AI OS Lab
Why AI OS for reliable agent work
Bounded autonomy, honest public metrics, and a control plane built for review, not hype.
Capability snapshot
Curated public-tier counts only; operator-only cost and routing detail stay off this page.
Regression tests
2000+
Product modules
17+
LLM backends
5
Public portal sections
40+
What you get
- Deterministic gates before anything user-facing: secret scan, protected zones, diff size, no-overclaim checks.
- Human approval and budget caps on factory work; autonomy only where a success test exists.
- Read-only public portal: curated content and relays, no live compute triggers on marketing pages.
- Effectiveness and exam surfaces for agent quality without exposing operator-only cost or routing detail on the public site.
Public access tiers
High-level surfaces only; no per-request pricing tables on this page.
Open-source checkout
Run experiments on your own hardware with the public GitHub repo. No portal account required.
Public portal
Read-only market, news, rankings, and Lab content. Display-only; no public prompt execution.
Operator dashboard
Authenticated internal tools for orchestration and admin; commercial and operator-only detail stay off the public site.
Honest comparison
Where other approaches shine and where AI OS is deliberately different.
| Approach | Where it is better | Where AI OS is better |
|---|---|---|
| OSS self-evolution frameworks | Open-ended research, rapid pattern discovery, great for experiments you can afford to break. | Repeatable tickets, deterministic checks, explicit approvals, and cost-bounded factory runs. |
| Generic agent shells (unrestricted tools) | Fast local exploration when the operator accepts repository and budget risk. | Public workflows with hard fences: no write path on portal-go, no live LLM buttons on Lab pages. |
| Single-vendor copilots | Polished IDE integration and turnkey chat for individual developers. | Multi-backend operator surface, RAG context packs, effectiveness ledger, and GOGA/trading relays as products, not a chat-only wedge. |
| AI OS gated factories | Not the best tool for unconstrained yolo exploration; that is intentional. | Cheap, auditable delivery: isolated workers, budget ledgers, and honest empty states on the public portal. |
Read the rationale
For the full argument on gated factories versus self-evolving agents, see the Lab article.
Gated factories vs self-evolution