| Unscalable Tiny LLM personalization |
Shared, validated knowledge layer via KCG |
| High LLM API Costs |
Cache hits reduce redundant expensive calls |
| Hallucinations / Unverifiable Facts |
Immutable, validated knowledge entries |
| Tiny LLM limitations |
Augmented with curated knowledge from KCG |
| Lack of knowledge traceability |
Provenance metadata stored with each entry |
| Centralized dependency |
Federated Gateway model with ZK proofs |
| No community involvement |
Incentive layers for agents and validators |
Actiq
Litepaper
