- Consensus Equivalence Theorem: Proved that arithmetic logit averaging across teacher councils induces exact normalized geometric-mean probability consensus $\bar{p} \propto \prod p_k^{1/K}$, and that minimizing mean reverse KL to teachers is optimization-equivalent to minimizing reverse KL against $\bar{p}$.
- Spectral Rigidity & Null Models: Formulated Marchenko-Pastur spectral edges ($\lambda_\pm = p(1 \pm \sqrt{\gamma})^2$) for ternary $\{-1, 0, +1\}$ BitLinear weight matrices, establishing restricted lower/upper singular bounds ($0 < c \le \|Wx\| \le C$) on active semantic subspaces to prevent dimensional collapse.
- Empirical Results: Improved edge student validation cross-entropy from $2.1369$ to $\mathbf{1.6120}$, reduced memory from $3.4\text{ GB}$ to $\mathbf{0.42\text{ GB}}$ ($8.1\times$), and accelerated Apple Silicon inference to $\mathbf{118\text{ tokens/s}}$ ($4.2\times$).
- Post-Quantum Primitives: Implemented FIPS 203/204/205 standards (ML-KEM-1024 / Kyber-1024, ML-DSA-87 / Dilithium, SLH-DSA) integrated with X25519 Double Ratchet forward secrecy.
- Decentralized Epistemic Identity: Pioneered
honesty-auth, deriving sovereign cryptographic secrets from relational invariants rather than centralized KYC or OAuth authorities.
AI Safety & Eval:
Multi-agent worktree harnesses, AST invariant validation, reward-hacking prevention, mechanistic interpretability, empirical incident deconstruction, free-theorem verification.
Modeling & Distill:
Geometric-mean logit consensus, teacher council ensembles, BitNet b1.58 ternary quantization ($\{-1, 0, +1\}$), PyTorch, MLX (Apple Silicon Metal kernels), Hugging Face Hub.
Mathematics:
Random matrix theory (Marchenko-Pastur, Tracy-Widom), stochastic calculus, spectral graph theory, Hawkes processes, Reynolds parametricity, category-theoretic semantics.
Systems & Infra:
Rust (async, zero-copy, SIMD, no-GIL), Python 3.13 JIT, TypeScript, Cloudflare Workers/Durable Objects, Kademlia DHT, Git worktrees, Linux eBPF/memfd.
Deep study in random matrix theory, stochastic differential equations, abstract algebra, and category theory. Epistemic focus on Cartesian skepticism, falsifiability (Popper/Lakatos), and the causal coupling of artificial cognition to physical substrates.