Thread 01
Connected knowledge
How should a person's notes, sources and ideas relate to one another? This thread explores knowledge as a living network rather than a filing cabinet — and feeds directly into LitSynth and Root.
SolarpunkWorksPvt LtdResearch
Research toward living technology.
We explore how intelligence, learning and living systems can grow together. These are the threads we are pulling on — each one ends in a working product, not just a paper.
Thread 02
Human-centred evaluation
What would assessment look like if it were designed around the teacher's judgment and the student's growth? This thread studies rubrics, feedback and fair evaluation — and feeds into InstantGrade.
Thread 03
Story as an interface
People understand the world through narrative. This thread explores how raw material becomes scripts, scenes and finished video — the research direction behind VideoProd.
Thread 04
Technology that belongs outdoors
Solarpunk is not only software. This thread experiments with objects, materials and local energy — the exploratory ground for the SolarPunkWorks Store.
Thread 05
Live, serverless computing
What if code could run where the reader is — in the browser, with no server and no setup? This thread builds the Pyodide-backed tooling that powers Root's interactive lessons and is published as free, open-source packages.
Thread 06
Decision intelligence for ML
How should a multimodal machine-learning pipeline be built — which modalities, granularity and fusion strategies, and which model backend? This thread explores an engine that decides and executes those choices, with LLM-orchestrated experimentation.
Thread 07
Ablation studies with AI
Upcoming work on using AI to design and run ablation studies — systematically isolating which components of a model or pipeline actually matter, and why.
From research to product
Exploration is only half the job.
Every research thread is expected to become something a person can use. Read how we think in the journal, or see where the research lands in our products.