Timeline
A working chronology rather than a resume.
Most entries here are not precisely dated, and the ones that are not say so. Each carries the basis it rests on: an owner statement, a first-person recollection, or something documented. Nothing on this page has been independently verified.
Early computing
1980
Born
Born in Iran.
Date: exactBasis: owner-providedNot dated
Computer science studies at Shahid Shamsipour
Studied computer science. The degree was not completed.
Date: eraBasis: owner-providedNot dated
First production programming, in FoxPro
Database applications written, shipped and then supported personally.
Date: eraBasis: first-person-account
Database systems
Not dated
Delphi and Oracle-era systems
Database-backed business systems: schemas, reporting, and the discipline of records other people depend on.
Date: eraBasis: first-person-accountNot dated
Military service
Completed military service.
Date: eraBasis: owner-provided
International business
Not dated
International trade, the UAE and China
Cross-border commerce, time in the UAE, travel to China, and work around packaging machinery.
Date: eraBasis: first-person-account
Marketing and automation
Not dated
Search and digital marketing
Digital marketing and search work, and the automation that grew directly out of repeating it.
Date: eraBasis: first-person-accountNot dated
Full-stack development and automation infrastructure
Frontend, backend, and the operational work of keeping deployed systems alive.
Date: eraBasis: first-person-account
Generative AI
Not dated
Working with generative models
Cloud GPU work, running and comparing models, and building systems on them rather than demonstrations.
Date: eraBasis: first-person-account
AI research
Not dated
The continuity problem identified
Long-running systems observed handling each task competently while losing the thread of the project. This is the observation the current research rests on.
Date: eraBasis: first-person-accountNot dated
Context Ledger
Append-only project memory with provenance, built as the system of record.
Date: eraBasis: first-person-accountNot dated
Linear Anti-Hallucination Protocol
A governing discipline for anchoring long-running work to evidence and intention. Under intellectual-property review.
Date: eraBasis: first-person-account