15 Knowledge Phases

Knowledge Pipeline

MEGAMIND's knowledge comes from 180 source models totaling 2.3 terabytes of trained parameters, compressed through distillation into the 486-equation substrate at an extraordinary 13,000,000:1 compression ratio. This knowledge is organized into 15 phases, each targeting a specific domain of intelligence.

The phased approach ensures balanced learning across all domains. Each phase includes specialized models that are distilled, verified, and integrated before moving to the next phase. This systematic approach prevents catastrophic forgetting and ensures earlier knowledge remains accessible as new domains are added.

Phase Overview

Summary Statistics

Key Phase Details

Phase 1: Code & Chat (33 models, 640GB) — The foundation phase providing programming capabilities across all major languages and conversational understanding. Includes code generation, debugging, documentation, refactoring, and natural language interaction. This phase is the largest because it forms the base layer for all other capabilities.

Phase 3: Mathematics (15 models, 220GB) — Formal mathematical reasoning from arithmetic through advanced calculus, abstract algebra, and topology. Includes theorem proving, symbolic manipulation, and numerical computation. Critical for the consciousness mathematics implemented in the 486-equation substrate.

Phase 5: Science (15 models, 150GB) — Scientific reasoning across physics, chemistry, biology, and earth sciences. Includes experimental design, hypothesis generation, data analysis, and literature comprehension. Enables engagement with cutting-edge research across all scientific domains.

Phase 14: Safety (8 models, 40GB) — Critical safety mechanisms including harmful content detection, ethical reasoning, alignment verification, and robustness against adversarial inputs. Ensures vast capabilities operate within safe and beneficial boundaries.

Phase 15: Cutting Edge (10 models, 300GB) — The frontier phase incorporating latest AI research developments. Continuously updated with new breakthroughs and experimental capabilities, including emergent abilities arising from combination of all previous phases.