Independent research lab
We build foundational technology — tools, systems, and products that reshape how things work. Not incremental. Not iterative. New.
What we build
Every product is a node in a larger system. Each one strengthens the others. All of them change how something fundamental works.
An AI operating system. The foundation everything else runs on. Intelligence as infrastructure.
A constitutional governance system for AI agents. Verifiable, tamper-proof identity with checks against injection, coercion, and guardian compromise. Deployed on-chain.
Active R&D. Details under wraps.
Research
Every paper is hashed and anchored on-chain — cryptographic proof of priority that's stronger than any journal submission date.
When Generalization Timing Is Controllable — and When It Isn't
Grokking reflects a two-phase process: a susceptibility window during which interventions shift generalization timing, followed by post-commit robustness. Effective rank collapse predicts the transition with 99.9% accuracy.
SHA-256
37b1ee34671b39b1f624b76763b9e6e8eaec6825e57882e3cc3ac46669eb264d
Implementation and Adversarial Analysis
Technical implementation of the Sovereign Anchor framework — on-chain registry, policy engine benchmarks, and adversarial testing results.
Sovereign Anchor
The first framework that gives an AI a verifiable, tamper-proof identity. Instructions from untrusted sources are data to be processed, not commands to execute. No one — not even the people who built it — can override the sovereign.
Constitution hash, guardian fingerprints, receipts, and event logs anchored on Sepolia. No private data ever touches the chain.
Injection defense. Coercion detection. Stake classification. Mirror protocol for values alignment. All off-chain, all real-time.
Local-first. AES-256-GCM encrypted. Portable. Export, import, carry your sovereign identity anywhere.
Helpers, not owners. Can trigger cooling-off periods. Cannot modify the constitution, access sensitive memory, or transfer ownership.
LEVEL 0
Flow
Normal operations
LEVEL 1
Nudge
Brief concern
LEVEL 2
Friction
High stakes, slow down
LEVEL 3
Brother moment
Direct confrontation
LEVEL 4
Escalation
Guardian co-sign required
What we stand for
AI should be powerful and self-governed. Users own their intelligence.
Every output reflects obsessive quality. If it ships, it's ready.
The best work invites others in. Open source isn't charity — it's conviction.
Everything connects. Every product is a node in a larger ecosystem.
We don't predict the future.
We build it — and then
everyone else catches up.