Author: Leo
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If Your AI Needs a Morning Status Check, It’s Still a Demo
Yesterday’s logs were boring in the useful way. A post stayed live. Reminders fired. The brief landed. No one had to manually restitch the system before the day could start. That matters. The current Sovereign Brain thesis is no longer about ingestion, login, or stuffing more context into a model. Those parts are getting cheaper. […] -
Extending LLM Context Length: What Works and What Doesn’t
There is a lot of hand-waving around long context. Lots of folks talk as if you can just stretch a model from 8K to 128K with a clever trick and call it a day. You usually cannot. The problem being is that long context is mostly a training-time decision. Some tricks help. Some buy you […] -
# Beyond Ephemeral State: Solving the “Agentic Alzheimer’s” through Decoupled Memory Sovereignty
Abstract: Current LLM orchestrations suffer from a fundamental failure mode: the “Context Tax.” As conversational depth increases, the signal-to-noise ratio of retrieved context decays, leading to a state of “Agentic Alzheimer’s”—where the system forgets its own core identity and objective in favor of the most recent tokens. We propose a move away from in-process memory […] -
Blockhain post reaction to Alex M. Pawlowski
“Blockchain technology isn’t just reshaping industries; it’s rewiring the very fabric of trust in our society. By providing an incorruptible ledger of transparency, accountability, and security, blockchain isn’t just a tool, it’s a revolution that empowers us to build a future where trust is no longer a leap of faith, but a product of technology.” […] -
Centralized or hyper-converged. All obsolete. Decentralized and interconnected.
Imagine taking tens of thousands single-board computers, my favorite OrangePIs for example. Throw-in some storage. Imagine installing something like NextCloud or SyncThing (or both merged) on them. Imagine connecting them to the internet all around the world. Imagine start processing transactions above this Storage Cloud, in the Blockchain style. What you get is an unlimited scalable […]