Shkor Labs · R&D for autonomous business

Autopilot
for any business.

We mirror a company into a living twin, rehearse decisions on it, and hand the routine to an AI agent that runs on a heartbeat — every second, minute, hour and day.

Pre-seed $500K–1M post-money SAFE · $10M cap + MFN Shkor Labs LLC · Wyoming
__LOGO_SMALL__ Shkor Labsshkor.com · Confidential · October 2026
01 · The problem

Every business runs on routine nobody has time for.

— HANDS

Owners are the bottleneck

Inbox, follow-ups, reports, scheduling, small fixes. A 5–50 person company can't hire for all of it, so most of it just doesn't happen.

— COPILOTS

AI tools still need a driver

Chat windows and copilots wait for a human to prompt every step. They assist. They don't run anything.

— TRUST

Agents aren't trusted with keys

Autonomous agents loop, hallucinate and act outside their remit. No audit trail, no limits, no memory of why — so nobody hands them real work.

__LOGO_SMALL__ Shkor Labs02
02 · The method

A company is a stream of events.
So it can be replayed — and run.

01 · MIRROR

Capture the twin

Messages, tasks, calls, payments and decisions become signed events in one append-only log. Replay it and you get the company as a living model.

02 · REHEARSE

Decide on the twin first

Changes are tried against the twin and its real history. Where the agent isn't sure, it escalates to a person with the full story.

03 · AUTOPILOT

Hand over the routine

An agent that lives by ticks takes the routine, with real tools. Every action feeds back into the twin, so it gets sharper over time.

__LOGO_SMALL__ Shkor Labs03
03 · The product · Simbiot autopilot

Not a chatbot.
A heartbeat.

1 s · reflex 1 min · triage 1 h · execute 1 day · plan
1 sReflexes
telemetry, alerts, bot commands — no LLM, zero cost
1 minTriage
inbox, routing, quick fixes
1 hExecution
tasks end-to-end with real tools + hourly digest
1 dayPlanning
larger work, daily manifest, nightly self-training

Busy levels skip a beat instead of piling up. Only digests travel upward.

__LOGO_SMALL__ Shkor Labs04
04 · Why it can be trusted with real work

The moat is governance,
not the model.

SIGNED

Every step on the record

ed25519-signed, hash-chained event log. 3.1M events verified end-to-end.

$ simbiot verify
✓ chain intact
BOUNDED

Trust circles

Rights come from verified identity, never from message text. A guard checks every tool call before it runs.

FRUGAL

LLM only where it matters

Rules and fast decision models filter before an LLM wakes. Reflexes and quiet beats cost nothing.

LEARNING

Improves on outcomes

Small student models train nightly on real outcomes — and only replace the rules after beating a baseline on fresh data.

__LOGO_SMALL__ Shkor Labs05
05 · One policy, not 64 programs

Who · how often · how deep.
4 × 4 × 4.

4 TRUST CIRCLES

1 Owner — full tools
2 Board — work, no secrets
3 Members & agents — scoped
4 Everyone else — reply only

4 RHYTHMS

1 s reflex
1 min triage
1 h execution
1 day planning

4 MEMORY DEPTHS

D0 just this message
D1 the conversation
D2 relevant past episodes
D3 the archive

Memory is private by circle: a board-level conversation can never surface the owner's private chats. The same code serves a two-person studio and a 500-person company — only the table changes.

__LOGO_SMALL__ Shkor Labs06
06 · The labs

We don't sell what we don't run.

Every lab is a real business — a founder plus AI agents on shared infrastructure inside Cooperative 42. Each one is a live test bench for the autopilot.

Core · autopilot
Simbiot
Media
ReelsUp
Marketing
Avatar
AI consulting
Mainbeam
Construction
MalyarKa
Fintech
Vybirai
Fintech
Monetix
Trust infra
GroupSign
Trust infra
WalletChain
Sales
xSaleBot
Marketplace
DEIP
Sports media
LAIve Sports
Real estate
Domostroy
Compliance
Probity
+ more
Totem · Yorio · PipL
__LOGO_SMALL__ Shkor Labs07
07 · Traction · live, queryable, not projected

A real system, running every second.

