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Zahirudeen Premji

Most AI systems fail at execution. I build the control planes that make them accountable.

Control-Plane Architect for AI Systems
Building real-time decision systems, agentic infrastructure, and correctness frameworks.

I work on systems where AI must act, not just predict — trading, data integrity, and on-device intelligence.

What I build

  • AI Decision Infrastructure
    Bounded-latency decision loops, evaluation pipelines, and observable execution systems

  • Agentic Control Planes
    Systems that coordinate tools, workflows, and outcomes with measurable behavior

  • Correctness & Data Integrity (ASA/DCML)
    Architectures for verifiable storage, arbitration, and recovery under failure

  • On-device AI Systems
    Swift/SwiftUI + CoreML pipelines for privacy-preserving, real-time inference

Active Systems

Phoenix — AI Trading System

Real-time decision system using multi-signal consensus and regime-aware execution
https://phoenix.industriallystrong.com

ASA / DCML — Correctness Architecture

Dual-chain mirrored ledger for verifiable storage and recovery
https://industriallystrong.com/lab

Industrially Strong — Public Evidence Surface

Labs, experiments, and system proofs across AI, storage, and physical computation
https://industriallystrong.com

Selected Builds

  • Reczipes3 — OCR → structured extraction → LLM reasoning
  • KanjiKanaTrainer — on-device handwriting recognition (PencilKit + CoreML)
  • KeepTrack — iOS system for structured daily tracking

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This is the landing page repository for nondescript as headydiscy@gmail.com

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