currently

Building real-time voice agents that hold up in production — and chasing a form of intelligence that feels more like a brain than a transformer.

Senior AI engineer at ESAP (remote, from Bangladesh). Kaggle Competitions Expert on the way to Grandmaster. Reading papers on the Thousand Brains Theory, learning to think in JAX, and writing about where intelligence actually comes from.

now · april 2026

Currently Building

one at a time
mlx-tune

The Unsloth experience, for Apple Silicon. Fine-tune LLMs and vision-language models locally on your Mac with LoRA / QLoRA support.

mlxapple-siliconlorallm-finetuning
all projects →

Writing

essays & deep dives
2026

My JAX Journey

A long-form personal field guide — the JAX paradigm, the hardware substrate underneath (roofline, TPUs, GPUs), the modern ecosystem (Flax NNX, Grain, Orbax), sharded computation, the LLM stack, and writing Pallas kernels. A living synthesis I keep updated as the ecosystem moves.

all writing →

Elsewhere

say hi