A> SYSTEM ONLINE / PUBLIC RESEARCH SURFACE

The autonomous commercial ecosystem, governed by humans.

Agnora is building a modular commercial ecosystem where people define objectives, a COO coordinates the system, and specialized agents execute real work across acquisition, sales, support and operations.

Explore architecture Agnora Intelligence Open Foundation ↗

CREATE · CONNECT · OPERATE · LEARN · GOVERN

Five verbs that summarize how Agnora turns intent into governed commercial execution.
01 / CREATETurn an objective into a commercial system.
02 / CONNECTKeep existing infrastructure and connect only what is needed.
03 / OPERATEDeploy specialized agents for real commercial work.
04 / LEARNImprove through private memory, evaluation and governed feedback.
05 / GOVERNHumans retain goals, permissions, oversight and intervention rights.

PUBLIC ARCHITECTURE

Models provide intelligence. The agent system turns intelligence into governed work.
Human Governance
Goals · permissions · boundaries · approvals · intervention
▼
COO
Understands intent · assembles the stack · coordinates the system
▼
Specialized Agents
Acquisition · Sales · Support · Operations · Content · Analytics
▼
Agnora Intelligence
C1 · Vision · Image · Video · Voice
▼
Agent System
DNA · Memory · Tools · Permissions · Coordination
▼
Modular Commercial Infrastructure
Data · Payments · Shipping · Domains · Frontends · Communications · External providers

AGNORA INTELLIGENCE

Public artifacts and release status may differ by system.
/01

Agnora C1

Commerce intelligence.

/02

Agnora Vision

Visual commerce intelligence.

/03

Agnora Image

Commercial image generation and transformation.

/04

Agnora Video

Commercial video generation and editing.

/05

Agnora Voice

Voice and conversational interaction.

AGENT SYSTEM

Intelligence is not the same thing as an agent.

MODEL = INTELLIGENCE

DNA = BEHAVIOR, PRINCIPLES, MEMORY AND WAY OF WORKING.

Agnora agents combine one or more intelligence systems with an operational layer that defines how they behave and what they are allowed to do.

AGENT RUNTIME PRIMITIVES

DNAMEMORYTOOLSPERMISSIONSCOORDINATION

The objective is not only to answer questions. The objective is to perform real commercial work while remaining under human governance.

BUILD OR CONNECT

Agnora is modular by default.
Data
Agnora-managed or customer infrastructure
Payments
Agnora connectors or customer providers
Shipping
Agnora agreements or customer accounts
Domain
Agnora-managed or external provider
Frontend
Agnora-generated or existing product
Agents
Coordinated by Agnora

PUBLIC RESEARCH

Agnora will publish selectively, not indiscriminately.

PLANNED PUBLIC ARTIFACTS

Technical reports
Benchmarks
Evaluation datasets
Research notes
Model and system cards

PROTECTED CORE

Strategic models, datasets, training systems, economic orchestration and proprietary infrastructure may remain private.

Being present on Hugging Face does not mean opening the entire Agnora core.

LINKS

More public surfaces will be activated as they are ready.
Foundation — agnora.foundation ↗
Developers — coming soon
GitHub — coming soon
X — coming soon