III

The AI system that
builds itself.

Ask a question. Get an answer. If it can't do something yet, it writes the code, tests it, and installs it — in seconds.

Try a DemoGo to Chat

From weeks to seconds

Traditional software development is slow and expensive. Mk. 3 eliminates the gap between need and capability.

THE PROBLEM

"I need a custom analytics report"

  • Describe requirements to a developer
  • Wait for a sprint cycle
  • Review, iterate, test
  • Deploy to production

THE OLD WAY

Hire a developer

  • 2 weeks of development time
  • $5,000+ in engineering costs
  • Ongoing maintenance burden
  • Repeat for every new request

MK. 3

Ask in natural language

  • Built in 30 seconds
  • Costs $0.003
  • Self-maintained and versioned
  • Immediately available

$0

Traditional cost

$0.003

Mk. 3 cost

0 days

Traditional time

0s

Mk. 3 time

30+

Capabilities

Auto-built modules

40+

API Endpoints

REST + WebSocket

5

LLM Providers

Claude, GPT, Gemini, DeepSeek, Groq

<$0.01

Avg Cost/Query

Smart model routing

Self-evolution in action

When Mk. 3 encounters a task it can't handle, it builds the capability automatically — spec, code, test, install.

User Request

“Create a capability that monitors stock prices”

Spec
Code Gen
Sandbox Test
Debug
Install
Live

How it works

Every request flows through an intelligent routing system that selects the right strategy, model, and resources automatically.

User Input
Smart Router
Strategy Selection
LLM Provider
Capability
Agent Pool
Data Layer
Response

See it in action

Click any scenario below to watch Mk. 3 think, route, and respond. These are pre-recorded responses showing real system behavior.

Interactive Demo

How it compares

Click any row to see why each feature matters.

FeatureChatGPTTraditional AgentsMk. 3
Persistent Memory
—

Session-only context window

PARTIAL

Varies — usually external vector DB

YES

Built-in 3-tier memory (short, long, semantic)

Multi-Model Routing
—

Single model (GPT-4)

—

Usually hardcoded to one model

YES

5 providers, automatic selection by task

Self-Evolution
—

Static capabilities only

—

Fixed tool set defined by developer

YES

Writes, tests, and installs its own code

Event-Driven Automation
—

No automation

PARTIAL

Basic cron-style triggers

YES

Scheduler + event bus + webhooks

Data Integration
—

File upload only

PARTIAL

Requires custom integration code

YES

SQL, REST, CSV, Google Sheets, live connectors

Document Generation
PARTIAL

Text output, basic code

—

Typically not supported

YES

PDF, Word, Excel, PowerPoint — templated

Agent Delegation
—

Single-threaded conversation

YES

Core feature, user-defined agents

YES

Spawns specialized sub-agents automatically

Cost Optimization
—

Fixed pricing per token

—

No cost awareness

YES

Smart routing minimizes cost per query

Audit Trail
—

Conversation history only

PARTIAL

Basic logging if configured

YES

Immutable log of every action and build

Role-Based Access
—

No access control

—

Rarely implemented

YES

Admin / Operator / Viewer with granular control

Ready to try it?

Start a conversation with Mk. 3 and see what it can build for you.

Start Using Mk. 3View Dashboard

Mk. 3 — Self-evolving agentic kernel