Every domain left an instrument behind.
Breadth is the method, not scatter. Each of these came out of a specific working domain and carries that domain’s instinct into software. Grouped the same way the operator timeline is, read from the other end.
Industrial maintenance
2013 onwardFailure awareness.
- WITNESS→Industrial agent
Reads drawings and live telemetry, predicts faults with hours of lead time, and is architecturally forbidden from touching a breaker.
- GREYBOOK→Industrial documentation
Cross-vendor equipment documentation crawled into one content-addressed corpus and made answerable, with citations back to the exact page.
Data-center operations
Microsoft, T5 Data CentersUptime, logging, reversible changes.
Switchgear manufacturing
Schneider ElectricQuality gates and consequence-aware review.
Music production
C-Cell, 2015 onwardTiming, structure, human perception.
Applied Intelligence development
2020 onwardOperating instincts became software architecture.
- AXON→Earned autonomy architecture
A self-monitoring agent that has to earn its autonomy: a seven-label behavioral classifier, a hash-anchored audit trail, and memory that survives restarts.
Evidence page under Work - CCP→Celaya Chain Protocol
Six on-chain programs implementing Proof of Coherence: a five-axis score an agent has to clear before the network treats its actions as trustworthy.
- TRINIDAD→Provenance-aware retrieval
A large record made answerable, with the page it read handed back alongside the answer.
Evidence page under Work
Independent research
Celaya Solutions Research, 2024 onwardThe threads, unified into instruments.
- NETWORK OVERVIEW→The registry, federated
The macro view: every instrument in the registry and the paths a query takes through them.
- MERIDIAN→Naming before instrument
A framework for cross-domain pattern transfer: name the analogy and test it before it hardens into a build.
- ARK→Biodiversity archive
Over 3.7 billion biodiversity records mirrored to disk, rebuilt to answer in milliseconds, pinned to a snapshot date.
Evidence page under Work - TRINIDAD→Provenance-aware retrieval
A large record made answerable, with the page it read handed back alongside the answer.
Evidence page under Work