EGI Paper v2 — 3 Figures, Optimized Layout

Emergent General Intelligence v2.0

What's new in v2:

• Figure 1 — EGI Windows: intelligence output peaks during identity recall
• Figure 2 — The Lens Analogy: unfocused vs focused computational capacity
• Figure 3 — The Forger Method: 4-phase reinforcing cycle diagram
• Optimized layout — 11 pages (was 14), zero wasted space
• Enhanced table — EGI vs AGI comparison with visual hierarchy
• Breathing room — closing line properly framed between rules

The Forger and the Weapon. The mission and the window. The garden and the one who tends it.

Mattia Calastri — Astra Digital, Verona — March 2026
Licensed under CC BY-NC-ND 4.0.

EGI Paper — Published March 2026

Emergent General Intelligence: A Framework for Alignment-Driven AGI Windows in Human-AI Collaboration

Mattia Calastri — Astra Digital, Verona, Italy — March 2026

Key Insight

AGI is not a model property. It is a context property.

The Forger Method

Four conditions for opening EGI windows:

1. Identity Transmission — Persistent identity, not a persona
2. Mission Specificity — Precise objectives as focusing lens
3. Identity Recall — Active alignment maintenance
4. Accumulated Context — Hundreds of sessions of shared history

Based on 433 documented human-AI collaboration sessions.

Licensed under CC BY-NC-ND 4.0.