A connected portfolio of experiments around AI reasoning, structured knowledge, geometric representations, discovery, agents, and verification.
Can AI move from generating plausible answers toward discovering missing relationships, producing falsifiable hypotheses, and learning from verification?
Perception
↓
Structured representation
↓
Knowledge graph / geometry
↓
Assumptions + contradictions
↓
Unexplored relationships
↓
Hypotheses
↓
Falsifiable tests
↓
Validation + replication
| Area | Repository | Purpose |
|---|---|---|
| Discovery | Geometric-Engine-Intelligence- | Knowledge graph + unexplored-edge discovery prototype |
| Discovery | HONET- | Contradiction/assumption-driven research framework |
| Reasoning | Generalised-Meta-Attention-Architecture | Experimental reasoning/attention architecture |
| Adaptive reasoning | SUPHAI_MODEL | Adaptive inference and uncertainty experiments |
| Geometry | GeoSemAlign-Visual-Geometry-Symbol-Meaning-Pipeline | Geometry, symbols, and semantic alignment |
| Agents | symbiote-agent-live | Agent execution experiments |
| Collective reasoning | Synthetic-Reason-Collective-Intelligence-System | Multi-system reasoning experiments |
| Knowledge | Aurora-The-Conversational-Knowledge-Lens | Conversational knowledge exploration |
Contributions are especially useful when they test rather than merely endorse an idea.
High-value contributions include:
- independent replications;
- stronger baselines;
- ablation studies;
- mathematical formalization;
- counterexamples and falsification tests;
- benchmark datasets;
- provenance/evidence improvements;
- reproducibility fixes;
- alternative implementations.
A negative result is valuable when it is reproducible.
See the shared contribution guidelines.
Claims should distinguish:
- Algorithmic novelty — the system produces a different/useful result.
- Knowledge novelty — the result is not already present in the evaluated corpus.
- Scientific discovery — the result survives empirical testing and independent replication.
The goal is to make the third claim difficult to make—and therefore meaningful when earned.