fsSL https://iamolly.ai/cli/install.sh | sh

Local by defaultAnswers on your device first. Escalation is opt-in.

OpenAI-compatible APIDrop-in endpoint. Point your SDK at Molly and go.

Merkle provenanceEvery answer, dataset and adapter cryptographically signed.

Federated learningModels improve across your fleet — data never moves.

THE PLATFORM

One orchestrator.
Every capability you need.

Molly's CEO agent decomposes your request, picks the right specialists, routes across tiers under your policy, and returns one verified answer — with receipts.

Orchestration

Multi-agent decomposition with T0–T3 sovereign routing.

LoRA Specialists

50+ domain adapters over one quantized base model.

Auto-Training

Point at data → it trains, evaluates and deploys for you.

Federated

Fleet-wide learning. Weights travel, data never does.

Provenance

Merkle-signed answers, datasets and adapter lineage.

One API

OpenAI-compatible. Swap the base URL, keep your code.

WHY SOVEREIGN

Renting intelligence is a liability.

Every prompt you send to a hosted API is data leaving your control — priced per token, forever. Molly flips the model: intelligence that lives on your hardware and gets smarter on your data.

1 token = $0.001 — flat, at every size.

No subscriptions required, no expiry, no per-seat lock-in on top-ups. You own the specialists Molly trains.

01

Your data trains someone else's model

Hosted APIs learn from your usage. Molly's specialists are trained on your data, for you, on your hardware — and stay yours.

02

Cloud bills scale with your success

Per-token cloud pricing punishes growth. T0 on-device answers cost you nothing per call; escalation is the exception, not the rule.

03

Fine-tuning needs an ML team

Molly automates the whole loop — data curation, LoRA training, eval gates, rollout — so a domain expert can ship a specialist alone.

04

No audit trail, no trust

Molly signs every answer, dataset and adapter with Merkle provenance. Compliance stops being a screenshot exercise.

CAPABILITIES

Built like an operating system
for private intelligence.

/ 01

4-Tier Sovereign Routing

T0 device → T1 LAN → T2 self-hosted → T3 external API. Each hop is a policy decision you control — with redaction and logging at the boundary. Default posture: local_only.

/ 02

LoRA Specialist Composition

One quantized base, dozens of hot-swappable adapters. The CEO agent stacks the right specialists per request — legal + finance + your house style — in milliseconds.

/ 03

Autonomous Training Loop

Point at a folder, a drive, a wiki. Molly curates, trains, runs eval gates and promotes the winner — 24/7, unattended.

/ 04

Federated Learning

Specialists improve across every node in your fleet. Gradients move; raw data never leaves the machine it lives on.

/ 05

Merkle Provenance

Cryptographic lineage for every artifact — answers, datasets, adapters, evals. Auditable by anyone you choose.

/ 06

OpenAI-Compatible API + SDK

Keep your existing code. Change one base URL and your app is running on sovereign infrastructure — with the SDK and full API reference when you want to go deeper.

/ 07

Two Studios, One Brain

Training Studio builds your own specialist AI from your data. Creative Studio generates image, video, music, voiceover and 3D. Both orchestrated by the same sovereign CEO agent.

HOW IT WORKS

From raw data to deployed specialist
in three moves.

01

Point

Connect a folder, drive, wiki or database. Molly ingests, deduplicates and curates a training set — with provenance from the first byte.

02

Train & Evaluate

Molly fine-tunes LoRA specialists on your hardware, runs them through eval gates against the incumbent, and only promotes measurable wins.

03

Deploy & Improve

Your specialist ships behind the OpenAI-compatible API instantly — then keeps improving 24/7 via the federated self-improvement loop.

SOLUTIONS

Where sovereignty is non-negotiable.

Any team with sensitive data and repeat expertise can turn it into a private specialist. These are the ones knocking loudest.

LEGAL

Firms & In-House Counsel

Contract review and drafting trained on your precedent — privileged material never leaves the building.

HEALTHCARE

Clinics & Med-Research

PHI-safe summarization and coding assistants on-prem, with audit-grade provenance on every output.

FINANCE

Funds & Fintech

Research and compliance copilots on confidential positions and filings — zero third-party exposure.

DEFENSE & GOV

Air-Gapped Operations

Full-capability orchestration in disconnected environments. T3 disabled at the policy layer, forever if you like.

Autonomous Infrastructure

Molly runs the infrastructure. You never pick a GPU.

Molly orchestrates and administers compute for you. It autonomously finds, provisions and rents the right NVIDIA GPUs — the exact model, the exact count — based on your workload, then releases them the moment the job is done. No hardware decisions, no provider accounts, no idle spend.

Powered by NVIDIA
NVIDIA top-tier hardware · auto-selected per job, 1 → many GPUs
A100 L40S H100 H200 B200 Blackwell RTX-class ×1 → ×N · scaled automatically
NVIDIA GPU data-center aisle
NVIDIA GPU hardware close-up
Powered by NVIDIA

How Molly provisions

1

Detects the workload

Training, fine-tuning, inference or rendering — Molly profiles the job’s memory, throughput and duration requirements automatically.

2

Selects model + count across providers

It matches the exact NVIDIA GPU model and quantity across integrated providers — from a single card to a multi-node cluster.

