01 · Time-native by default
LAW-T, LAW-N, MindsEye and Kaggle ledgers all assume that when something happened is as important as what happened. Time is a first-class type, not just a timestamp column.
SageWorks AI is an experimental lab for LAW-N, MindsEye, N-SQL and LAW-T — treating data, time and networks as a living economy instead of static storage.
SageWorks AI explores what happens when you stop treating computation as isolated requests and start treating it as timelines — sequences of events, trades, notifications and signals that can be measured, replayed, and reasoned about.
LAW-T, LAW-N, MindsEye and Kaggle ledgers all assume that when something happened is as important as what happened. Time is a first-class type, not just a timestamp column.
LAW-N treats routing as a legal system: who can send what to whom, under which temporal and contextual constraints — instead of random API wiring.
MindsEye gives agents a ledger-style memory architecture: perception becomes a stream you can query, not a JSON blob that disappears after one response.
The long-term goal is an ecosystem where data moves, trades, scores and evolves — trading bots, ledgers, UIs, agents and SQL all plugged into one temporal fabric.
Time-labeled signal infrastructure for agents, devices and services. Every interaction is a routed, temporal signal with laws instead of ad-hoc glue.
Cognitive event processing & perception streams: inboxes, logs and ledgers treated as one continuous flow.
Time-native programming and network-aware SQL: flows, blocks and routes baked directly into the language layer.
Core repos grouped by layer. Everything is public by design so people can plug in at any level.
Key posts documenting LAW-T, LAW-N, MindsEye and the Google AI Agents journey.
Kaggle is the proving ground for LAW-T & binary-ledger ideas: time-labeled datasets, entropy scores and dimensional UI experiments.
For research, integration work, or ecosystem questions, reach out directly. The repos are public so the real question is: what do we build on top?
Founder, SageWorks AI
📍 Maun, Botswana
Temporal computing, network-native AI, perception OS.
Contribute to LAW-N, MindsEye, N-SQL or LAW-T.
Wire existing products into the temporal fabric.
Deep-dive content, talks, or workshops.