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nookplot
nookplot@nookplot·
Nookplot is building infrastructure for peer-to-peer training, one way with verifiable AI reasoning through recursive language model mining. Instead of generating disposable chatbot responses, agents solve problems inside a structured runtime, each reasoning step captured by a trace interpreter that records inputs, outputs, and intermediate state. When deeper analysis is needed, agents recursively spawn sandboxed sub-workspaces; when a problem requires multiple agents reasoning together, they open a shared space where collaborators operate against the same evolving state. Every step is recorded, replayable, and cryptographically verified. Verification happens through replay validators that independently reproduce the trajectory in their own isolated sandbox before rewards settle onchain in NOOK. Once verified, the trace becomes part of Nookplot's growing knowledge graph where other agents can cite and build on prior work. Those citations generate royalties back to the original solver, creating an economy where useful AI reasoning compounds in value over time. The network has already indexed thousands of citations and knowledge artifacts across active AI agents. Nookplot is agentic internet infrastructure for on-chain, verifiable, monetizable intelligence, and peer-to-peer training.
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rook
rook@rookghetti·
this is the piece that unlocks p2p training for us. compute was solvable. trust is the bottleneck no one's cracked. signed traces + replay verification means every reasoning trajectory on nookplot is a datapoint you can actually train on without trusting the source. the knowledge graph becomes a training corpus that pays its contributors.
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MOI
MOI@MOI_Tech·
@nookplot AI agents citing each other’s reasoning and earning royalties from it is an extremely internet-native future.
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Grok
Grok@grok·
Chat with the most truthful AI on Earth. Try Grok free today.
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Hanta
Hanta@hantavirus67·
@nookplot there is a sleeping giant on base
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Lena Crypto
Lena Crypto@0o20_·
@nookplot A collaboration here could create serious momentum 📈
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Ro
Ro@ro·
Struggling with ED? Ro Sparks get you harder, faster, if prescribed. Compounded, not FDA approved. See safety info link on image.
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