ammar.sheikh
Now

What I'm doing now.

A snapshot of where my engineering attention actually is — updated as the work changes, in the spirit of Derek Sivers' /now.

Last updated · 2026-07-13

Currently building

Where most of my engineering hours are going right now.

  • TrafficPulse

    Scene-understanding platform for traffic footage — perception, tracking, and typed scene semantics.

  • Personal engineering tooling

    Small internal utilities that shorten the loop between an idea and a running prototype.

Currently learning

Topics I'm actively reading, taking notes on, and prototyping against.

  • Multi-object tracking under occlusion

    Stable identity assignment across cluttered scenes.

  • Camera geometry & calibration

    Mapping pixel space to real-world coordinates reliably.

  • Evaluation of AI systems

    Honest harnesses that score behavior, not just outputs.

Engineering priorities

The few things I'm optimizing for over the current quarter.

  • Ship the TrafficPulse perception backbone.

  • Stand up an evaluation harness before scaling scope.

  • Keep the interfaces between layers stable and typed.

Research direction

Areas I keep returning to when I have time to think.

  • Scene understanding beyond bounding boxes.

  • Retrieval systems that fail transparently.

  • Small models with well-scoped responsibilities.

Current experiments

Short-lived prototypes that inform the systems I'm building.

  • Placeholder — no active experiment published yet.

    When a prototype produces a result worth sharing, it will appear in the Engineering Lab.