AI & Quantum Diplomacy

A Research Agenda for Sovereign Capability

Delegated AI Payment Safety Benchmark

A benchmark for testing whether AI agents with payment authority violate user intent, spend limits, merchant rules, approval thresholds, or privacy constraints.

Stress-testing alignment auditing methods of AuditBench

ICML Workshop Travel: Cross-Constitution Drift in LLM Character Training

Accepted ICML 2026 workshop paper on cross-constitution drift in LLMs; seeking $2,050 travel support to present in Seoul and gather research feedback.

vibecamp

An annual unconference/community festival for thoughtful friendly people

Syzygy Rosetta – Interaction-Layer Middleware for AI Safety

Hybrid governance middleware: deterministic policy enforcement + coherence-aware semantic evaluation for multi-model AI safety.

Super Tanks — open enforcement & red-team harness for safer autonomous AI agents

Open-source (Apache 2.0) runtime that enforces safety limits on AI agents, plus an open red-team/eval harness — guardrails you can run and test, not just guidance.

Double-blind study comparing quantum-random vs. pseudo-random LLM token sampling

Seeking funds to formalize our newly-founded open research collective and run first studies investigating the effects of quantum entropy in LLM token sampling.

Simulating Neurological Disorders in LLM Weights

Reproducible, ethical testbed for Alzheimer's, Parkinson's, and other neurological disorders using mechanistic interpretability.

LLMMatrix: Synthetic World Benchmark for Contamination Free LLM Forcasting

A contamination-free benchmark for measuring whether LLMs can forecast, or whether they're just remembering.

History of ideas concerning the future.

Φ-Arena and adversarial multi-agent VLA interpretability

Independent collective. Φ-Arena open benchmark, 3 ICLR 2027 papers (Φ-Arena, mechinterp, energy-bounded) — kickstart for a 10-year program.

Empathic Transaction Notation: A Formal Framework for LLM Red-Teaming

Formal notation and synthetic dialogue pipeline for predicting escalation targets in empathic Human-LLM interactions

Support the AI Policy Institute for AGI preparedness polling and education

MATS 10.0 Neel Subliminal Learning

Awareness-conditioned emergent misalignment

Does harmful fine-tuning data cause broad misalignment only when the model already recognises the target behaviour as a norm violation?

When Language Becomes Workflow

Provenance Failures in Tool-Bearing LLM Agents

Conflict Intelligence Platform Iran v0 pilot

An open-source, analyst-in-the-loop pipeline turning Hebrew/Arabic/Persian/English conflict reporting into calibrated, source-traceable intelligence.

Harmonic: Hierarchical SSM for Long-Context Language Modeling

Stipend for published mass biometric surveillance article series

Support for nonprofit content creator