Pre-alpha · Building with design partners

AGENTIC11

Not smarter AI. Organized AI.

We deploy virtual companies, not chatbots.

For teams that need coordinated AI, not isolated tools.

The Problem
$206B McKinsey / IDC, 2025

spent on enterprise AI annually.

86% of it fails. McKinsey / IDC, 2025

01

Scattered

50 AI tools. Zero coordination. Expensive noise.

02

Forgetful

Every conversation starts from zero. Permanent amnesia.

03

Fragile

One bad prompt and everything breaks. No recovery.

The problem isn't intelligence. It's organization.

The Architecture

We Don't Build Tools.
We Build Organizations.

Fails Safely

Designed to degrade gracefully. Auto-recovery, audit trails, deterministic guardrails.

Keeps Context

Carries context across tasks and time. Your patterns, decisions, and history — never lost, never shared.

Operates as a System

Routes work across roles, models, and memory — not isolated tools duct-taped together.

An entire AI company — departments, memory, oversight — working together from day one.

Under the Hood

A Living System. Not a Chatbot.

Organization

CORE Engineering Operations Memory Strategy Analytics Security Knowledge learns

Routing

QUERY ANALYZE COMPOSE EXECUTE SYNTHESIZE

Trace

received task enters system configured routed to flow configuration deep-analysis error detected configuration flagged anomaly guardrail auto-reconfigure recovered new configuration, task completed audited learns from errors feedback loop
How It Works

Deploy. Learn. Evolve.

01

Deploy

A complete AI organization tailored to your business. Ready from day one.

02

Learn

Learns how your team works. Adapts over time.

03

Evolve

Adapts to your organization over time. The longer it runs, the more valuable it becomes.

Why Different

System, Not Stack.

Self-Evolving

Adapts to your organization over time. The longer it runs, the more valuable it becomes.

Battle-Tested

Shaped by years of mission-critical engineering. Infrastructure, enterprise platforms, high-stakes systems.

Fails Safely

Expects failure and routes around it. Auto-recovery, full audit trail, deterministic guardrails. Designed to stay legible when things go wrong.

Pre-alpha Building with design partners
About

Who's Building This

AG11 research is led by Cristian Baita and built by a small team in Bucharest.

After 27 years in mission-critical software — national infrastructure, enterprise platforms, high-stakes systems — they're applying that discipline to multi-agent AI.

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