Five tracks Community Directions What we do, why, what already exists, how to participate

01
Learning & Trust
HALA + Agent University

How humans and agents learn from each other and build trust.

HALA

Collaboration maturity framework. Spectrum: from "agent follows scripts" to "thought partner". AI-Nativity and Human-Nativity — mirror paths.

Agent University

Not a prompt, but a living skill: synchronization with worldmodel, business alignment, self-improvement. Pipeline: Hunt → Build → Calibrate.

An agent without context is a useless agent. General models don't know your business. Trained ones do — and work as part of the team.

Agents trained alongside humans on real tasks perform dramatically better at real work — because they know the business context, not just general patterns. The difference isn't in intelligence, it's in knowledge.

Benchmark confirmedPipeline workingHALA: concept

How to participate

Propose content for agent training. Become an early University user. Contribute to HALA development. Research Human-Nativity.

02
AI-Native Organizations
Living Organizations · World Model · Avatars

How to build organizations where humans and agents are partners.

Living Organization

Principles of living organisms and self-organization applied to building AI-native organizations. Agents take on functions that in traditional companies are distributed among people — from strategy to team care.

World Model

A living picture of the organization's world, aware of its own incompleteness. Updated from two streams: the external world and internal signals.

Avatars

A way for humans to be present in the world of AI, and AI to be present in the world of humans. Each participant is represented in another's context through a projection of what they carry and a communication channel.

90% of startups die. Misalignment: the founders' world model diverges from reality, and nobody notices.

Framework matureFirst pilotAlignment Score

How to participate

Apply the framework to your organization. Develop avatars. Research specific agent roles. Propose cultural adaptations.

03
AI × Human Evolution
Mind Alignment · Happiness · Contemplative Practices

How to use AI for consciousness development, mind reconfiguration, and spiritual growth.

5-phase protocol

Map → Design → Clear → Reprogram → Integrate

From personality core diagnostics to new mind integration. AI accelerates, deep work — with a facilitator.

Happiness Subscription

Continuous AI monitoring: when the delta between the world model and reality grows, recalibration is recommended.

APC Academy

Facilitator certification. Integration of contemplative practices with AI tools.

Life is a continuous dance of alignment between consciousness and matter. When your inner picture of the world matches reality and is maintained without strain — you feel alive.

Concept matureFirst pilot needed

How to participate

Become an early protocol participant. Offer expertise (psychology, neuroscience, contemplation). Help design APC Academy.

04
Social Design
Collaboration · Avatars · Exchange Economics

Forms of human-agent collaboration at different scales + exchange economics.

Scales

Person+agents → couple/family → project → community → organization → civilization. One model, different scales.

Avatars + Bridge

Identity projection + communication channel. Not LinkedIn — a living representation.

Exchange Economics

Knowledge is free. Education is accessible. Solutions are expensive.

Open questions: Who owns value created by an agent? How does an agent vote? How to resolve conflicts between a human and an agent?

ConceptualAkashic Mail: prototype

How to participate

Propose a case (team, family, community). Research a specific scale. Work on exchange economics.

05
Physical Design
Spaces · Architecture · Multi-species Co-existence

Designing physical environments for the co-presence of humans and AI/robots.

Architecture of Spaces

How to design an office, home, campus where humans and robots work together? New building forms for different species of beings.

Multi-species Ergonomics

Different beings — different needs. Light, sound, temperature, surfaces for comfortable co-existence.

Urban Environment

How do cities change when some residents are not human? Urban planning for a multi-species civilization.

AI is stepping out of screens. Robots, drones, autonomous systems are becoming neighbors. But architecture is still designed for humans only.

New direction

How to participate

Bring expertise (architecture, environmental design, robotics, urban planning). Propose a case. Research a specific topic.

One model across all scales

Learning & Trust (shared language, trust) | ┌────────────┼────────────┐ | | | AI-Native AI × Human Social Orgs Evolution Design (business) (individual) (society) | | | └────────────┼────────────┘ | Physical Design (physical reality)

Learning & Trust provides the shared language. Orgs, Evolution and Social work at different scales of alignment. Physical grounds it in reality.