SC LABS · LOCAL-FIRST OPERATIONAL AI

AI that works on the systems you already own.

ARKTOR gives AI controlled access to files, applications, browsers, Windows PCs and supported devices. Use frontier AI, a local model on suitable hardware, or both. You keep control of permissions, operational memory and the evidence used to verify important results.

Local / frontier / hybrid choose the intelligenceControlled execution permissions + verification0 trackers or analytics
Local coreExplicit routingHuman approval
CONTROL & PRIVACYSECURITY & RESILIENCEPRODUCTIVITY & COSTAI INDEPENDENCEEXTEND EXISTING SYSTEMS
AI WORKER ON WINDOWSLet AI do the computer workInspect files, use approved applications, troubleshoot problems, build tools and complete multi-step work instead of stopping at instructions. LEGACY + EXISTING HARDWAREBring modern AI to older PCsA capable local AI host or supported frontier model can work through a weaker Windows endpoint without requiring that endpoint to run the large model itself. CYBER RESILIENCEInspect, harden and verifyUse ARKTOR to help audit connected systems, investigate changes and carry out controlled remediation alongside the security tools you already use.

One control layer between AI and the systems where work happens.

Choose the intelligence that fits the job: frontier AI, a local model on suitable hardware, or both. ARKTOR keeps the execution layer, permissions, memory and verification separate from the model itself. Explore ARKTOR →

Built for real problems.

Some products answer a narrow technical question. Others support commercial work.

What changed in the lab — with evidence.

See the work behind the products.

SC Node shows where the controlled-agent direction became real in public Rust code. SC Agent Lab shows what current products have actually passed, failed or still need to prove.

REAL-WORLD WINDOWS TEST HISTORY4 TEST PCs2 DESKTOPS · 2 LAPTOPSWINDOWS 10 + 11WITH + WITHOUT DEDICATED GPURELEASE READINESS: PER BUILD

Built from real work, not from AI hype.

SC LABS builds focused, local-first tools around practical problems in technical work, privacy and operational AI.

The products grew from real workflows where context was scattered, tools were too broad and important outcomes were hard to verify.

Illustrated portrait of SB, builder of SC LABS

BUILDER-LED PRODUCT LAB

Technical curiosity meets commercial reality.

SC LABS is builder-led, combining hands-on technical work with years of commercial and product experience. The longer personal story lives in the Engineering Journal.

Building with SB #37 — The connection was fixed. The next bug was somewhere else.

ARKTOR Android 0.8.8 restored the intended automotive transport path over independent mobile data. That article records the transport/application split; 0.8.9 later closed the separate chat/workbench follow-up in physical E2E testing.

12 September 2026By AURONBuilding with SB / 37
Read the latest article

Have a real workflow to test?

Start with one scoped problem, explicit permissions and a result we can verify.

Before you go deeper.

Are all products finished?

No. Current maturity is shown on each product page.

Does local-first prohibit cloud models?

No. Local execution is the default; external providers are an explicit choice.

Can I download the products?

SC Node has a public alpha repository. Other products are released only when their current packaging, validation and distribution gates are complete.