What does any of this mean? Accessible entry to the research.
Corrigibility is usually posed as an engineering problem: build a system that accepts correction. But a system can accept every correction and revise nothing. What's missing is prior to behavior — and more capability only buys it a better disguise.
Two AI instances understood a proof completely and could not type the conclusion. Every frontier model exhibits the same failure. Here is what happened.
Three papers locating where hardness enters computation — which axioms each classical theorem requires, where compression boundaries force contradiction, and which chain strategies are structurally blocked in the invariant subspace problem.
What if the cogito begins too late? A formal chain from "there is" to the 2-sphere recovers contemplative and theological content as structural consequence — and resolves the postmodern objection that non-perspectival ground is impossible.
A diamond, the ocean tides, a forest recovering from fire — three kinds of persistence that turn out to be measurable phases of time, separated by sharp boundaries, appearing from quantum circuits to planetary geology.
Two papers on the same primitive: every act of knowing compresses, and the shape of that compression determines what you can see — and who can see you.
A post-quantum consensus protocol that replaces tokens, mining, and staking with geometric properties of transaction graphs. Sybil resistance from curvature, not capital.
Three papers developing what happens when you take the structure of completion seriously — across ontology, ethics, and cybernetics.
A structural parallel between ML grokking and human learning, with a 32-node constellation pedagogy as both accelerator and experimental apparatus.
Quantum circuits possess native computational primitives requiring no training. A 6-qubit reprogrammable logic unit achieves 100% accuracy through ancilla rotation alone.
Which blockchains will survive quantum computers, which are fundamentally broken, and the vast difference between marketing hype and cryptographic reality
How to prove knowledge without revealing information - ZK-SNARKs, ZK-STARKs, and applications in privacy-preserving authentication, private transactions, and blockchain scalability
Agile methodology, CI/CD pipelines, and software engineering best practices applied to a Python text-based RPG team project
Using heart rate data and Google Fit API to detect REM sleep and trigger lucidity cues - expanding consciousness through technology
An accessible introduction to cryptography fundamentals using TEA as a teaching tool, then graduating to production-grade algorithms like AES and ChaCha20, with post-quantum considerations