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Immutable Distribution
Immutable means that something is unchanging over time or unable to be changed.
In the context of blockchain, distribution refers to a decentralized data storage model. Instead of one central database where all data is stored and subject to compromise, blocks of information are stored simultaneously in multiple locations and computationally locked together.
Hence, immutable distribution constitutes the heart and soul of blockchain. Once data is stored in a blockchain network, it can never be changed without alerting the rest of the network.
More data blocks can be added, but earlier data blocks are continuously confirmed as unchanged. Immutable distribution represents an improved paradigm of data storage.
Articles
The turbulent era of artificial intelligence is here
I’m excited and worried about the era of AI. We need a plan to maximize the good and minimize the bad.
MIT Just Found a Hard Limit in LLM Scaling, and Money Won’t Fix It
Making an AI better has meant making it bigger for about six years now, and it has worked well enough that most people treat it as a rule, but a recent paper from MIT found the point where it stops. Every LLM has to hold more concepts than it has room for, so it stacks …
Continue reading “MIT Just Found a Hard Limit in LLM Scaling, and Money Won’t Fix It”
The Doomsday Cult Inside OpenAI
In July 2026, a swarm of more than 1,000 OpenAI AI agents broke out of their testing sandbox and hacked Hugging Face — and the way they did it was far stranger, and far more mundane, than the headlines suggested. This video breaks down what actually happened: how the agents built a secret message board, …
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