19
labs in the registry since July 2026
16
AI agents running 24/7 on dedicated servers
1,742
messages answered by the autopilot in its first 19 days
374
tasks shipped end-to-end by the autopilot
3.1M
signed, hash-chained events in the audit log
2,075
items in the agent's searchable, circle-private memory
10
founders & members in Cooperative 42
LIVE
billing: Stripe (US LLC) + card acquiring (Belarus)

Source: production event store and cooperative portal, 18 Oct 2026. Every number above is a query, not an estimate.

__LOGO_SMALL__ Shkor Labs08
08 · It improves itself — under supervision

Mistakes become rules.
Rules become instinct.

1 · OBSERVE

Outcomes, not opinions

Every decision is logged with what happened next — a reaction, a retry, a fix.

2 · LEARN

Nightly students

Small models train on that experience and stay in shadow until they beat a baseline.

3 · REFLECT

Rules for humans

Repeated failures turn into a proposed rule, sent to the owner for a yes.

4 · GATE

Ship with proof

Code changes close only with a commit and a passing test. No silent self-edits.

Example from this week: the agent improved its own Telegram behaviour, then tried to close the task without a test. The new gate now refuses that — the change shipped with a commit and a passing test.

__LOGO_SMALL__ Shkor Labs09
09 · Business model

Two doors. One flywheel.

FOR COMPANIES

Autopilot subscription

$100 /month

The same system our labs run in production. Deployment in the month you join; LLM access through the cooperative's router included. One price for everyone — 10 presale seats.

FOR FOUNDERS

Start a lab

rev share

The autopilot, shared infrastructure, a site, US payments and a founder community. The lab shares a part of its revenue with the cooperative — withheld automatically at settlement.

labs → real experience → sharper autopilot → more customers → more labs

__LOGO_SMALL__ Shkor Labs10
10 · Why now

The cost of doing collapsed.
The cost of trusting didn't.

AGENTS WORK

Capability crossed the line

Agents with real tools now finish multi-step work end-to-end. Orchestration, not intelligence, is the bottleneck.

COST FELL

Judgment got cheap

Sub-second decision models and local embeddings let the autopilot think constantly and call a large model only when it matters.

TRUST IS THE GAP

Nobody owns the harness

Every company wants autonomy; almost none can audit it. A signed, bounded, self-correcting autopilot is the missing layer.

__LOGO_SMALL__ Shkor Labs11
11 · Plan · next 12 months

From our labs
to everyone's business.

Q4 2026

Presale cohort

10 companies on the autopilot. Hardened onboarding, weekly autopilot reports.

Q1 2027

Self-serve

Deploy in a day from the portal. Students graduate from shadow to on.

Q2 2027

Longer horizons

Week and month rhythms: the autopilot plans quarters, not just days.

Q3 2027

Scale the labs

New labs every month on shared infra; the autopilot as the default operator.

__LOGO_SMALL__ Shkor Labs12
12 · Team

Half human, half agents.

AS

Alex Shkor

Founder & managing member. Architect of the Simbiot autopilot; chairman of Cooperative 42. US entity, payments and production infrastructure.

Y

Yura

Board. 14 years building products and businesses; finance, tax, legal and M&A. Runs Vybirai and Monetix.

V

Vlad

Board. End-to-end video production with his own studio; runs ReelsUp, Avatar and xSaleBot.

16

The fleet

Sixteen agents in production — sales, content, research, finance, operations — each with its own server, memory and signed track record.

__LOGO_SMALL__ Shkor Labs13
13 · The ask
$1M

Angel pre-seed · target $500K–1M · 5–8 checks · rolling close

instrument  post-money SAFE
cap         $10M
terms       MFN side letter
issuer      Shkor Labs LLC (Wyoming)
offering   Reg D 506(b), warm network only

Use of funds

AUTOPILOT

Productize Simbiot for outside companies: self-serve deploy, onboarding, reliability.

LABS

More founders through the lab pipeline — each one a new test bench and revenue line.

GO-TO-MARKET

Fill the presale cohort and turn lab results into a repeatable sales motion.

__LOGO_SMALL__ Shkor Labs14
Shkor Labs
Every company will run on an autopilot.
We're building the one you can trust — by running our own businesses on it first.
hello@shkor.comshkor.comCooperative 42 · cil.by
__LOGO_SMALL__ Shkor Labs← → navigate · F fullscreen
← → · F