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.
Bring Molly into your terminal
$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.
Molly's CEO agent decomposes your request, picks the right specialists, routes across tiers under your policy, and returns one verified answer — with receipts.
Multi-agent decomposition with T0–T3 sovereign routing.
50+ domain adapters over one quantized base model.
Point at data → it trains, evaluates and deploys for you.
Fleet-wide learning. Weights travel, data never does.
Merkle-signed answers, datasets and adapter lineage.
OpenAI-compatible. Swap the base URL, keep your code.
Build & train your own specialist AI, plug-and-play. Point Molly at your data — it handles curation, LoRA fine-tuning, evaluation gates and deployment. No ML engineering required.
Open Training Studio → GENERATE MEDIAGenerate image, video, music, voiceover and 3D — orchestrated by the same CEO agent, with sovereign routing and provenance on every asset you create.
Open Creative Studio →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.
Hosted APIs learn from your usage. Molly's specialists are trained on your data, for you, on your hardware — and stay yours.
Per-token cloud pricing punishes growth. T0 on-device answers cost you nothing per call; escalation is the exception, not the rule.
Molly automates the whole loop — data curation, LoRA training, eval gates, rollout — so a domain expert can ship a specialist alone.
Molly signs every answer, dataset and adapter with Merkle provenance. Compliance stops being a screenshot exercise.
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.
One quantized base, dozens of hot-swappable adapters. The CEO agent stacks the right specialists per request — legal + finance + your house style — in milliseconds.
Point at a folder, a drive, a wiki. Molly curates, trains, runs eval gates and promotes the winner — 24/7, unattended.
Specialists improve across every node in your fleet. Gradients move; raw data never leaves the machine it lives on.
Cryptographic lineage for every artifact — answers, datasets, adapters, evals. Auditable by anyone you choose.
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.
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.
Connect a folder, drive, wiki or database. Molly ingests, deduplicates and curates a training set — with provenance from the first byte.
Molly fine-tunes LoRA specialists on your hardware, runs them through eval gates against the incumbent, and only promotes measurable wins.
Your specialist ships behind the OpenAI-compatible API instantly — then keeps improving 24/7 via the federated self-improvement loop.
Any team with sensitive data and repeat expertise can turn it into a private specialist. These are the ones knocking loudest.
Contract review and drafting trained on your precedent — privileged material never leaves the building.
PHI-safe summarization and coding assistants on-prem, with audit-grade provenance on every output.
Research and compliance copilots on confidential positions and filings — zero third-party exposure.
Full-capability orchestration in disconnected environments. T3 disabled at the policy layer, forever if you like.
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.
Training, fine-tuning, inference or rendering — Molly profiles the job’s memory, throughput and duration requirements automatically.
It matches the exact NVIDIA GPU model and quantity across integrated providers — from a single card to a multi-node cluster.
The job runs in a private, isolated environment, metered per-minute. When it finishes, the hardware is released instantly.
No over- or under-provisioning — capacity matched to the workload, every time.
Dedicated, isolated environments per customer for every run.
Your data and weights are never stored beyond the job’s lifetime.
Per-minute metering. No minimums, no reservations, no idle cost.
From one GPU to many, provisioned in minutes as the workload demands.
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.
Pure top-ups, no subscription, no expiry. Flat pricing - 1 token = $0.001, same rate at every size.
Annual billing saves 20% on every plan. Token top-ups never expire and stack with any subscription.
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.
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.
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.
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%.
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.
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.
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.
Patterns transfer between domains. Structure learned in one field — markets, grids, protocols — informs reasoning in another.
Merkle-verified datasets and runs with full provenance. Every result is traceable to its origin and reproducible.
Tools, methods and models shared with the community. Progress compounds when research is open.
Start free today. Train your first specialist in the Training Studio, or create in the Creative Studio — all under your policy, on your terms.