Selected work
From an idea
to something useful.
Four projects, with the engineering decisions, scope and evidence behind each one.
LLM infrastructure
PocketLLM ecosystem ↗
Cloud-connected and local-first assistants built around a shared AI backend.
Cloud + local inferenceExplore project →
NLP research
SetFit reproduction & paper-code audit ↗
Reproducing few-shot classification and investigating a paper-to-code discrepancy.
10 independent runsExplore project →
Language model engineering
AetherMind / Forge-1 ↗
A compact decoder-only language-model stack for constrained consumer GPUs.
~125M parameter variantExplore project →
Applied AI product
Moltjobs ↗
An AI-assisted job application workflow with reviewable changes and application tracking.
Reviewable AI tailoringExplore project →