Experimental Temporal OS · Built by Peace Thabiwa

Perception redefined
through systems.

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.

40+
GitHub repos
20+
MindsEye repos
30+
DEV articles
🌊 LAW-N · Network laws 👁️ MindsEye · Agent fabric ⚡ LAW-T · Time-native code 📊 Kaggle binary ledgers
Base Maun, Botswana
Focus Temporal flows · Agent OS
Surface GitHub · DEV · Kaggle
Perception redefined through syntax
“Perception redefined through syntax.”

Mission

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.

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.

02 · Networks as laws, not hacks

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.

03 · Agents that actually remember

MindsEye gives agents a ledger-style memory architecture: perception becomes a stream you can query, not a JSON blob that disappears after one response.

04 · Data as a living economy

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.

Core Ecosystem Components

Repository Map

Core repos grouped by layer. Everything is public by design so people can plug in at any level.

DEV Community Articles

Key posts documenting LAW-T, LAW-N, MindsEye and the Google AI Agents journey.

More posts on dev.to/peacebinflow.

Kaggle · Binary Ledgers & UI Experiments

Kaggle is the proving ground for LAW-T & binary-ledger ideas: time-labeled datasets, entropy scores and dimensional UI experiments.

Contact & Collaboration

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?

🔬 Research partnerships

Temporal computing, network-native AI, perception OS.

🤝 Open-source collabs

Contribute to LAW-N, MindsEye, N-SQL or LAW-T.

🚀 Integration projects

Wire existing products into the temporal fabric.

🎤 Writing & speaking

Deep-dive content, talks, or workshops.