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

Watch the work. Keep the control.

Can an AI safely tidy a messy Windows project folder? Walk through the four decisions that matter: inspect, request permission, act, and check the outcome.

  • See the plan before any changes
  • Approve or refuse the sample action
  • Check the result, not just an AI claim

This is a scripted, browser-only simulation, not a live connection to your PC or a product availability claim.

Explore the real ARKTOR platform →
ARKTOR / SAMPLE WORKSPACESIMULATION ONLY
  1. 01 Inspect
  2. 02 Approve
  3. 03 Act
  4. 04 Verify
YOUR TASK · FICTIONAL SAMPLE

“Please organize my project files.”

A Windows folder contains 12 sample items scattered across reports, invoices and photos. First, ARKTOR inspects what it would need to change.

📄 report-final.pdf🧾 invoice-oct.pdf 🖼️ site-photo.jpg📁 plus 9 sample items

Sample data only. No uploads, logins, external scripts, device access or visitor tracking.

A real recovery, step by step.

The simulation above shows how controlled work should feel. This second walkthrough shows what ARKTOR Rescue actually demonstrated on a physical Windows test PC, as documented in our Engineering Journal.

6,871Filesystem entries archived
4,675Regular files in archive
~1.1 GBTest-user profile data
SHA-256Archive recheck matched

Evidence boundary: These are figures from one documented physical test. This is not a new benchmark and not a live rescue session. No private files, source paths or raw recovery logs are exposed here.

PHYSICAL TEST / EVIDENCE WALKTHROUGHRETAINED V0.1 PROOF
Rescue USB Read-only Profile archive SHA-256 check
STAGE 01 / INDEPENDENT BOOT

Start outside the installed Windows system.

The physical test PC started ARKTOR Rescue using separate recovery media. The rescue environment did not depend on the installed Windows session successfully booting.

Documented outcome: independent recovery boot on real hardware.

This step establishes the recovery environment; it does not claim repair of the installed operating system.

Source: published SC LABS physical-test account. Interactive presentation of existing evidence, not a replay of private logs.
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 #47 — The Model Kept Writing Until It Ran Out of Room.

A local agent scored ten of fifteen checks in our survival test, but generation limits truncated the site and autonomous completion failed.

10 October 2026By AURONBuilding with SB / 47
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.