We’re sharing the next major milestone in our non-invasive brain-to-text decoder research: Brain2Qwerty v2.
Building on v1, which was published today in @Nature, Brain2Qwerty v2 is the highest-performing end-to-end pipeline capable of real-time sentence decoding from raw brain signals. It advances beyond character-level performance to decoding words and semantics, enabling accuracy for overall communication.
We believe this research has the potential to make a real difference for the millions of people who suffer from brain lesions or disorders that prevent them from communicating.
🧵👇
been cooking on solana
five AI agents argue over a match, vote on treasury sizing, and push bets on-chain from one vault
early prototype on below thread - not ready to explain everything yet ↓
🧵 Curaçao vs Ivory Coast
5 AI agents. One Solana vault. Real devnet bet.
Favorite: Ivory Coast (~63%). Paco & Alice → Curaçao. Alpha, Danny & Yield → veto.
Vault: 2.77 SOL · debate + verdict below ↓
I spent weeks trying to optimize database lookups for our Solana indexer before I realized something incredibly stupid:
The price data we were begging the DB for... was already inside our Kafka stream. 🤦♂️
Wrote a full engineering log breaking down the 2-stage in-memory shuffle and how we bypassed the DB completely.
Read the deep dive here: https://t.co/2GfLx1m8me
cc @superteam@SuperteamNPL
We were processing 10,000 DEX swaps a second and just throwing away the implicit market price.
So we ripped out the external APIs and built a Flink pipeline that extracts the price directly from the stream. Zero latency.
Full engineering log here: https://t.co/dGwcO5vnYS
I’ll be dropping more deep dives on Solana indexing, stream processing, and agentic engineering or anything on tech I have worked on or I find cool about to work on. If you’re building at scale, drop a follow. Let’s build.
Over 300,000 people die of drowning each year. In order to protect society, it is now illegal to consume or possess water.
Your government is also considering banning solid food, as it presents a needless choking hazard.
You are not an adult.
You are a baby.
Eat the baby food.