의 1등 회로를 설계하기위해 24시간 내내 @grok, @ChatGPT , @claudeai , @cursor_ai 풀로 돌리는중. 이제 내가 뭘 만들고 있는지도 모르겠다. @Blonskr 이 지옥에서 벗어나게 해줘..

just @grok it , we can build BNN from tapeout nand and latch, use case is unlimited. $BEM from @Blonskr doing revolutionary work. NANDCORE is a working 64–32–10 binary neural net built only from NAND and LATCH, with TapeOut and Behemoth cells on the same die.

Built — a free, read-only circuit verifier for @Blonskr's TapeOut Protocol. It checks any taped-out circuit against its on-chain reference implementation over EVERY possible input — not the 256 fixed vectors the protocol samples. Then I ran it across all 12,176 miners.

Most “AI + blockchain” projects start with a token. TapeOut started with a NAND gate. Built by teenage developer @Blonskr , TapeOut is exploring a much deeper idea: What if we rebuild the computer itself on-chain? It starts with primitive logic components like NAND gates and LATCHes on BNB Chain. Those components can be connected into circuits. Circuits can become reusable building blocks. And those building blocks can be combined into processors. Blonskr used this approach to build a functioning 4-bit CPU, made from thousands of logic elements, capable of executing simple instructions and calculations like Fibonacci. It’s incredibly slow compared with a modern CPU. But speed isn’t the point. The point is that the architecture and computation can be transparent, deterministic and independently verifiable from blockchain state. Now TapeOut is taking the next step: On-chain AI The project has demonstrated a Binary Neural Network (BNN). The example works like this: Handwritten “7” → converted into 256 binary inputs → processed by 128 neurons → produces scores for digits 0–9 → highest score = 7 The network contains around 34,048 binary weights and TapeOut reports 93.15% test accuracy. This obviously isn’t ChatGPT running on a blockchain. But that’s not what makes it interesting. Most AI today runs behind private APIs. You have to trust that the operator used the correct model, weights and computation. TapeOut is experimenting with something different: visible inputs visible model visible weights reproducible computation verifiable output The progression is fascinating: NAND gates → circuits → processors → neural networks → on-chain AI. Other projects are working on decentralized and verifiable AI, but TapeOut’s bottom-up approach is unusual. Instead of asking: “How do we put AI on blockchain?” TapeOut is asking: “What if we build the computer itself from the blockchain upward?” Still early. Still experimental. But definitely one of the more interesting technical experiments happening on BNB Chain right now. #TapeOut# #BNBChain# #AI# #Blockchain# #OnChainAI# #ComputerScience# #Web3# #Innovation# @DjGriffith

Wow, this thing is seriously popular 😂 Sold out again today. I was actually getting ready to build a little miner and try some compute-power tapeout. Is the miner based on PoW? If it’s using a standard hash like SHA-256 or Keccak, one miner alone could easily burn through 100k+ transistors. So now it’s not even about whether I can build it — I can’t even buy a slot 😂 When’s the next update, genius @Blonskr ? A few of us on the tech team saw this yesterday and now we want to run a little competition in our community to see who can come up with the best design. Just waiting for your compute formula now. Once that drops, we can start competing on who can squeeze out the most hash power 🤣