Blog & News — From the lab
Notes from the bench.
Research notes written in Markdown, plus company news.
01 — News
Company updates
19 Oct 2026
genintai.in is live
Our new website brings the research programmes, technology overview and public research repository together.
17 Oct 2026
Tree-Memory passes final chess validation
Reads held at about 9.4 × log₂ n up to 1M addresses with identical answers to full attention.
2025
GenIntAI founded in Hyderabad
Started as a research lab for General Intrinsic Artificial Intelligence.
02 — Research notes
Longer reads
2026-10-19
What we mean by General Intrinsic Artificial Intelligence
Reasoning, learning, memory and self-correction should be properties of the model, not wrappers around it.
2026-10-17
Tree-Memory passes the chess validation: 189 reads at a million addresses
A factored tree read held at about 9.4 × log₂ n from 4K to 1M addresses, with answers identical to full attention.
2026-10-12
Why a tree of keys did not prune, and what we changed
On a real 0.5B model the tree was fine but the bounds were 4–17× too loose. The fix is to train the keys.