3

Runs isolated, meters, releases

The job runs in a private, isolated environment, metered per-minute. When it finishes, the hardware is released instantly.

Right-sized

No over- or under-provisioning — capacity matched to the workload, every time.

Private & isolated

Dedicated, isolated environments per customer for every run.

Zero Data Retention

Your data and weights are never stored beyond the job’s lifetime.

Pay-per-use

Per-minute metering. No minimums, no reservations, no idle cost.

Instant scale

From one GPU to many, provisioned in minutes as the workload demands.

Aggregated capacity On-demand GPU cloud Spot & marketplace compute Private clusters Cloud storage

Molly provisions NVIDIA GPUs on-demand across integrated providers. Availability and models vary by region and workload. NVIDIA and the NVIDIA logo are trademarks of NVIDIA Corporation.

PRICING

Simple tokens. Serious plans.

Pure top-ups, no subscription, no expiry. Flat pricing - 1 token = $0.001, same rate at every size.

TOKEN PACKS — TOP-UPS

Starter
$50
50,000 tokens
Perfect for a few proof-of-concept training runs.
Builder
$200
200,000 tokens
Working headroom for a small team - top up anytime.
Studio
$1,000
1,000,000 tokens
Production-grade buffer for serious shops.
Scale
$5,000
5,500,000 tokens
+10% bonus
Largest top-up for high-volume shops.

SUBSCRIPTION PLANS

Pro

$599/mo
billed monthly
  • 630,000 tokens/mo (~$630 usage)
  • 1 seat
  • Unlimited Standard runs
  • 5/mo Business runs
  • SLA Best-effort
  • Support Email 48h
Start free →
MOST POPULAR

Team

$2,999/mo
billed monthly
  • 3,300,000 tokens/mo
  • 3 seats
  • Unlimited Standard runs
  • 25/mo Business runs
  • 3/mo Super Fast runs
  • SSO (SAML/OIDC)
  • Audit log 60d
  • SLA 99.5%
  • Priority support 24h
Start free →

Startup

$9,999/mo
billed monthly
  • 11,000,000 tokens/mo
  • 5 seats
  • Unlimited Standard + Business runs
  • 10/mo Super Fast runs
  • Free unlimited GGUF/LoRA exports
  • SSO (SAML/OIDC)
  • Audit log 120d
  • SLA 99.7%
  • Priority support 12h
Start free →
MAXIMUM VALUE

Enterprise

Custom
tailored agreement
  • Unlimited across tiers
  • TEE-attested H100 confidential compute
  • SOC2 + HIPAA + DPA
  • On-prem / private-cloud deployment
  • Private co-developed specialists
  • SLA 99.99%
Talk to us →

Annual billing saves 20% on every plan. Token top-ups never expire and stack with any subscription.

FAQ

Questions, answered.

Do I need ML engineering skills to train a specialist?

No. That's the point of the Training Studio: point Molly at your data and it handles curation, LoRA fine-tuning, evaluation gates and deployment automatically. If a specialist doesn't beat the incumbent on your evals, it never ships.

What's the difference between Training Studio and Creative Studio?

Training Studio is where you build and train your own specialist AI on your data — plug-and-play, train/eval/deploy. Creative Studio is where you generate media: image, video, music, voiceover and 3D, orchestrated by the same CEO agent. They're two separate products on one sovereign platform.

Does my data ever leave my hardware?

Not unless your policy says so. Molly answers on-device (T0) by default, then escalates through LAN (T1) and self-hosted (T2) tiers before any external API (T3) — and T3 can be disabled entirely. Every boundary crossing is redacted and logged.

How does token pricing work?

Flat and simple: 1 token = $0.001, the same rate at every pack size. Top-ups are pure — no subscription required, no expiry. Subscriptions add monthly token allowances, seats, run classes, SLAs and support tiers on top; annual billing saves 20%.

Is the API really OpenAI-compatible?

Yes. Point your existing SDK at Molly's endpoint and your code runs unchanged. See the API Reference for endpoints and the SDK page for client libraries.

Can I export the models I train?

Yes — your specialists are yours. The Startup plan includes free unlimited GGUF/LoRA exports, and Enterprise agreements can include full private co-developed specialists deployed on-prem or in your private cloud.

COMPANY

Built by Core Labs.

We believe intelligence should belong to the people who generate the data it learns from. Core Labs builds Molly so that individuals, teams and institutions can own their AI outright — your intelligence, your hardware, your rules. Sovereign by architecture, not by promise.

Core Labs is an open-source R&D lab where AI, simulation, security, finance, energy and engineering intersect. We build systems that learn across domains and harness the structure they share — financial systems mirror energy networks; security principles apply to robotics. Molly is our flagship.

32+Research tracks
56Specialist agents
966K+Cross-domain records
24/7Autonomous

Cross-Domain Intelligence

Patterns transfer between domains. Structure learned in one field — markets, grids, protocols — informs reasoning in another.

Verifiable Research

Merkle-verified datasets and runs with full provenance. Every result is traceable to its origin and reproducible.

Open-Source Ethos

Tools, methods and models shared with the community. Progress compounds when research is open.

Explore Core Labs →
GET STARTED

Own your intelligence.

Start free today. Train your first specialist in the Training Studio, or create in the Creative Studio — all under your policy, on your terms.