2025
A Comprehensive Guide to ARC-AGI
A long read on the Abstraction and Reasoning Corpus — what makes it hard, why pattern-matching falls short, and why it might be the closest thing we have to a fluid-intelligence benchmark.
senior ai engineer · bangladesh → remote
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
- Shipping Pipecat-based voice pipelines at ESAP
- Porting a paper from PyTorch → JAX, weekend by weekend
- Reading: A Thousand Brains, Hawkins
- Kaggle: one medal away from Master
Currently Building
The Unsloth experience, for Apple Silicon. Fine-tune LLMs and vision-language models locally on your Mac with LoRA / QLoRA support.